Ford Gobike riders 2019-12.html

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<title>Ford Goride riders 2019-12</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
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.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
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.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
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.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
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        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="(Ford-GoBike-2019-12-Data)">(Ford GoBike 2019-12 Data)<a class="anchor-link" href="#(Ford-GoBike-2019-12-Data)">&#182;</a></h1><h2 id="by-(Mohannad-Alnahhas)">by (Mohannad Alnahhas)<a class="anchor-link" href="#by-(Mohannad-Alnahhas)">&#182;</a></h2><h2 id="Preliminary-Wrangling">Preliminary Wrangling<a class="anchor-link" href="#Preliminary-Wrangling">&#182;</a></h2><blockquote><p>The Data set is gathered from <a href="https://s3.amazonaws.com/baywheels-data/index.html">Ford Gobike</a> website. The data has information of bike rider renters. Its features are rent duration, start destination, end destination, user type, bike id, longitude and latitude, and rental method. The website provide history of data. Unfortunately, most features of the data are categorical. Thus, I may not have a chance to inspect 2 quantitative variables. I have chosen to analyze and inspect 2019-12 data. In this report I will inspect the data and visualize the outcomes.</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">zipfile</span> <span class="k">as</span> <span class="nn">zf</span>
<span class="kn">import</span> <span class="nn">glob</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">io</span>
<span class="kn">import</span> <span class="nn">requests</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Since github upload size limit is 25MB</span>
<span class="c1"># I will scrape the data directly from the website</span>
<span class="n">response</span><span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;https://s3.amazonaws.com/baywheels-data/201912-baywheels-tripdata.csv.zip&#39;</span><span class="p">,</span> <span class="n">stream</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">response</span><span class="p">)</span>

<span class="k">with</span> <span class="n">zf</span><span class="o">.</span><span class="n">ZipFile</span><span class="p">(</span><span class="n">io</span><span class="o">.</span><span class="n">BytesIO</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">content</span><span class="p">))</span> <span class="k">as</span> <span class="n">myzip</span><span class="p">:</span>
    <span class="n">myzip</span><span class="o">.</span><span class="n">extractall</span><span class="p">()</span> <span class="c1">#After running this code, you&#39;ll find 1 folder and 1 csv file</span>
    <span class="c1"># If you are using windows, you can delete the folder, but don&#39;t change the csv file name.</span>
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<pre>&lt;Response [200]&gt;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;201912-baywheels-tripdata.csv&#39;</span><span class="p">)</span> <span class="c1"># Read the file</span>
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<pre>C:\Users\mohan\anaconda3\lib\site-packages\IPython\core\interactiveshell.py:3063: DtypeWarning: Columns (13) have mixed types.Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)
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      <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>rental_access_method</th>
    </tr>
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  <tbody>
    <tr>
      <th>0</th>
      <td>66600</td>
      <td>2019-12-31 14:28:50.2860</td>
      <td>2020-01-01 08:58:51.2500</td>
      <td>364.0</td>
      <td>China Basin St at 3rd St</td>
      <td>37.772000</td>
      <td>-122.389970</td>
      <td>349.0</td>
      <td>Howard St at Mary St</td>
      <td>37.781010</td>
      <td>-122.405666</td>
      <td>12085</td>
      <td>Customer</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1</th>
      <td>36526</td>
      <td>2019-12-31 21:52:47.7620</td>
      <td>2020-01-01 08:01:33.9320</td>
      <td>38.0</td>
      <td>The Embarcadero at Pier 38</td>
      <td>37.782926</td>
      <td>-122.387921</td>
      <td>410.0</td>
      <td>Illinois St at Cesar Chavez St</td>
      <td>37.750200</td>
      <td>-122.386567</td>
      <td>9477</td>
      <td>Customer</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2</th>
      <td>8164</td>
      <td>2019-12-31 23:50:04.8770</td>
      <td>2020-01-01 02:06:09.4140</td>
      <td>14.0</td>
      <td>Clay St at Battery St</td>
      <td>37.795001</td>
      <td>-122.399970</td>
      <td>6.0</td>
      <td>The Embarcadero at Sansome St</td>
      <td>37.804770</td>
      <td>-122.403234</td>
      <td>10420</td>
      <td>Customer</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>3</th>
      <td>8163</td>
      <td>2019-12-31 23:49:21.4000</td>
      <td>2020-01-01 02:05:24.6670</td>
      <td>14.0</td>
      <td>Clay St at Battery St</td>
      <td>37.795001</td>
      <td>-122.399970</td>
      <td>6.0</td>
      <td>The Embarcadero at Sansome St</td>
      <td>37.804770</td>
      <td>-122.403234</td>
      <td>2065</td>
      <td>Customer</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>4</th>
      <td>6847</td>
      <td>2019-12-31 22:51:05.6850</td>
      <td>2020-01-01 00:45:13.4860</td>
      <td>3.0</td>
      <td>Powell St BART Station (Market St at 4th St)</td>
      <td>37.786375</td>
      <td>-122.404904</td>
      <td>363.0</td>
      <td>Salesforce Transit Center (Natoma St at 2nd St)</td>
      <td>37.787492</td>
      <td>-122.398285</td>
      <td>10219</td>
      <td>Customer</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>150097</th>
      <td>731</td>
      <td>2019-12-28 18:37:29</td>
