Data_exploration.html

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<title>Data_exploration</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">
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<h1 id="Ford-GoBike-System-Data-Exploration">Ford GoBike System Data Exploration<a class="anchor-link" href="#Ford-GoBike-System-Data-Exploration">&#182;</a></h1><h2 id="by-Victoria-Perez-Mola">by Victoria Perez Mola<a class="anchor-link" href="#by-Victoria-Perez-Mola">&#182;</a></h2><h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p>The dataset chosen to perform an analysis is the <a href="https://www.lyft.com/bikes/bay-wheels/system-data">Bay wheels (ex Ford GoBike) System Data</a>. 
This data set includes information about individual rides made in a bike-sharing system covering the greater San Francisco Bay area.</p>
<h2 id="The-Data">The Data<a class="anchor-link" href="#The-Data">&#182;</a></h2><p>Each trip is anonymized and includes:</p>
<ul>
<li>Trip Duration (seconds)</li>
<li>Start Time and Date</li>
<li>End Time and Date</li>
<li>Start Station ID</li>
<li>Start Station Name</li>
<li>Start Station Latitude</li>
<li>Start Station Longitude</li>
<li>End Station ID</li>
<li>End Station Name</li>
<li>End Station Latitude</li>
<li>End Station Longitude</li>
<li>Bike ID</li>
<li>User Type (Subscriber or Customer – “Subscriber” = Member or “Customer” = Casual)</li>
</ul>
<h2 id="Preliminary-Wrangling">Preliminary Wrangling<a class="anchor-link" href="#Preliminary-Wrangling">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import packages</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">from</span> <span class="nn">os</span> <span class="kn">import</span> <span class="n">listdir</span>
<span class="kn">import</span> <span class="nn">datetime</span>

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

<span class="c1">#set color palette for visualizations</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>
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<p>Read all files from the Data folder and join them into one single dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">files_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">data_dir</span> <span class="o">=</span> <span class="s1">&#39;Data&#39;</span>

<span class="c1"># Define the columns I need from the files</span>
<span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;duration_sec&#39;</span><span class="p">,</span><span class="s1">&#39;start_time&#39;</span><span class="p">,</span><span class="s1">&#39;end_time&#39;</span><span class="p">,</span><span class="s1">&#39;start_station_id&#39;</span><span class="p">,</span><span class="s1">&#39;start_station_name&#39;</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_id&#39;</span><span class="p">,</span><span class="s1">&#39;end_station_name&#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;bike_id&#39;</span><span class="p">,</span><span class="s1">&#39;user_type&#39;</span><span class="p">]</span>

<span class="c1"># read and append each file in the folder</span>
<span class="k">for</span> <span class="n">file</span> <span class="ow">in</span> <span class="n">listdir</span><span class="p">(</span><span class="n">data_dir</span><span class="p">):</span>
    <span class="n">files_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">data_dir</span><span class="o">+</span><span class="s1">&#39;/&#39;</span><span class="o">+</span><span class="n">file</span><span class="p">,</span>  <span class="n">usecols</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">column</span> <span class="p">:</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">))</span>
    
<span class="c1"># assign the files data to a data frame    </span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">files_list</span><span class="p">)</span>
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<span class="n">df</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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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>
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    <tr>
      <th>62932</th>
      <td>1208</td>
      <td>2019-11-18 14:32:50.0130</td>
      <td>2019-11-18 14:52:58.6930</td>
      <td>100.0</td>
      <td>Bryant St at 15th St</td>
      <td>37.767100</td>
      <td>-122.410662</td>
      <td>134.0</td>
      <td>Valencia St at 24th St</td>
      <td>37.752428</td>
      <td>-122.420628</td>
      <td>12471</td>
      <td>Subscriber</td>
    </tr>
    <tr>
      <th>218794</th>
      <td>1293</td>
      <td>2019-03-06 17:41:54.9910</td>
      <td>2019-03-06 18:03:28.1610</td>
      <td>66.0</td>
      <td>3rd St at Townsend St</td>
      <td>37.778742</td>
      <td>-122.392741</td>
      <td>105.0</td>
      <td>16th St at Prosper St</td>
      <td>37.764285</td>
      <td>-122.431804</td>
      <td>4432</td>
      <td>Subscriber</td>
    </tr>
    <tr>
      <th>189198</th>
      <td>406</td>
      <td>2019-10-07 16:36:30.6840</td>
      <td>2019-10-07 16:43:17.5270</td>
      <td>119.0</td>
      <td>18th St at Noe St</td>
      <td>37.761047</td>
      <td>-122.432642</td>
      <td>133.0</td>
      <td>Valencia St at 22nd St</td>
      <td>37.755213</td>
      <td>-122.420975</td>
      <td>11493</td>
      <td>Subscriber</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check min and max date</span>
<span class="p">(</span><span class="nb">str</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">min</span><span class="p">())</span><span class="o">+</span><span class="s1">&#39; - &#39;</span><span class="o">+</span><span class="nb">str</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">max</span><span class="p">()))</span>
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<pre>&#39;2019-03-01 00:00:20.6750 - 2020-03-01 23:56:31&#39;</pre>
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<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(2859697, 13)</pre>
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<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 2859697 entries, 0 to 432353
Data columns (total 13 columns):
 #   Column                   Dtype  
---  ------                   -----  
 0   duration_sec             int64  
 1   start_time               object 
 2   end_time                 object 
 3   start_station_id         float64
 4   start_station_name       object 
 5   start_station_latitude   float64
 6   start_station_longitude  float64
 7   end_station_id           float64
 8   end_station_name         object 
 9   end_station_latitude     float64
 10  end_station_longitude    float64
 11  bike_id                  int64  
 12  user_type                object 
dtypes: float64(6), int64(2), object(5)
memory usage: 305.4+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check unique values</span>
<span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
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<pre>duration_sec                 15426
start_time                 2810872
end_time                   2810564
start_station_id               446
start_station_name             460
start_station_latitude      296493
start_station_longitude     312608
end_station_id                 446
end_station_name               460
end_station_latitude        299332
end_station_longitude       316227
bike_id                      13218
user_type                        2
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#check missing data</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_sec                    0
start_time                      0
end_time                        0
start_station_id           500488
start_station_name         499307
start_station_latitude          0
start_station_longitude         0
end_station_id             502537
end_station_name           501408
end_station_latitude            0
end_station_longitude           0
bike_id                         0
user_type                       0
dtype: int64</pre>
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<li>More stations are missing the start_station_id than the end_station_id</li>
<li>More stations are missing the start_station_id than the start_station_name         </li>
<li>More stations are missing the end_station_id than the end_station_name</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check duplicated</span>
<span class="n">df</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>0</pre>
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<h3 id="Data-issues">Data issues<a class="anchor-link" href="#Data-issues">&#182;</a></h3><p>After performing some data exploration, I've found the following quality issues:</p>
<ul>
<li>fields start_time and end_time should be datetime</li>
<li>start_station_id and end_station_id are float, should be categorical variables</li>
<li>user_type should be category: Suscriber, Customer</li>
<li>Start_station_id and end_station_id and names are missing for a great part of the records, but their latitudes aren't</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># correct datatypes</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>
<span class="n">df</span><span class="o">.</span><span class="n">user_type</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">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>