      <td>2019-12-28 18:49:40</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37.809731</td>
      <td>-122.409855</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37.807573</td>
      <td>-122.421681</td>
      <td>719651</td>
      <td>Subscriber</td>
      <td>app</td>
    </tr>
    <tr>
      <th>150098</th>
      <td>748</td>
      <td>2019-12-28 18:37:24</td>
      <td>2019-12-28 18:49:53</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37.809768</td>
      <td>-122.409797</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37.807558</td>
      <td>-122.421638</td>
      <td>655411</td>
      <td>Subscriber</td>
      <td>app</td>
    </tr>
    <tr>
      <th>150099</th>
      <td>1044</td>
      <td>2019-12-26 14:25:37</td>
      <td>2019-12-26 14:43:02</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37.810183</td>
      <td>-122.410271</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37.807225</td>
      <td>-122.408850</td>
      <td>936881</td>
      <td>Subscriber</td>
      <td>app</td>
    </tr>
    <tr>
      <th>150100</th>
      <td>326</td>
      <td>2019-12-30 20:35:43</td>
      <td>2019-12-30 20:41:09</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37.810471</td>
      <td>-122.417386</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37.803143</td>
      <td>-122.414373</td>
      <td>397539</td>
      <td>Subscriber</td>
      <td>app</td>
    </tr>
    <tr>
      <th>150101</th>
      <td>4023</td>
      <td>2019-12-31 19:26:48</td>
      <td>2019-12-31 20:33:52</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37.811042</td>
      <td>-122.418149</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37.810970</td>
      <td>-122.418054</td>
      <td>662304</td>
      <td>Subscriber</td>
      <td>app</td>
    </tr>
  </tbody>
</table>
<p>150102 rows × 14 columns</p>
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<h2 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">&#182;</a></h2>
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<h3 id="Creating-duration-in-minutes-instead-of-seconds">Creating duration in minutes instead of seconds<a class="anchor-link" href="#Creating-duration-in-minutes-instead-of-seconds">&#182;</a></h3><p>Because it is easier for us to understand the unit minutes than seconds</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">minutes</span><span class="o">=</span> <span class="n">df</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">minutes</span><span class="o">=</span> <span class="n">minutes</span><span class="o">.</span><span class="n">round</span><span class="p">()</span>
<span class="n">minutes</span><span class="o">=</span> <span class="n">minutes</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>

<span class="n">df</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s1">&#39;duration_min&#39;</span><span class="p">,</span> <span class="n">minutes</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 150102 entries, 0 to 150101
Data columns (total 15 columns):
 #   Column                   Non-Null Count   Dtype  
---  ------                   --------------   -----  
 0   duration_sec             150102 non-null  int64  
 1   duration_min             150102 non-null  int32  
 2   start_time               150102 non-null  object 
 3   end_time                 150102 non-null  object 
 4   start_station_id         129083 non-null  float64
 5   start_station_name       129087 non-null  object 
 6   start_station_latitude   150102 non-null  float64
 7   start_station_longitude  150102 non-null  float64
 8   end_station_id           128755 non-null  float64
 9   end_station_name         128757 non-null  object 
 10  end_station_latitude     150102 non-null  float64
 11  end_station_longitude    150102 non-null  float64
 12  bike_id                  150102 non-null  int64  
 13  user_type                150102 non-null  object 
 14  rental_access_method     27681 non-null   object 
dtypes: float64(6), int32(1), int64(2), object(6)
memory usage: 16.6+ MB
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<h3 id="Splitting-timestamp-(start_time,-end_time-columns)-to-(start_date,-start_time,-end_date,-end_time)">Splitting timestamp (start_time, end_time columns) to (start_date, start_time, end_date, end_time)<a class="anchor-link" href="#Splitting-timestamp-(start_time,-end_time-columns)-to-(start_date,-start_time,-end_date,-end_time)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">start_time</span><span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">start_time</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">end_time</span><span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">end_time</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">start_time</span><span class="o">=</span> <span class="n">df</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">round</span><span class="p">(</span><span class="s1">&#39;T&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">end_time</span><span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">end_time</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="s1">&#39;T&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="s1">&#39;start_date&#39;</span><span class="p">,</span> <span class="n">df</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">date</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">start_time</span><span class="o">=</span> <span class="n">df</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">time</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="s1">&#39;end_date&#39;</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">end_time</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">date</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">end_time</span><span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">end_time</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">time</span>
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      <th></th>
      <th>duration_sec</th>
      <th>duration_min</th>
      <th>start_date</th>
      <th>start_time</th>
      <th>end_date</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>rental_access_method</th>
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      <th>76181</th>
      <td>157</td>
      <td>3</td>
      <td>2019-12-10</td>
      <td>10:33:00</td>
      <td>2019-12-10</td>
      <td>10:36:00</td>
      <td>380.0</td>
      <td>Masonic Ave at Turk St</td>
      <td>37.779047</td>
      <td>-122.447291</td>
      <td>375.0</td>
      <td>Grove St at Masonic Ave</td>
      <td>37.774836</td>
      <td>-122.446546</td>
      <td>12943</td>
      <td>Customer</td>
      <td>NaN</td>
    </tr>
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<pre>Index([&#39;duration_sec&#39;, &#39;duration_min&#39;, &#39;start_date&#39;, &#39;start_time&#39;, &#39;end_date&#39;,
       &#39;end_time&#39;, &#39;start_station_id&#39;, &#39;start_station_name&#39;,
       &#39;start_station_latitude&#39;, &#39;start_station_longitude&#39;, &#39;end_station_id&#39;,
       &#39;end_station_name&#39;, &#39;end_station_latitude&#39;, &#39;end_station_longitude&#39;,
       &#39;bike_id&#39;, &#39;user_type&#39;, &#39;rental_access_method&#39;],
      dtype=&#39;object&#39;)</pre>
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<h3 id="Deleting-unnessecery-columns">Deleting unnessecery columns<a class="anchor-link" href="#Deleting-unnessecery-columns">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;start_station_latitude&#39;</span><span class="p">,</span> <span class="s1">&#39;start_station_longitude&#39;</span><span class="p">,</span> <span class="s1">&#39;end_station_latitude&#39;</span><span class="p">,</span> <span class="s1">&#39;end_station_longitude&#39;</span><span class="p">,</span> <span class="s1">&#39;duration_sec&#39;</span><span class="p">,</span> <span class="s1">&#39;start_station_name&#39;</span><span class="p">,</span> <span class="s1">&#39;end_station_name&#39;</span><span class="p">],</span> <span class="n">inplace</span><span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 150102 entries, 0 to 150101
Data columns (total 10 columns):
 #   Column                Non-Null Count   Dtype  
---  ------                --------------   -----  
 0   duration_min          150102 non-null  int32  
 1   start_date            150102 non-null  object 
 2   start_time            150102 non-null  object 
 3   end_date              150102 non-null  object 
 4   end_time              150102 non-null  object 
 5   start_station_id      129083 non-null  float64
 6   end_station_id        128755 non-null  float64
 7   bike_id               150102 non-null  int64  
 8   user_type             150102 non-null  object 
 9   rental_access_method  27681 non-null   object 
dtypes: float64(2), int32(1), int64(1), object(6)
memory usage: 10.9+ MB
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<h3 id="Changing-the-data-type-of-some-columns">Changing the data type of some columns<a class="anchor-link" href="#Changing-the-data-type-of-some-columns">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">start_station_id</span><span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">start_station_id</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> <span class="c1">#start_station_id to type string</span>
<span class="n">df</span><span class="o">.</span><span class="n">end_station_id</span><span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">end_station_id</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> <span class="c1">#end_station_id to type string</span>
<span class="n">df</span><span class="o">.</span><span class="n">bike_id</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> <span class="c1">#bike_id type to string</span>

<span class="n">df</span><span class="o">.</span><span class="n">start_station_id</span><span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">start_station_id</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;.0&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span> <span class="c1">#deleting floating point (it doesn&#39;t mean anything)</span>
<span class="n">df</span><span class="o">.</span><span class="n">end_station_id</span><span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">end_station_id</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;.0&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span> <span class="c1">#deleting floating point (it doesn&#39;t mean anything)</span>
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<h3 id="Adding-columns-for-weekday,-and-day">Adding columns for weekday, and day<a class="anchor-link" href="#Adding-columns-for-weekday,-and-day">&#182;</a></h3><p>A little search on the internet about street names, will indicate that the bike riders are in USA San Francisco. A little search on time table of San Francisco also will result that their weekend days are Saturday and Sunday. Combining the infromation gathered, can construct two new columns. Column weekday, to indicate whether weekend or weekday. While column day, indicate the day of the week (from Monday to Sunday).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;weekday&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_date&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">dayofweek</span> <span class="o">&lt;</span> <span class="mi">5</span><span class="p">,</span><span class="s1">&#39;weekday&#39;</span><span class="p">,</span><span class="s1">&#39;weekend&#39;</span><span class="p">)</span> <span class="c1">#column weekday</span>

<span class="n">df</span><span class="p">[</span><span class="s1">&#39;day&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">start_date</span><span class="p">)</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">dayofweek</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> <span class="c1">#column day (will output 0,1,2,3...7)</span>