<span class="c1"># covert to str and remove the decimals from float </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="o">.</span><span class="n">str</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</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="o">.</span><span class="n">str</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span>

<span class="c1"># convert to category </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="s1">&#39;category&#39;</span><span class="p">)</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="s1">&#39;category&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check the descriptive statistics of the dataset </span>
<span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.float_format&#39;</span><span class="p">,</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="s1">&#39;</span><span class="si">%.2f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="n">x</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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    <tr style="text-align: right;">
      <th></th>
      <th>duration_sec</th>
      <th>start_station_latitude</th>
      <th>start_station_longitude</th>
      <th>end_station_latitude</th>
      <th>end_station_longitude</th>
      <th>bike_id</th>
    </tr>
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      <th>count</th>
      <td>2859697.00</td>
      <td>2859697.00</td>
      <td>2859697.00</td>
      <td>2859697.00</td>
      <td>2859697.00</td>
      <td>2859697.00</td>
    </tr>
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      <th>mean</th>
      <td>813.08</td>
      <td>37.76</td>
      <td>-122.35</td>
      <td>37.76</td>
      <td>-122.35</td>
      <td>112635.44</td>
    </tr>
    <tr>
      <th>std</th>
      <td>1934.53</td>
      <td>0.17</td>
      <td>0.46</td>
      <td>0.26</td>
      <td>0.77</td>
      <td>232354.15</td>
    </tr>
    <tr>
      <th>min</th>
      <td>60.00</td>
      <td>0.00</td>
      <td>-122.51</td>
      <td>0.00</td>
      <td>-122.58</td>
      <td>4.00</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>366.00</td>
      <td>37.77</td>
      <td>-122.42</td>
      <td>37.77</td>
      <td>-122.41</td>
      <td>2306.00</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>583.00</td>
      <td>37.78</td>
      <td>-122.40</td>
      <td>37.78</td>
      <td>-122.40</td>
      <td>6414.00</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>907.00</td>
      <td>37.79</td>
      <td>-122.39</td>
      <td>37.80</td>
      <td>-122.39</td>
      <td>12544.00</td>
    </tr>
    <tr>
      <th>max</th>
      <td>912110.00</td>
      <td>45.51</td>
      <td>0.00</td>
      <td>45.51</td>
      <td>0.00</td>
      <td>999960.00</td>
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<p>The duration in seconds, could be set to minutes. 
The max value sems to be wrong 912110 seconds would mean a bike rental of 10 days and it doesn't make sense with the rest of the descriptive statistics of the set.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check the modified dataset</span>
<span class="n">df</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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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>
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      <th>97378</th>
      <td>253</td>
      <td>2019-04-15 19:44:54.978</td>
      <td>2019-04-15 19:49:08.397</td>
      <td>343</td>
      <td>Bryant St at 2nd St</td>
      <td>37.78</td>
      <td>-122.39</td>
      <td>21</td>
      <td>Montgomery St BART Station (Market St at 2nd St)</td>
      <td>37.79</td>
      <td>-122.40</td>
      <td>114</td>
      <td>Subscriber</td>
    </tr>
    <tr>
      <th>106848</th>
      <td>310</td>
      <td>2019-11-12 09:41:34.743</td>
      <td>2019-11-12 09:46:45.349</td>
      <td>176</td>
      <td>MacArthur BART Station</td>
      <td>37.83</td>
      <td>-122.27</td>
      <td>212</td>
      <td>Mosswood Park</td>
      <td>37.82</td>
      <td>-122.26</td>
      <td>12222</td>
      <td>Subscriber</td>
    </tr>
    <tr>
      <th>164568</th>
      <td>271</td>
      <td>2019-11-04 08:56:19.702</td>
      <td>2019-11-04 09:00:51.364</td>
      <td>193</td>
      <td>Grand Ave at Santa Clara Ave</td>
      <td>37.81</td>
      <td>-122.25</td>
      <td>196</td>
      <td>Grand Ave at Perkins St</td>
      <td>37.81</td>
      <td>-122.26</td>
      <td>2779</td>
      <td>Subscriber</td>
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<h3 id="What-is-the-structure-of-your-dataset?">What is the structure of your dataset?<a class="anchor-link" href="#What-is-the-structure-of-your-dataset?">&#182;</a></h3><p>The dataset contains almost 3M ride records, 13218 different bikes and 446 defined stations. 
Is conformed by one single table where each row represents a single trip and its features of different natures.</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>
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<p>I'm interested in finding trends in the data related to when the rides take place. 
Some of the questions I'm looking to answer:</p>
<ul>
<li>Is there any peak on the rides any particular time of the day?</li>
<li>Does this has any relation with the user type?</li>
<li>Does this varies weekdays vs weekends? </li>
<li>Does the season of the year affects the frequency of the rides? </li>
</ul>

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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>
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<p>The main features of interest are the station ids, the user type and the start and end time of the rides. 
To answer the questions I've postulated the start time and end time are with no doubt the most important ones, and the features that more analysis and transformation will need. With this information I could extract the lenght, time of the day, the day of the week, and the season the trips are taking place.</p>
<p>I will also need the user type and the stations ids to add information on the previous variables and to find correlations between the data.</p>

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<h2 id="Univariate-Exploration">Univariate Exploration<a class="anchor-link" href="#Univariate-Exploration">&#182;</a></h2><p>I will explore the distribution of the rides accorss different time measures: hour of the day, day of the week and month of the year. 
I want to have a first look to find the trends.</p>

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<h4 id="Number-of-Rides-Across-Different-Hours-of-the-Day,-days-of-the-week-and-month-of-the-year">Number of Rides Across Different Hours of the Day, days of the week and month of the year<a class="anchor-link" href="#Number-of-Rides-Across-Different-Hours-of-the-Day,-days-of-the-week-and-month-of-the-year">&#182;</a></h4>
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<p>To make it easier to analyze I'll transform the start_time field into three new fields adapted to the needs of my analysis: hour, day and month. 
Since the bike sharing is intended to be for short periods of time, I'll take in consideration only the start time of the ride for this purpose.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># I&#39;ll add an hours, weekday and month column to to facilitate the analysis</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_hour&#39;</span><span class="p">]</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">hour</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_month&#39;</span><span class="p">]</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">month</span>

<span class="c1"># get the day of the week as an integer, where Monday is 0 and Sunday is 6</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_day&#39;</span><span class="p">]</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">weekday</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot the number of rides per hour of the day</span>
<span class="n">sb</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">rc</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">:(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">)})</span>

<span class="n">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;start_hour&#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="s2">&quot;Time of the Day (Hours)&quot;</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="s2">&quot;Number of Rides&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Number of Rides by times of the Day&quot;</span><span class="p">);</span>
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<p>It's clear that there are two peaks in the time of the day there are more rides: around 8 and around 17.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot the number of rides per weekday</span>

<span class="c1"># replace the 0-7 numbers for the name of the weekday</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Monday&#39;</span><span class="p">,</span> <span class="s1">&#39;Tuesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Wednesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Thursday&#39;</span><span class="p">,</span> <span class="s1">&#39;Friday&#39;</span><span class="p">,</span> <span class="s1">&#39;Saturday&#39;</span><span class="p">,</span> <span class="s1">&#39;Sunday&#39;</span><span class="p">]</span>

<span class="n">sb</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">rc</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">:(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">)})</span>

<span class="n">ax</span> <span class="o">=</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;start_day&#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">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xticks</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">7</span><span class="p">),</span> <span class="n">xticklabels</span><span class="o">=</span><span class="n">labels</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="s2">&quot;Time of the week (days)&quot;</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="s2">&quot;Number of Rides&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Number of Rides by times of the Day&quot;</span><span class="p">);</span>
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<p>Although there's a lower frequency on Mondays than the other days, it's clear that the demand is much higher from monday to Friday than during the weekends. 
It would be interesting to see if this has any impact on the peka hours seen in the graph above.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#create two dataframes to separete weekdays from weekends</span>
<span class="n">weekday</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</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="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span>
<span class="n">weekend</span> <span class="o">=</span> <span class="p">[</span><span class="mi">6</span><span class="p">,</span><span class="mi">7</span><span class="p">]</span>

<span class="n">df_weekday</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_day&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">weekday</span><span class="p">)]</span>
<span class="n">df_weekend</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_day&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">weekend</span><span class="p">)]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot the number of rides during different hours in the week days </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_weekday</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;start_hour&#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="s2">&quot;Hours&quot;</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="s2">&quot;Number of Rides&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Number of Rides Across Different Hours During Weekends&quot;</span><span class="p">);</span>
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<p>The peak hours are around 8 and 17, as seen in the whole data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot the number of rides during different hours in the weekend </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_weekend</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;start_hour&#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="s2">&quot;Hours&quot;</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="s2">&quot;Number of Rides&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Number of Rides Across Different Hours During Weekends&quot;</span><span class="p">);</span>
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<p>The peak hours change during the weekends, and instead of having two well defined peaks along the day it has a more established distribution along the day, and one peak only around 13 and 14 hours.</p>

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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot the number of rides per month</span>

<span class="c1"># replace the 0-12 numbers for the name of the months</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Jan&#39;</span><span class="p">,</span> <span class="s1">&#39;Feb&#39;</span><span class="p">,</span><span class="s1">&#39;Mar&#39;</span><span class="p">,</span><span class="s1">&#39;Apr&#39;</span><span class="p">,</span> <span class="s1">&#39;May&#39;</span><span class="p">,</span> <span class="s1">&#39;Jun&#39;</span><span class="p">,</span> <span class="s1">&#39;Jul&#39;</span><span class="p">,</span><span class="s1">&#39;Aug&#39;</span><span class="p">,</span><span class="s1">&#39;Sep&#39;</span><span class="p">,</span><span class="s1">&#39;Oct&#39;</span><span class="p">,</span><span class="s1">&#39;Nov&#39;</span><span class="p">,</span><span class="s1">&#39;Dec&#39;</span><span class="p">]</span>

<span class="n">sb</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">rc</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">:(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">)})</span>

<span class="n">ax</span> <span class="o">=</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;start_month&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">);</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xticks</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">12</span><span class="p">),</span> <span class="n">xticklabels</span><span class="o">=</span><span class="n">labels</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="s2">&quot;Time of the year (month)&quot;</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="s2">&quot;Number of Rides&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Number of Rides per month&quot;</span><span class="p">);</span>
</pre></div>

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<p>It looks like there has been a peak during the months of January and February, the rest of the months we can see that the amount of rides goes up and down, but to a lesser extent. 
It's important to have in mind that the dataset goes from March 2019 to february 2019, so the increase in January and February could also be a general growth of the service and not exactly because of the month.</p>

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<h4 id="Types-of-users">Types of users<a class="anchor-link" href="#Types-of-users">&#182;</a></h4><p>I want to see what share of trips are done by subscribers</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot the number of rides by user type</span>

<span class="n">sb</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">rc</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">:(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">)})</span>

<span class="n">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;user_type&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">);</span>