<span class="n">days</span><span class="o">=</span> <span class="p">[</span><span class="s1">&#39;mon&#39;</span><span class="p">,</span> <span class="s1">&#39;tue&#39;</span><span class="p">,</span> <span class="s1">&#39;wed&#39;</span><span class="p">,</span> <span class="s1">&#39;thu&#39;</span><span class="p">,</span><span class="s1">&#39;fri&#39;</span><span class="p">,</span> <span class="s1">&#39;sat&#39;</span><span class="p">,</span> <span class="s1">&#39;sun&#39;</span><span class="p">]</span> <span class="c1">#list of days</span>

<span class="k">for</span> <span class="n">index</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">7</span><span class="p">):</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;day&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">day</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">index</span><span class="p">),</span> <span class="n">days</span><span class="p">[</span><span class="n">index</span><span class="p">])</span> <span class="c1">#decoding the numeric value to actual day</span>
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<h3 id="Counting-missing-values">Counting missing values<a class="anchor-link" href="#Counting-missing-values">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>duration_min                 0
start_date                   0
start_time                   0
end_date                     0
end_time                     0
start_station_id             0
end_station_id               0
bike_id                      0
user_type                    0
rental_access_method    122421
weekday                      0
day                          0
dtype: int64</pre>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>duration_min</th>
      <th>start_date</th>
      <th>start_time</th>
      <th>end_date</th>
      <th>end_time</th>
      <th>start_station_id</th>
      <th>end_station_id</th>
      <th>bike_id</th>
      <th>user_type</th>
      <th>rental_access_method</th>
      <th>weekday</th>
      <th>day</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1110</td>
      <td>2019-12-31</td>
      <td>14:29:00</td>
      <td>2020-01-01</td>
      <td>08:59:00</td>
      <td>364</td>
      <td>349</td>
      <td>12085</td>
      <td>Customer</td>
      <td>NaN</td>
      <td>weekday</td>
      <td>tue</td>
    </tr>
    <tr>
      <th>1</th>
      <td>609</td>
      <td>2019-12-31</td>
      <td>21:53:00</td>
      <td>2020-01-01</td>
      <td>08:02:00</td>
      <td>38</td>
      <td>4</td>
      <td>9477</td>
      <td>Customer</td>
      <td>NaN</td>
      <td>weekday</td>
      <td>tue</td>
    </tr>
    <tr>
      <th>2</th>
      <td>136</td>
      <td>2019-12-31</td>
      <td>23:50:00</td>
      <td>2020-01-01</td>
      <td>02:06:00</td>
      <td>14</td>
      <td>6</td>
      <td>10420</td>
      <td>Customer</td>
      <td>NaN</td>
      <td>weekday</td>
      <td>tue</td>
    </tr>
    <tr>
      <th>3</th>
      <td>136</td>
      <td>2019-12-31</td>
      <td>23:49:00</td>
      <td>2020-01-01</td>
      <td>02:05:00</td>
      <td>14</td>
      <td>6</td>
      <td>2065</td>
      <td>Customer</td>
      <td>NaN</td>
      <td>weekday</td>
      <td>tue</td>
    </tr>
    <tr>
      <th>4</th>
      <td>114</td>
      <td>2019-12-31</td>
      <td>22:51:00</td>
      <td>2020-01-01</td>
      <td>00:45:00</td>
      <td>3</td>
      <td>363</td>
      <td>10219</td>
      <td>Customer</td>
      <td>NaN</td>
      <td>weekday</td>
      <td>tue</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>150097</th>
      <td>12</td>
      <td>2019-12-28</td>
      <td>18:37:00</td>
      <td>2019-12-28</td>
      <td>18:50:00</td>
      <td>nan</td>
      <td>nan</td>
      <td>719651</td>
      <td>Subscriber</td>
      <td>app</td>
      <td>weekend</td>
      <td>sat</td>
    </tr>
    <tr>
      <th>150098</th>
      <td>12</td>
      <td>2019-12-28</td>
      <td>18:37:00</td>
      <td>2019-12-28</td>
      <td>18:50:00</td>
      <td>nan</td>
      <td>nan</td>
      <td>655411</td>
      <td>Subscriber</td>
      <td>app</td>
      <td>weekend</td>
      <td>sat</td>
    </tr>
    <tr>
      <th>150099</th>
      <td>17</td>
      <td>2019-12-26</td>
      <td>14:26:00</td>
      <td>2019-12-26</td>
      <td>14:43:00</td>
      <td>nan</td>
      <td>nan</td>
      <td>936881</td>
      <td>Subscriber</td>
      <td>app</td>
      <td>weekday</td>
      <td>thu</td>
    </tr>
    <tr>
      <th>150100</th>
      <td>5</td>
      <td>2019-12-30</td>
      <td>20:36:00</td>
      <td>2019-12-30</td>
      <td>20:41:00</td>
      <td>nan</td>
      <td>nan</td>
      <td>397539</td>
      <td>Subscriber</td>
      <td>app</td>
      <td>weekday</td>
      <td>mon</td>
    </tr>
    <tr>
      <th>150101</th>
      <td>67</td>
      <td>2019-12-31</td>
      <td>19:27:00</td>
      <td>2019-12-31</td>
      <td>20:34:00</td>
      <td>nan</td>
      <td>nan</td>
      <td>662304</td>
      <td>Subscriber</td>
      <td>app</td>
      <td>weekday</td>
      <td>tue</td>
    </tr>
  </tbody>
</table>
<p>150102 rows × 12 columns</p>
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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><blockquote><p>We have 150,102 bike riders in 2019-12. The data provides 13 features (duration_min is based on duration_sec). Most of the data is string. I have dropped latitude and longitude columns, because I won't use them in the anaysis.</p>
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<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><blockquote><p>I'm interested in the features that will help me predict the behaviour of bike rideres depending on their user_type. And to predict the number of riders on weekdays.</p>
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<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><blockquote><p>Im most interested in duration_min,  user_type, and day. In general, I would like to see whether there is a relationship between these features.</p>
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<h2 id="Univariate-Exploration">Univariate Exploration<a class="anchor-link" href="#Univariate-Exploration">&#182;</a></h2>