<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Type of user&quot;</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="s2">&quot;Number of Rides&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Number of Rides per user type&quot;</span><span class="p">);</span>
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QHQq1cvDhw4wMGDB6mtrWX9+vU4nU46duyIn5+f+xsQ6enpOJ1OfHx8cDgcZGRkAJCWlobT6QQgODiYtLQ0ADIyMnA4HPj4+BAcHEx6ejoA27dvx8/Pjw4dOuB0Onn33Xepra3l4MGD5Ofn85Of/KSxhi8iItJsWQzDaJQ/pWfNmsXatWvdMwAAo0eP5oYbbmDOnDlUV1cTHBzMtGnTsFgs7N27l7i4OCoqKujRowdz5szB19eXI0eOEBMTw7Fjx2jfvj0LFizg2muv5ZtvviEmJoZDhw4REBBAcnIynTp1orq6mhkzZpCXl4evry+zZs2iR48eGIZBUlISmzdvBmDatGncf//9psakmQeR5sNmC6BP9PLLXYbID5Y7f7zHZx4aLTw0RwoPIs2HwoM0F5cjPOgOkyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIiplgbewcVFRWMHj2aV155hf3797NgwQL3a4WFhfTq1YtXX32VxYsXs3btWq655hoAHn74YaKiotizZw/Tp0+nsrISh8NBQkICVquVgoICoqOjOXbsGF27diU5OZnWrVtTVlbG888/z6FDhwgMDGTRokXYbDZOnTrF9OnTycvLo0WLFiQnJ9OtW7fGHr6IiEiz06gzDzt37mTMmDHk5+cDEBwcTHp6Ounp6bz++uv4+/szbdo0APLy8liwYIH79aioKACio6OZMWMGGzZswDAMUlNTAUhISGDs2LFkZWXRs2dPUlJSAFi0aBEOh4PMzExGjRpFYmIiACtWrKBly5ZkZmYSGxvr3q+IiIiY06jhITU1lfj4eOx2+1mvJSUlMXr0aG644QbgdHh49dVXiYiIYObMmVRXV3PkyBGqqqro3bs3AJGRkWRlZeFyudi2bRshISH12gGys7OJiIgAIDw8nM2bN+NyucjOzmbo0KEA3HXXXZSWllJQUNCYwxcREWmWGjU8JCYm4nA4zmrPz8/nk08+Yfz48QBUVlZy2223ER0dzbp16ygrKyMlJYWioiJsNpt7O5vNRmFhIcePH8ff3x+r1VqvHai3jdVqxd/fn9LS0nP2dfTo0UYbu4iISHPV6Nc8nMvq1asZO3Ysvr6+ALRu3ZrXXnvN/frjjz9ObGwsTqcTi8XibjcMA4vF4v75bd9d/vY2Xl5eZ21zpt2Mtm39Ta0vIiLiCTZbgEf3d1nCw/vvv8/SpUvdywUFBeTk5DBy5Ejg9C92q9VKUFAQxcXF7vVKSkqw2+0EBgZSXl5ObW0t3t7eFBcXu0+N2O12SkpKCAoKoqamhsrKStq0aUO7du0oKiri+uuvr9eXGceOVVBXZ/zQ4YtIE+DpD1uRxlRcXH5J+/PyslzwD2aPf1WztLSUqqoqOnfu7G5r0aIF8+fP59ChQxiGwapVqxg4cCAdO3bEz8+P3NxcANLT03E6nfj4+OBwOMjIyAAgLS0Np9MJnL4oMy0tDYCMjAwcDgc+Pj7uizUBtm/fjp+fHx06dPDk0EVERJoFj888HD58mKCgoHptgYGBzJw5k8mTJ+Nyubjzzjt57LHHAEhOTiYuLo6Kigp69Ojhvk4iPj6emJgYlixZQvv27d1fAZ0yZQoxMTGEhYUREBBAcnIyAOPGjWPGjBmEhYXh6+tLUlKSB0ctIiLSfFgMw9A8/EXSaQuR5sNmC6BP9PLLXYbID5Y7f3zzP20hIiIiVzaFBxERETFF4UFERERMUXgQERERUxQeRERExBSFBxERETFF4UFERERMUXgQERERUxQeRERExBSFBxERETFF4UFERERMUXgQERERUxQeRERExBSFBxERETFF4UFERERMUXgQERERUxQeRERExBSFBxERETFF4UFERERMUXgQERERUxQeRERExBSFBxERETFF4UFERERMUXgQERERUxQeRERExBSFBxERETFF4UFERERMafTwUFFRQXh4OIcPHwZg2rRpDBo0iGHDhjFs2DA2btwIQE5ODhEREQwaNIiFCxe6t9+zZw+RkZGEhIQwffp0ampqACgoKCAqKorBgwczefJkKisrASgrK2PSpEmEhoYSFRVFcXExAKdOnSI6OprQ0FCGDx/O/v37G3voIiIizVKjhoedO3cyZswY8vPz3W15eXmsXLmS9PR00tPTGThwIFVVVcTGxpKSkkJGRgZ5eXls2rQJgOjoaGbMmMGGDRswDIPU1FQAEhISGDt2LFlZWfTs2ZOUlBQAFi1ahMPhIDMzk1GjRpGYmAjAihUraNmyJZmZmcTGxjJt2rTGHLqIiEiz1ajhITU1lfj4eOx2OwAnT56koKCA2NhYIiIiePHFF6mrq2PXrl106dKFzp07Y7VaiYiIICsriyNHjlBVVUXv3r0BiIyMJCsrC5fLxbZt2wgJCanXDpCdnU1ERAQA4eHhbN68GZfLRXZ2NkOHDgXgrrvuorS0lIKCgsYcvoiISLNkbczOz/zVf0ZJSQl9+/YlPj6egIAAnnjiCdasWUOrVq2w2Wzu9ex2O4WFhRQVFdVrt9lsFBYWcvz4cfz9/bFarfXagXrbWK1W/P39KS0tPWdfR48epUOHDo02fhERkeaoUcPDd3Xu3JmXX37ZvTxu3DjS0tIICQnBYrG42w3DwGKxUFdXd872Mz+/7bvL397Gy8vrrG3OtJvRtq2/qfVFREQ8wWYL8Oj+PBoe9u3bR35+vvt0g2EYWK1WgoKC3Bc2AhQXF2O3289qLykpwW63ExgYSHl5ObW1tXh7e7vXh9OzFiUlJQQFBVFTU0NlZSVt2rShXbt2FBUVcf3119fry4xjxyqoqzN+6NsgIk2Apz9sRRpTcXH5Je3Py8tywT+YPfpVTcMwmD17NidOnMDlcrF69WoGDhxIr169OHDgAAcPHqS2tpb169fjdDrp2LEjfn5+5ObmApCeno7T6cTHxweHw0FGRgYAaWlpOJ1OAIKDg0lLSwMgIyMDh8OBj48PwcHBpKenA7B9+3b8/Px0ykJEROR78OjMQ/fu3Zk0aRJjxoyhpqaGQYMGER4eDsDcuXN5+umnqa6uJjg4mMGDBwOQnJxMXFwcFRUV9OjRg/HjxwMQHx9PTEwMS5YsoX379ixYsACAKVOmEBMTQ1hYGAEBASQnJwOnT5HMmDGDsLAwfH19SUpK8uTQRUREmg2LYRiah79IOm0h0nzYbAH0iV5+ucsQ+cFy549v3qctRERE5Mqn8CAiIiKmKDyIiIiIKQoPIiIiYorCg4iIiJii8CAiIiKmNBgeSkpKeP/99wGYP38+jz76KHv37m30wkRERKRpajA8xMTEcOjQIbZs2cIHH3zAsGHDmDVrlidqExERkSaowfDwzTffMGHCBDZv3kx4eDiRkZGcPHnSE7WJiIhIE9RgeHC5XLhcLj744APuvfdeTp48yf/93/95ojYRERFpghoMDw888AD9+vXjuuuuo2fPnowaNcr9PAoRERG5+jT4YKxnnnmGhx9+mKCgIOD0g6q6d+/e6IWJiIhI09TgzENdXR1///vfiYmJoaKigk2bNlFbW+uJ2kRERKQJajA8JCUlsW/fPnbu3AnABx98wJw5cxq9MBEREWmaGgwPW7ZsYe7cufj5+eHv78+f//xnPvroI0/UJiIiIk1Qg+HBarXi5fW/1Xx9fbFaG7xUQkRERJqpBlPALbfcwqpVq6itreXLL79k2bJlumBSRETkKtbgzMP06dPZvXs3x44dY8yYMVRWVhIbG+uJ2kRERKQJanDmwd/fn9mzZ3uiFhEREbkCnDc8TJs27YIb6hsXIiIiV6fznra4+eabufnmmykvL2ffvn3ceuut/PjHPyY/P1/3eRAREbmKnXfm4fHHHwdg48aNrFq1ipYtWwLw8MMPM378eM9UJyIiIk1OgxdMHjt2DF9fX/eyxWLh+PHjjVqUiIiINF0NXjDZr18/Jk6cSHh4OIZhkJ6ezoABAzxRm4iIiDRBDYaH3/72t6xatYqNGzcCEBoayujRoxu9MBEREWmazhseKioq8Pf3p6KigmHDhjFs2DD3a2VlZbRp08YjBYqIiEjTct7wMG7cONatW0ffvn2xWCzudsMwsFgs7NmzxyMFioiISNNy3vCwbt06APbu3euxYkRERKTpu+C3LT766CPy8vLqte3du5cxY8Zc9A4qKioIDw/n8OHDAKxevZrw8HAiIiKYNm0ap06dAmDx4sX079/ffYpk1apVAOzZs4fIyEhCQkKYPn06NTU1ABQUFBAVFcXgwYOZPHkylZWVwOlTKpMmTSI0NJSoqCiKi4sBOHXqFNHR0YSGhjJ8+HD2799/0WMQERGR/zlveJg3bx7Tp09n4sSJbNy4EZfLxaxZsxgxYgQ33HDDRXW+c+dOxowZQ35+PgAHDhxg6dKlvPXWW7zzzjvU1dXxxhtvAJCXl8eCBQtIT08nPT2dqKgoAKKjo5kxYwYbNmzAMAxSU1MBSEhIYOzYsWRlZdGzZ09SUlIAWLRoEQ6Hg8zMTEaNGkViYiIAK1asoGXLlmRmZhIbG9vgHTRFRETk3M4bHjZu3Mg777zDqlWrePPNN5kwYQIff/wxy5cvv+hbU6emphIfH4/dbgdOP847Pj4ef39/LBYLt9xyCwUFBcDp8PDqq68SERHBzJkzqa6u5siRI1RVVdG7d28AIiMjycrKwuVysW3bNkJCQuq1A2RnZxMREQFAeHg4mzdvxuVykZ2dzdChQwG46667KC0tde9bRERELt55w0Pr1q255ppr6NatG7t376Zbt268/fbb9OnT56I7T0xMxOFwuJc7duzIfffdB0BpaSmrVq3igQceoLKykttuu43o6GjWrVtHWVkZKSkpFBUVYbPZ3NvbbDYKCws5fvw4/v7+WK3Weu1AvW2sViv+/v6Ulpaes6+jR49e9FhERETktPNeMOnl9b9c0aZNG2bMmOH+Zf1DFRYWMnHiREaMGME999wDwGuvveZ+/fHHHyc2Nhan03nOb3qc+flt313+9jZeXl5nbXOm3Yy2bf1NrS8iIuIJNluAR/d3UWmgVatWlyw47N+/n4kTJzJu3Dj38zMKCgrIyclh5MiRwOlf7FarlaCgIPcFjwAlJSXY7XYCAwMpLy+ntrYWb29viouL3adG7HY7JSUlBAUFUVNTQ2VlJW3atKFdu3YUFRVx/fXX1+vLjGPHKqirMy7F2yAil5mnP2xFGlNxcfkl7c/Ly3LBP5jPmwiOHj3KrFmzzvr3GXFxcaaLqaio4Be/+AW/+c1veOihh9ztLVq0YP78+dxzzz106tSJVatWMXDgQDp27Iifnx+5ubn06dOH9PR0nE4nPj4+OBwOMjIyiIiIIC0tDafTCUBwcDBpaWn86le/IiMjA4fDgY+PD8HBwaSnp+NwONi+fTt+fn506NDB9BhERESudhbDMM75p/TixYsvuOFTTz110TsZMGAAy5cv57333iM5OZlu3brVe23KlCls2LCBl156CZfLxZ133klCQgK+vr7s3buXuLg4Kioq6NGjB3PmzMHX15cjR44QExPDsWPHaN++PQsWLODaa6/lm2++ISYmhkOHDhEQEEBycjKdOnWiurqaGTNmkJeXh6+vL7NmzaJHjx4XPQbQzINIc2KzBdAnevnlLkPkB8udP97jMw/nDQ9yNoUHkeZD4UGai8sRHsxdMSgiIiJXPYUHERERMeW84eG9994DcN8+WkRERAQuEB7++Mc/AvDzn//cY8WIiIhI03fer2q2bt2akJAQCgsL3bd7/rZ33323UQsTERGRpum84eH1119nz549TJ8+nd/+9reerElERESasPOGB39/f+666y5effVV7HY7u3fvpqamhttvvx1/f92mWURE5GrV4D2ny8vLGTduHD/60Y+ora2lsLCQV155hTvvvNMT9YmIiEgT02B4mDdvHsnJyfTt2xeALVu2MHfuXFJTUxu9OBEREWl6GsHe7gIAACAASURBVLzPQ2VlpTs4APTr14+TJ082alEiIiLSdDUYHiwWC0eOHHEvHz58GG9v70YtSkRERJquBk9bPPnkk/z85z+nX79+WCwWPvzwQ+Lj4z1Rm4iIiDRBDYaHBx98kBtvvJGtW7dSV1fHE088Ue+pmCIiInJ1aTA8ANx4443ceOONjV2LiIiIXAH0YCwRERExReFBRERETGkwPLzwwgueqENERESuEA2Ghz179mAYhidqERERkStAgxdM2u12wsLC6NWrF61bt3a3x8XFNWphIiIi0jQ1GB7uuOMO7rjjDk/UIiIiIleABsPDU089RVVVFQcPHuTmm2+murqali1beqI2ERERaYIavOZh586dPPjggzzxxBMUFRXxs5/9jB07dniiNhEREWmCGgwP8+bNY9myZbRp04agoCCSkpJITEz0RG0iIiLSBDUYHqqqqrjpppvcy8HBwdTW1jZqUSIiItJ0NRgerFYrJ06cwGKxAPDll182elEiIiLSdDV4weTkyZN55JFHKC4u5rnnnuOjjz5i5syZnqhNREREmqAGw0P//v258cYb+eijj6irq+PJJ5/UUzVFRESuYhf1bIuamhrq6uqwWq1YrRf1IE4AKioqCA8P5/DhwwDk5OQQERHBoEGDWLhwoXu9PXv2EBkZSUhICNOnT6empgaAgoICoqKiGDx4MJMnT6ayshKAsrIyJk2aRGhoKFFRURQXFwNw6tQpoqOjCQ0NZfjw4ezfvx8AwzCYN28egwcPZsiQIeTm5l70GERERKS+BsPD2rVrGT9+PJ999hnbt28nKiqKDRs2NNjxzp07GTNmDPn5+cDpCy9jY2NJSUkhIyODvLw8Nm3aBEB0dDQzZsxgw4YNGIZBamoqAAkJCYwdO5asrCx69uxJSkoKAIsWLcLhcJCZmcmoUaPc3/5YsWIFLVu2JDMzk9jYWKZNmwbAhg0b2L9/PxkZGbz88stMmzbNHVBERETEnAbDw7Jly1i3bh3z5s0jOTmZ1NRUFi9e3GDHqampxMfHY7fbAdi1axddunShc+fOWK1WIiIiyMrK4siRI1RVVdG7d28AIiMjycrKwuVysW3bNkJCQuq1A2RnZxMREQFAeHg4mzdvxuVykZ2dzdChQwG46667KC0tpaCggE2bNjFkyBC8vLzo2rUr7du359NPP/0eb5eIiIg0eA7Cx8fHHQAAOnTogI+PT4Mdf/deEEVFRdhsNvey3W6nsLDwrHabzUZhYSHHjx/H39/ffZrkTPt3+7Jarfj7+1NaWnrOvo4ePUpRUVG9MZxpFxEREfPOGx52794NwK233srMmTP5+c9/jre3N2+//TZ33nmn6R3V1dW5v+4Jp69DsFgs520/8/Pbvrv87W28vLzO2uZM+7n24eV1UZd71NO2rb/pbURERBqbzRbg0f2dNzw8/fTT9Zazs7Pd/7ZYLKafqhkUFOS+sBGguLgYu91+VntJSQl2u53AwEDKy8upra3F29vbvT6cnrUoKSkhKCiImpoaKisradOmDe3ataOoqIjrr7++Xl9BQUEUFRWdtQ+zjh2roK5OjycXaQ48/WEr0piKi8svaX9eXpYL/sF83vDwz3/+85IW0qtXLw4cOMDBgwfp1KkT69evZ8SIEXTs2BE/Pz9yc3Pp06cP6enpOJ1OfHx8cDgcZGRkEBERQVpaGk6nEzh9l8u0tDR+9atfkZGRgcPhwMfHh+DgYNLT03E4HGzfvh0/Pz86dOiA0+lk7dq17m9+5Ofn85Of/OSSjk9ERORq0eA1D8XFxaxbt45vvvmmXvsLL7xgakd+fn7MnTuXp59+murqaoKDgxk8eDAAycnJxMXFUVFRQY8ePRg/fjwA8fHxxMTEsGTJEtq3b8+CBQsAmDJlCjExMYSFhREQEEBycjIA48aNY8aMGYSFheHr60tSUhIAgwcPZteuXe6LKRMTE2nRooWp+kVEROQ0i2EYF5yHHzlyJEFBQXTu3Lle+9SpUxu1sKZIpy1Emg+bLYA+0csvdxkiP1ju/PFN57TFGS6X66K+mikiIiJXhwa/ctCjRw+++OILT9QiIiIiV4AGZx7uvPNOHnroIWw2W71bU7///vuNWpiIiIg0TQ2Gh6VLl5KcnOz++qOIiIhc3RoMD9dccw1DhgzxRC0iIiJyBWgwPPTt25d58+YxaNAgfH193e09evRo1MJERESkaWowPLz77rsA9Z6kabFYdM2DiIjIVarB8HCp7zQpIiIiV7YGw8Nf/vKXc7Y/9thjl7wYERERafoaDA/fvsfDqVOn2LZtG/369WvUokRERKTpajA8zJkzp95yYWEh06dPb7SCREREpGlr8A6T39WuXTuOHDnSGLWIiIjIFcDUNQ+GYZCXl0fbtm0btSgRERFpukxd8wDQvn1704/jFhERkebD9DUPIiIicnU7b3iYNm3aeTeyWCzMnj27UQoSERGRpu284eHmm28+q+348eP89a9/pWPHjo1alIiIiDRd5w0Pjz/+eL3lnJwcpk6dSkREBHFxcY1emIiIiDRNDV7zUFNTwx/+8AfWrVtHQkICISEhnqhLREREmqgLhof8/Hyee+45WrduTVpaGkFBQZ6qS0RERJqo894kau3atTz88MMMHDiQFStWKDiIiIgIABbDMIxzvdC9e3e8vLzw8/PDYrG42w3DwGKxsGPHDo8V2VQcO1ZBXd053y4RucLYbAH0iV5+ucsQ+cFy54+nuLj8kvbp5WWhbVv/875+3tMW77///iUtRERERJqH84YHfR1TREREzsX0g7FERETk6qbwICIiIqYoPIiIiIgpDd4k6lL729/+xsqVK93Lhw8fZtiwYZw8eZLc3FxatmwJwFNPPcXAgQPJyclhzpw5VFdXExoayrPPPgvAnj17mD59OpWVlTgcDhISErBarRQUFBAdHc2xY8fo2rUrycnJtG7dmrKyMp5//nkOHTpEYGAgixYtwmazeXr4IiIiVzyPzzyMGjWK9PR00tPTSU5Opm3btjz11FPk5eWxcuVK92sDBw6kqqqK2NhYUlJSyMjIIC8vj02bNgEQHR3NjBkz2LBhA4ZhkJqaCkBCQgJjx44lKyuLnj17kpKSAsCiRYtwOBxkZmYyatQoEhMTPT10ERGRZuGynrb43e9+x7PPPkvLli0pKCggNjaWiIgIXnzxRerq6ti1axddunShc+fOWK1WIiIiyMrK4siRI1RVVdG7d28AIiMjycrKwuVysW3bNvcttM+0A2RnZxMREQFAeHg4mzdvxuVyXZ6Bi4iIXMEuW3jIycmhqqqK0NBQSkpK6Nu3L7NnzyY1NZXt27ezZs0aioqK6p1asNvtFBYWntVus9koLCzk+PHj+Pv7Y7Va67UD9baxWq34+/tTWlrqwRGLiIg0Dx6/5uGMt956i8ceewyAzp078/LLL7tfGzduHGlpaYSEhJzz7pZ1dXXnbD/z89u+u/ztbby8zGWnC91tS0RE5HKx2QI8ur/LEh5OnTrFtm3bmDt3LgD79u0jPz/ffbrBMAysVitBQUEUFxe7tysuLsZut5/VXlJSgt1uJzAwkPLycmpra/H29navD6dnLUpKSggKCqKmpobKykratGljqm7dnlqk+fD0h61IY/L07akvy2mLffv2ccMNN9CqVSvgdFiYPXs2J06cwOVysXr1agYOHEivXr04cOAABw8epLa2lvXr1+N0OunYsSN+fn7k5uYCkJ6ejtPpxMfHB4fDQUZGBgBpaWk4nU4AgoODSUtLAyAjIwOHw4GPj89lGL2IiMiV7bLMPBw6dKjeUzq7d+/OpEmTGDNmDDU1NQwaNIjw8HAA5s6dy9NPP011dTXBwcEMHjwYgOTkZOLi4qioqKBHjx6MHz8egPj4eGJiYliyZAnt27dnwYIFAEyZMoWYmBjCwsIICAggOTnZw6MWERFpHs77VE05W2OctvC/pgUt/TQDIle2k9UuKsqqLncZpuipmtJcNKmnaopntPTz0QeYXPFy54+ngisrPIjI96fbU4uIiIgpCg8iIiJiisKDiIiImKLwICIiIqYoPIiIiIgpCg8iIiJiisKDiIiImKLwICIiIqYoPIiIiIgpCg8iIiJiisKDiIiImKLwICIiIqYoPIiIiIgpCg8iIiJiisKDiIiImKLwICIiIqYoPIiIiIgpCg8iIiJiisKDiIiImKLwICIiIqYoPIiIiIgpCg8iIiJiisKDiIiImKLwICIiIqYoPIiIiIgpCg8iIiJiisKDiIiImGK9HDsdN24cpaWlWK2ndz9z5ky++uorlixZQk1NDY8++ihRUVEA5OTkMGfOHKqrqwkNDeXZZ58FYM+ePUyfPp3KykocDgcJCQlYrVYKCgqIjo7m2LFjdO3aleTkZFq3bk1ZWRnPP/88hw4dIjAwkEWLFmGz2S7H8EVERK5oHp95MAyD/Px80tPT3f8FBQWxcOFC3njjDdLS0li9ejX//e9/qaqqIjY2lpSUFDIyMsjLy2PTpk0AREdHM2PGDDZs2IBhGKSmpgKQkJDA2LFjycrKomfPnqSkpACwaNEiHA4HmZmZjBo1isTERE8PXUREpFnweHj48ssvAXj88ccZOnQoK1euJCcnh759+9KmTRtatWpFSEgIWVlZ7Nq1iy5dutC5c2esVisRERFkZWVx5MgRqqqq6N27NwCRkZFkZWXhcrnYtm0bISEh9doBsrOziYiIACA8PJzNmzfjcrk8PXwREZErnsfDQ1lZGf369ePll19m2bJlvPXWWxQUFNQ7hWC32yksLKSoqOii2m02G4WFhRw/fhx/f3/36ZAz7UC9baxWK/7+/pSWlnpiyCIiIs2Kx695uOOOO7jjjjvcyyNHjmTOnDlMnjzZ3WYYBhaLhbq6OiwWy0W3n/n5bd9d/vY2Xl7mslPbtv6m1he5mthsAZe7BJGrlqePP4+Hh+3bt+NyuejXrx9w+pd4x44dKS4udq9TXFyM3W4nKCjootpLSkqw2+0EBgZSXl5ObW0t3t7e7vXh9KxFSUkJQUFB1NTUUFlZSZs2bUzVfuxYBXV1xg8Z/ln0gSvNRXFx+eUuwRQde9KcXOrjz8vLcsE/mD1+2qK8vJykpCSqq6upqKhg3bp1zJ8/ny1btlBaWsrJkyf5xz/+gdPppFevXhw4cICDBw9SW1vL+vXrcTqddOzYET8/P3JzcwFIT0/H6XTi4+ODw+EgIyMDgLS0NJxOJwDBwcGkpaUBkJGRgcPhwMfHx9PDFxERueJ5fOahf//+