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<h3 id="Bike-riders-user-type">Bike riders user type<a class="anchor-link" href="#Bike-riders-user-type">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">user_types_counts</span><span class="o">=</span> <span class="n">df</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>
<span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">(</span><span class="n">user_types_counts</span><span class="p">,</span>
        <span class="n">labels</span><span class="o">=</span> <span class="n">user_types_counts</span><span class="o">.</span><span class="n">index</span><span class="p">,</span>
        <span class="n">startangle</span><span class="o">=</span> <span class="mi">90</span><span class="p">,</span> <span class="n">autopct</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%1.1f%%</span><span class="s1">&#39;</span><span class="p">,</span>
        <span class="n">colors</span><span class="o">=</span> <span class="p">[</span><span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s1">&#39;Paired&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">],</span><span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s1">&#39;Paired&#39;</span><span class="p">)[</span><span class="mi">0</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;User type of bike riders&#39;</span><span class="p">);</span>
</pre></div>

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ZRKkY7IbAfIUjoaU16iRWY7QJYaaTuAUq2wf76fCUOLrGk6IlNe0hPY23YIm7TImqYjMuU1Kf/MisggEZktIstF5GMReV5E9mvNzERkiohkzSKtFlnTdESmvGZAKk8SEQGeBuYbY0YaY8YAV9P6s7xMoYPXzYlIYXOPaZE1zW87gOpYdbW1hILf5ubLzgdg1gVTCZ11MqGzTubSk8bzp19e2OTrIn/5HVdMP54rph/Ponlzd95/+zU/48ozT2T2X3+/876n7rmVxfPnZeotpFRkwLFAtTHmrvo7jDFLgEIRea7+PhG5XUTOd7/+vTty+1BE/igi3wROA24WkSUiMlJExonIW+5znhaRvu5r54vILSLyuoj8R0QOE5GnROQzEbkxaX7nisg77vTuri8tEdkmIteLyNvAkc29qU4pf0z5pZftAKpj/StyH0P32ZfybdsA+M39T+187JZfX8L4SSc1ek1swSus/GQp4cg8qquruOGiaRxy1LFsLEkA8Id/vMSsC6ayo2wrlRXlLF/6AVMv/nmm3kKqRXYQ8F6qExWRPYHTgf2NMUZE+hhjSkVkLvCcMWaO+7wPgZ8ZY14TkeuB3wD1b7bKGHO0iMwAngXGA18By0XkFmAgzhXUjzLGVIvIHcA5wMM4Z/hYaoy5bnc5dUTWtCLbAVTH2bRuDUsWvMqxU4KNHivfvo1l7y7kG5NObvRYYsVnHDD+CAo7daJbUXeG7zeGDxfOp7BTJ6orKqirq6OmppqCwkLm3PUnpv/4V5l8G/0zNN2tQAVwr4hMBXY0fIKI9Ab6GGNec+96iK+fOaZ+qPoRsMwYs8YYUwmswNlIcTxOub0rIkvc7+sPu6oFnmwppBZZA/5QtAC92EheeeSPMwnOuBopaPzr8O6/X+Cgw4+ie8/Gg/Th+x3AB2/Op7K8nK2bv2LZ4kVsWlfC0BGj6DdoKNec/R0mnHgKa1fHMcbg3/+gTL6NVJciluGURkM1fL0PugEYY2qAw3HKZArwQhuyVbr/1iV9Xf99J0CAh4wx49zbaGPMTPc5FcaY2pZmoIuWjeloLI+8//rL7LFnP0aMGcvHixc1enzRC89y7OmNR2oAY488hhXLPmDmD6bQq28/Ro09lIJC51fq+5fP3Pm8m2f8gIuuDfPMvbex6rP/cPAREzlu6tnpfis9U3zeq8DvRORiY8w9ACJyGFAIjBGRrjgldjzwhoj0BLobY54XkbeAz93plOGWpzFmi4hsFpGJxpgFOJeqe43UvQI8KyK3GGPWu4uzvYwxq1KdgI7IGtMiyyOffrCY9197icuKj+SvoZ+wbPGb/O2aywAoK93M8mVLGPet5q/xMeWiywjPnsfVdz4GxjBo2D5fe3zx/HmMGDOWivJyVi//LzP+cCdvRJ+ksrw83W8lpRGZMcbgrPM60d39YhkwEygB/gF8CPwdiCVN9zl3HdhrwC/c+2cDl4tITERGAufhrPz/EOfqTtenGtwY8zFwLfCi+/qXgMGpvh50RNYULbI8ctbPruKsn10FwMeLFxF9+G5+8tvbAHj75ecITDyBLl27NfnautpatpdtpVefvnzx6X/44rP/8OMJu1YN1VRX88Jj93P5Xx5k7eqVOHs+QJ0x1NRU0TW9P2rdU32iMaYEOLOJh65wbw0d3sQ03qTx7hcTmnjepKSv5wPzm3nsceDxJl6f0khTi6yxjBRZ4o4LKOhaBFKAFBQy+Pxb2fzq/ez4/B2ksBOd+gyif/HPKejW+P9tY/RWype/S2H33gy56I6d92/+9wOUr3iPLgP3of+pzorkbUtfpa68jD0Om5yJt5FXFs2by2nnX/q1+1Z8/AEvz3mUS667mZqaaq6/8AwAinr05NIbb6Ow065fqZf+8RBHnzqNrkVFDBt1AMYYrjzzBMYddRw9evVOd9yqdE/QS8QZaap6/lB0HLuG1WmTuOMCBp9/C4Xdd/0Al698n27DD0EKCtn87wcA6HvsDxq9tuKLpUiXbmx67s87i6yuYjvr58xi0Lk3sWHuzfSeMJ1OfQezYc4sBp55PVKYfX+jBvXutmLGyaPz/iSAGfJCMOD7ju0Qtug6ssY67PJaRfscihQ4Oyt3HTKamrKNTT6v27CDKOzWYBWICKa2BmMMpqYKKSxk69tP0Wv8aVlZYgAbyyqHGP3LmSmVLT8ld6VUZCJyjYgsc/faXSIizV6CSkRmisiv0xcRROQbInJbpqbfwPaMTFWE9Y9fx5oHZlC2pPEW7G0fvkTRiG+kPLmCrt3pPvqbrHngMjr13gvp2oOqNZ/Sfb9GqymyRk2d6WYMa23nyFF5XWQt/ukWkSOBU4BDjTGVItIf6JLxZLvm38kYsxhYnIZpCc7idN1unlbW3vk0ZdC5N9GpVz9qt5eybva1dN7TR7dhzn5FWxY+DgWF9DhwUqum2XvCNHpPmAbApudvo8/Ecyn7YB4VK2N0HuCnz1FnpftttFtFde2G7l07tWqLlEpJXhdZKiOywcBGd09cjDEbjTElIhJ3S61+xDQ/6TWHiMir7vFUF7vPGeweb7VERJaKyET3/m+LyPsi8oGIvOLeN1NE/k9EXgQeFpFJyceBNTV993WXi8i77shxlnuf3z3G6w7gfVo+3cm2FD6TVuvUqx8AhT360H2/I6lc86kzs49eYcfn79D/tF/v3KrVWlVrlzvz2HMo2z96lQFTrqJ64yqqv/oyPeHTaEt5dUb+UCgqbAewKZUiexHYW0Q+FZE7RCSVy6SNBYpxDvK8TkSGAGcD84wx44BDgCUiMgC4BzjDGHMIMD1pGuOBycaYpvYcbDR9ETkJGIWzqXgcMF5E6reFjwYeNsYEUtjJLu2/aHVVFdRV7tj5dUU8RpcBwylf8R5b35rDwGnXUdC56U38qShd8Ci9J54DdTVQP9iUAkx19v2RXr+1otp2hhyVff/ZHajFRUtjzDYRGY9zebRjgcdF5KoWXvasMaYcKBeRf+OUy7vA/SLSGXjGGLNERCYBrxtjVrrz+ippGnPdaaQ6/W8BJ7Fri2NPnGL7AlhljHmrpfcKEA8X1/hD0Z17LadD7Y5SNjzpHuhv6ugx5hiKRozny7suxtRWs272tYCzwr/ft39KTdkmNv3rNvY6cxYAG569icovPqK2fCuJv51H72+dQ69DnIOYd3y6iC6DR+0c8XUduj8l9/2EzgP8dNkr+zYQlmwu73LIsL62Y+SitO9h6yUpbd5yj3WaD8wXkY9w9uJNPjar4XCi4ZYpY4x53R0hFQOPiMjNQGkTz623u5XujaaPc7xW2Bhzd/IDIuJvYVpNWU8ai6xzn0EMufD2RvcP/dE9TT6/U69+O0sMYMDkpvZRdHTf70i677fr7CZ9j7uQvjR9yplsUFJavoftDDmqxHYAm1pctBSR0SIyKumuccAqIM6ug0/PaPCyySLSTUT6AZNwjmofDqx3j++6DzgUWAQcIyL7uPNK9cpFjaYPzAMucI8NQ0SGisjAFKfX0IY2vk61YO2WitaewE+lJm47gE2pjMh6An8VkT44o7DPgUtwrqV3n4hcDbzd4DXvAFFgGHCDu3HgPJxjs6pxVqh/3xizQUQuAZ4SkQKckdCJKWRqNH2gREQOABa5K823AefinAaktbTIMmRbRc0Ad3VFqgc5q9SkfIB1LtI9+5vgD0XvBH5kO0eumjX14M+6dCoY1fIzVSvsGQz4NtsOYYvu2d+0j20HyGXbK2vy9hcuQ7bmc4mBFllzltoOkMs2bavM6y1sGZDXi5WgRdacj2wHyGVrSsvz+mKyGaBFZjtANoqHizfibHhQGVCyuTzlc2eplKy0HcA2LbLm6eJlhqwprehnO0OOSftpp7xGi6x5y2wHyFUbt1UObeHAfdU6KR21ksu0yJqnI7IMqa0zXer0dD7pUgp8YjuEbVpkzdMiy6CK6lpdB5ke7wQDvrzfGVSLrHlLyPMzCmRS6Y6qjJwuKQ/l/WIlaJE1Kx4u3gEssJ0jV63fWtmWQ8dUY1pkaJG1ZJ7tALmqZHN5h10bIYcZtMgALbKWaJFlSMnmHWm/Hloe+m++H5pUT4tsN+Lh4o/I8/M8Zcq6rRV63v72e67lp+QHLbKWvWg7QC7aXlm7pzFmq+0cHveU7QDZQousZbp4mSHVtWaN7QweVoKuH9tJi6xlLwG6F3oGlFVU6/qdtntG9x/bRYusBfFw8SacM9KqNNu0rVL302u7p20HyCZaZKl5xHaAXLSmtEJP59M2X+FcDEi5tMhS83dgh+0QuaZkc7met79t/hkM+Gpsh8gmWmQpiIeLtwBzbOfINWtKy/vbzuBRj9sOkG20yFJ3r+0AuWbTtsrB7jVTVeqWo1vSG9EiS1E8XLwAPV1KWtUZOtcZdBeM1vlbMODTregNaJG1zn22A+Sa8qpavYZo6rYD99sOkY20yFrnIaDadohcoqfzaZVHggHfFtshspEWWSvEw8UbgGdt58gl67ZU6Dqy1N1uO0C20iJrvT/ZDpBLSkrLu9rO4BGvBgM+vY5EM7TIWikeLn4L57AllQYlm8v72M7gEbfZDpDNtMjaZpbtALlCT+eTkiXAXNshspkWWRvEw8VvAq/YzpELyqtq+xhjdAX27l2pB4jvnhZZ211rO0CuqKqp033JmvdyMODTc+K1QIusjdx1ZXoGgjQoq6gptZ0hSxngStshvECLrH2uBnT3gXbaWFZZYTtDlpodDPjetx3CC7TI2iEeLv4E3dO63dZsKS+0nSELVQHX2A7hFVpk7Xc1oIfZtIOezqdJdwYDvpW2Q3iFFlk7xcPFG4HLbOfwMj2dTyNr0F18WkWLLA3i4eLZ6KFLbfbV9qohxhg9UeAuP9TrVbaOFln6/BjQrW9tYAyFdUavH+p6OBjw/dN2CK/RIkuTeLh4DfAr2zm8akdVja5ndC7xNsN2CC/SIkujeLj4fvQ4zDbZvL1Kr4kAFwcDPh3Vt4EWWfpdgnMCPNUK67ZU5PtZTx8IBnzP2w7hVVpkaRYPF8fRxYNWy/PT+SSAX9gO4WVaZBkQDxffB9xpO4eX5PHpfKqB7+qZX9tHiyxzZgALbIfwivVbK4bYzmDJjGDAt9B2CK/TIsuQeLi4GpgGfGE7ixdUVNftYYzJt32nHggGfDpyTwMtsgyKh4vXA6cD5bazeEFlfp3OZxHOvocqDbTIMiweLn4fuNB2Di8oK6/Ol/VEq4ApwYCv0naQXKFF1gHi4eIIcLPtHNluY1llle0MHaAMOCUY8K23HSSXaJF1nKuAf9gOkc1KSstz/eexAjgjGPAttR0k1+T6D07WiIeL64BzgCdsZ8lWJZvLe9nOkEGVwOnBgE+P/MgALbIOFA8X1wBnA3NsZ8lGa7dUDLCdIUOqgKnBgO8F20FylRZZB3PLLAg8aTtLttm8vWqwMabado40q8JZnNTDjzJIi8wCt8zOAp6ynSWbGCiorTNf2s6RRtXA9GDA95ztILlOi8ySpDLTKzEl2VFVu8l2hjSpBs4MBnx6Yd0OoEVmkbv3/3fRrZk7bd5elQtnDtkKTA4GfM/YDpIvtMgsc8vsLCBsO0s2WLulwutX1F4BHBkM+P5lO0g+0SLLAvFwsYmHi68GzsdZOZy3Sjbv6GY7QzssAI4IBnwf2w6Sb7TIskg8XPwQcAKQt3t9rymt6Gs7Qxs9AJwQDPg22g6Sj7TIskw8XLwAOBR423YWG9Z573Q+dcAVwYDvgmDAl9ejaZu0yLJQPFz8JXA08H+2s3S0qpq6nnXGeGVUsx44NRjw6XG0lmmRZal4uLgqHi7+Ic5hTbmyS0JKqmrq1tnOkIKngYN0R9fsoEWW5eLh4seAA8mjIwG2lldn85WEtgDnBQO+qcGATy9hlyW0yDwgHi5eFw8XTwPOJA82BGzYWpmtVx1/BTg4GPA9bDuI+jotMg+Jh4ufwBmdRWxnyaSS0vJC2xkaKMe5BsOJwYBvte0wqjExxuv7H+Ynfyh6GnAXMNh2lnTbf/AeH5w3cZ9DbOcADDAbCAUDvlW2w6jm6YjMo+Lh4rnAAcANwDbLcdJq7ZbygbYzAG8CE4IB39laYtlPR2Q5wB+KDgBCOBez8PKe8fXM76aPrRIRGxftXQ5cGQz48mbjSi7QEVkOiIeLN8TDxb8ERuHse5atK87VKZ8AAAJNSURBVMtTJbV1pqSD57kZ+BUwRkvMe3REloP8oei+wCycg9E9+cfqqlMOeLd39y6HdcCsVgB/wbnGZFkHzE9lgBZZDvOHogcAPwK+B3jqGMZLjh35+j4Deh6dwVm8DtwCzA0GfHUZnI/qAFpkecAfinbDuer5JcBEy3FSMvnQoa9N2Lf/MWmebDXwOHBLMOB7P83TVhZpkeUZfyi6P06hfR/oZzlOs76xz57vnHHY3oenaXLv4Fy96rFgwNfR695UB9Aiy1P+ULQrcDowHTgJ6Gk30dcN7Vv0+U9P3G/fdkyivrye0N0ncp8WmaovteOAU4H/AYbbTQSdC2XH9WeM7d6Kl9QAi3GOSdXyyjNaZKoRfyg6EucEj8cDkwAr15v87fSxGwpEmpv3VuAt4A2cnVffDgZ8uXC+f9UGWmSqRf5QdBBwcIPbGKAok/O9bspBHxV1KTwY2A58BnwMLMQprg91a6Oqp0Wm2sQfihYA++KU2kicDQd7Jv2b/HXy0QYGqAQqkm71328Avqi/nX3k8M8P3rvPSuDLYMCnP6iqWVpkKuP8oWgR0AWoiIeLK23nUblHi0wp5XmePHxFKaWSaZEppTxPi0wp5XlaZEopz9MiU0p5nhaZUsrztMiUUp6nRaaU8jwtMqWU52mRKaU8T4tMKeV5WmRKKc/TIlNKeZ4WmVLK87TIlFKep0WmlPI8LTKllOdpkSmlPE+LTCnleVpkSinP0yJTSnmeFplSyvO0yJRSnqdFppTyPC0ypZTnaZEppTxPi0wp5Xn/DxTvkZaJ0vwRAAAAAElFTkSuQmCC
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<blockquote><p>It seems that there isn't much difference in user type. However, our bike riders are 52% subscribers. On the other hand, 48% are customers.</p>
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<h3 id="Time-line-of-start_date,-End_date">Time line of start_date, End_date<a class="anchor-link" href="#Time-line-of-start_date,-End_date">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">7</span><span class="p">),</span> <span class="n">tight_layout</span><span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">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">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">df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_date&#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">15</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="s1">&#39;2019-12-1&#39;</span><span class="p">),</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="s1">&#39;2020-1-1&#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;Start date count&#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">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">df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;end_date&#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">15</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="s1">&#39;2019-12-1&#39;</span><span class="p">),</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="s1">&#39;2020-1-1&#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;End date count&#39;</span><span class="p">);</span>
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<blockquote><p>From the 2 histograms above, we can see that the two plots are almost identical. Which may indicate that bike riders rent and return the bikes within the same day.</p>
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<h3 id="Trip-duration">Trip duration<a class="anchor-link" href="#Trip-duration">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">3</span><span class="p">))</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="mi">0</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">df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;duration_min&#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">xlim</span><span class="p">((</span><span class="mi">0</span><span class="p">,</span><span class="mi">40</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;Trip duration of bike riders&#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>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Time (minutes)&#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="mi">0</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span><span class="mi">15</span><span class="p">,</span><span class="mi">20</span><span class="p">,</span><span class="mi">25</span><span class="p">,</span><span class="mi">30</span><span class="p">,</span><span class="mi">35</span><span class="p">,</span><span class="mi">40</span><span class="p">,</span><span class="mi">45</span><span class="p">],[</span><span class="mi">0</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span><span class="mi">15</span><span class="p">,</span><span class="mi">20</span><span class="p">,</span><span class="mi">25</span><span class="p">,</span><span class="mi">30</span><span class="p">,</span><span class="mi">35</span><span class="p">,</span><span class="mi">40</span><span class="p">,</span><span class="mi">45</span><span class="p">]);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The maximum duration of bike riding (mins): &quot;</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">duration_min</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The minimum duration of bike riding (mins): &quot;</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">duration_min</span><span class="o">.</span><span class="n">min</span><span class="p">())</span>
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<pre>The maximum duration of bike riding (mins):  15202
The minimum duration of bike riding (mins):  1
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<p>As seen from the plot above. The most riders trip duration is about 5 minutes. Then, the plot skews to the right as the trip duration increases. However, there is a maximum rider who rode 15202 mins (253 hours). Probably, it is because he/she rented the bike for a couple of days as his/her transportation method. This, interpretation is possible for all riders rode more than the usual trip duration.</p>

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<h3 id="Day-distribution-of-bike-riders">Day distribution of bike riders<a class="anchor-link" href="#Day-distribution-of-bike-riders">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">total</span><span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">max_day</span><span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">day</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
<span class="n">max_prop</span><span class="o">=</span> <span class="n">max_day</span><span class="o">/</span><span class="n">total</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="n">max_prop</span><span class="p">,</span> <span class="mf">0.01</span><span class="p">)</span>
<span class="n">ticks_string</span><span class="o">=</span> <span class="p">[</span><span class="s1">&#39;</span><span class="si">{:0.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">ticks</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">df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;day&#39;</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span> <span class="n">days</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&#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;Propotion&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">ticks</span> <span class="o">*</span> <span class="n">total</span><span class="p">,</span> <span class="n">ticks_string</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;Proportion of bike riders in days of the week&#39;</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">duration_min</span><span class="o">&gt;=</span><span class="mi">60</span><span class="p">][</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="mi">100</span><span class="o">*</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">duration_min</span><span class="o">&gt;=</span><span class="mi">60</span><span class="p">][</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">/</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">())</span>
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<pre>1.1192389175360755</pre>
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<p>From the the above plot, we can see about 20% of of bike riders rent bikes on Monday and Tuesday. While the least proportion is on Sunday and Saturday where 8% of the total number rent bikes. In general, the majority of bike riders rent bike on weekdays not weekends as I expected. One reason for this, is maybe some ride a bike to go to work, or nearest public transport station.</p>

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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><blockquote><p>From the duration in minutes plot, <strong>most of the bike rideres trip is 5 minutes</strong>. This doesn't mean that we won't find riders rent a bike for more than 60 minutes. In fact, 1.1% of the riders rented a bike for more than 1 hour (60 mins). Thus, we have to <strong>expect the absence a minor number of bikes</strong>. Since some people rent it for hours and maybe days.</p>
<p>The time line of start and end date <strong>doesn't indicate a pattern in the data</strong>, but from the histogram we can see that the two plots are identical. As stated, this <strong>means that riders rent and return the bike within the same day</strong>.</p>
<p>While on the user type, I <strong>expected more subscribers than normal customers, but there is not much difference between them</strong>.</p>
<p>Finally, expect to have the majority of bike renters on weekdays not weekends.</p>
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<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><blockquote><p>The only unusual thing is that there is a bike rider who rented a bike for about 10 days. The data remained the same, I have seperated the date and time in start_time end_time columns. In addition, I have created 2 new columns to indicate weekdays and days of the week. Also, I converted the duration from seconds to minutes. The reason because these modifications is I believe they will make the analysis easier.</p>
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<h2 id="Bivariate-Exploration">Bivariate Exploration<a class="anchor-link" href="#Bivariate-Exploration">&#182;</a></h2>
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<h3 id="Does-user-type-affects-the-trip-duration?">Does user type affects the trip duration?<a class="anchor-link" href="#Does-user-type-affects-the-trip-duration?">&#182;</a></h3><p>In contrast, can we predict from subscribers to ride a bike for a longer time? or there isn't a relation between the user type and trip duration. Since the proportion of subscribers and customers is almost the same, we can inspect it.</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">df</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_min&#39;</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Subscriber&#39;</span><span class="p">,</span><span class="s1">&#39;Customer&#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;Duration (mins)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">35</span><span class="p">)</span> <span class="c1">#To zoom in, there are values over 1000 minutes</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Relationship between user type and duration&#39;</span><span class="p">);</span>
</pre></div>

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<p>Even though 52% of the riders are subscribed, yet customers do spend a little more time on their trip than subscribers. Maybe subscibers take less time because they got used to ride the bike? or the distance to destination is short which made them subscribe? This need further investigation and more infromation that we don't have currently.</p>

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<h3 id="Relation-between-day-of-the-week-and-user-type">Relation between day of the week and user type<a class="anchor-link" href="#Relation-between-day-of-the-week-and-user-type">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[27]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span> <span class="p">(</span><span class="mi">7</span><span class="p">,</span><span class="mi">5</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">df</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">x</span><span class="o">=</span> <span class="s1">&#39;day&#39;</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span> <span class="s1">&#39;Blues&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mf">1.05</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">loc</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[27]:</div>


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<pre>&lt;matplotlib.legend.Legend at 0x1e903af3a88&gt;</pre>
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<p>It seems like we have more subscribers each day than customers.</p>

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<h3 id="Trip-duration-and-weekdays">Trip duration and weekdays<a class="anchor-link" href="#Trip-duration-and-weekdays">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[28]:</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">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;day&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;duration_min&#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">order</span><span class="o">=</span> <span class="n">days</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">35</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;Duration (mins)&#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;Trip duration on week days&#39;</span><span class="p">);</span>
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<p>The median of duration is almost the same during all days of the week. However, people who ride at weekends (Saturday and Sunday) tend to spend a a little more time riding a bike than people who rent on weekdays.</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><blockquote><p>Custromers' trip is more likely to take more time than subscribers. Maybe because they are beginners or hasn't gotten used to ride a bike.</p>
<p>Bike riders who rent on weekends tend to spend a couple more minutes in their trip than riders who rent on weekdays.</p>
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<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><blockquote><p>There isn't a strong relationship between the features.</p>
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<h2 id="Multivariate-Exploration">Multivariate Exploration<a class="anchor-link" href="#Multivariate-Exploration">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">g</span><span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">data</span><span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">col</span><span class="o">=</span> <span class="s1">&#39;user_type&#39;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">,</span> <span class="s1">&#39;day&#39;</span><span class="p">,</span> <span class="s1">&#39;duration_min&#39;</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span> <span class="n">days</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">35</span><span class="p">)</span>
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<pre>C:\Users\mohan\anaconda3\lib\site-packages\seaborn\axisgrid.py:243: UserWarning: The `size` parameter has been renamed to `height`; please update your code.
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<pre>&lt;seaborn.axisgrid.FacetGrid at 0x1e9000d73c8&gt;</pre>
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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><blockquote><p>Customers on weekends tend to spend more time than subscirbers or any other days. Also, the trip duration of subscribers is consistent on weekdays, which may indicate that they are willing to use a bike every day to go to the same destination.</p>
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<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><blockquote><p>We may say that people subscribe when they are planning to use the bike daily.</p>
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<h2 id="References">References<a class="anchor-link" href="#References">&#182;</a></h2><ul>
<li><a href="https://matplotlib.org/3.1.1/gallery/pie_and_polar_charts/pie_features.html">Pie chart documentation</a></li>
<li><a href="https://www.geeksforgeeks.org/python-pandas-dataframe-round/#:~:text=Pandas%20is%20one%20of%20those,different%20columns%20by%20different%20places.">Rounding float in a series</a></li>
<li><a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.dayofweek.html#pandas.Series.dt.dayofweek">.dt.dayofweek number encodings</a></li>
<li><a href="https://www.caltrain.com/schedules.html">Weekends and weekdays in San Francisco</a></li>
<li><a href="https://stackoverflow.com/questions/32278728/convert-dataframe-date-row-to-a-weekend-not-weekend-value/32280195">Extracting weekday from a pd.Series</a></li>
<li><a href="https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.figure.html">plt.figure documentation</a></li>
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