7Ny5k4ceeoi6ujrGjh1Lnz59ePbZZxk/fjwul4uRI0dy++23AzB37lyefvppqqurCQ4OZvDgwQAkJycTFxdHRUUFPXr0YPz48QDEx8cTExPDkiVLaN++PQsWLABgypQpxMTEEBYWRkBAAMnJyZ4euoiISLNgMQzj0s7DN2ONddqiT/TyS9qniKflzh9/RZ620LEnzUFjHH9N7rSFiIiIXNkUHkRERMQUhQcRERExReFBRERETFF4EBEREVMUHkRERMQUhQcRERExReFBRERETFF4EBEREVMUHkRERMQUhQcRERExReFBRERETFF4EBEREVMUHkRERMQUhQcRERExReFBRERETFF4EBEREVMUHkRERMQUhQcRERExReFBRERETFF4EBEREVMUHkRERMQUhQcRERExReFBRERETFF4EBEREVMUHkRERMQUhQcREREx5bKEh8WLFxMWFkZYWBhJSUkATJs2jUGDBjFs2DCGDRvGxo0bAcjJySEiIoJBgwaxcOFCdx979uwhMjKSkJAQpk+fTk1NDQAFBQVERUUxePBgJk+eTGVlJQBlZWVMmjSJ0NBQoqKiKC4u9vCoRUREmgePh4ecnBw+/PBD1q1bR1paGrt372bjxo3k5eWxcuVK0tPTSU9PZ+DAgVRVVREbG0tKSgoZGRnk5eWxadMmAKKjo5kxYwYbNmzAMAxSU1MBSEhIYOzYsWRlZdGzZ09SUlIAWLRoEQ6Hg8zMTEaNGkViYqKnhy4iItIseDw82Gw2YmJi8PX1xcfHh27dulFQUEBBQQGxsbFERETw4osvUldXx65du+jSpQudO3fGarUSERFBVlYWR44coaqqit69ewMQGRlJVlYWLpeLbdu2ERISUq8dIDs7m4iICADCw8PZvHkzLpfL08MXERG54lk9vcObb77Z/e/8/HwyMzNZtWoVn3zyCfHx8QQEBPDEE0+wZs0aWrVqhc1mc69vt9spLCykqKioXrvNZqOwsJDjx4/j7++P1Wqt1w7U28ZqteLv709paSnt2rXzxLBFRESaDY+HhzP+85//8MQTT/DCCy9w44038vLLL7tfGzduHGlpaYSEhGCxWNzthmFgsVioq6s7Z/uZn9/23eVvb+PlZW7ipW1bf1Pri1xNbLaAy12CyFXL08ffZQkPubm5PPPMM8TGxhIWFsa+ffvIz893n24wDAOr1UpQUFC9CxuLi4ux2+1ntZeUlGC32wkMDKS8vJza2lq8vb3d68PpWYuSkhKCgoKoqamhsrKSNm3amKr72LEK6uqMS/AO/I8+cKW5KC4uv9wlmKJjT5qTS338eXlZLvgHs8evefj666958sknSU5OJiwsDDgdFmbPns2JEydwuVysXr2agQMH0qtXLw4cOMDBgwepra1l/fr1OJ1OOnbsiJ+fH7m5uQCkp6fjdDrx8fHB4XCQkZEBQFpaGk6nE4Dg4GDS0tIAyMjIwOFw4OPj4+nhi4iIXPE8PvOwdOlSqqurmTt3rrtt9OjRTJo0iTFjxlBTU8OgQYMIDw8HYO7cuTz99NNUV1cTHBzM4MGDAUhOTiYuLo6Kigp69OjB+PHjAYiPjycmJoYlS5bQvn17FixYAMCUKVOIiYkhLCyMgIAAkpOTPTxyERGR5sFiGMalnYdvxhrrtEWf6OWXtE8RT8udP/6KPG2hY0+ag8Y4/prcaQsRERG5sik8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImKKwoOIiIiYovAgIiIipig8iIiIiCkKDyIiImLKVRUe3n33XYYMGcKgQYNYtWrV5S5HRETkimS93AV4SmFhIQsXLuTtt9/G19eX0aNHc88993DTTTdd7tJERESuKFfNzENOTg59+/alTZs2tGrVipCQELKysi53WSIiIlecq2bmoaioCJvN5l622+3s2rXLVB9eXpZLXRYA7a9r3Sj9inhSYx0fjUnHnjQXl/r4a6i/qyY81NXVYbH8780wDKPe8sW4rpE+aNbHjmiUfkU8qW1b/8tdgmk69qS58PTxd9WctggKCqK4uNi9XFxcjN1uv4wViYiIXJmumvBw7733smXLFkpLSzl58iT/+Mc/cDqdl7ssERGRK85Vc9qiXbt2PPvss4wfPx6Xy8XIkSO5/fbbL3dZIiIiVxyLYRjG5S5CRERErhxXzWkLERERuTQUHkRERMQUhQcRERExReFBRERETFF4EBEREVMUHqTJqKioICEhgfDwcIYNG8a4cePYvXu36X5SU1NZv359I1Qo0nxkZWURGRnJ0KFDiYiI4PXXX7/g+uPGjePjjz++pDX88pe/pLCwkLfffpuYmJhL2rc0rqvmPg/StNXV1fHLX/6Se+65h7S0NKxWK1u3buWXv/wlf//737nuuusuuq8dO3Zw9913N2K1Ile2wsJC5s2bx9tvv811111HZWUl48aNo2vXrjzwwAMeq+O1117z2L7k0lJ4kCbh448/5uuvv+aZZ57By+v0hFjfvn2ZM2cOW7Zs4c0332TFihUAxMTEcPfddzNo0CCee+45SkpKAHjyySdp2bIl//znP9m6dSs2m43bbruN6dOnU1BQgNVq5dlnn8XpdPLSSy9RUFBAfn4+paWlTJ48mS1btrBz5066d+/OwoULsVgs/OlPfyIzM5Pa2lruv/9+oqOjOXLkCBMnTuS6666jRYsW/OUvf7ls75vI93H8+HFcLhdVVVUAtG7dmrlz5+Ln58eAAQNYvnw5nTp14uOPP2bx4sXuYy81NZU5c+YAMG3aNO655x62bNnC/PnzAbj22mv5wx/+QGBgIMuWLePNN9/E29ub/v37Ex0dTUxMDN988w0HDx4kOjqaWbNmsXz5cgAOHjxIVFQUJ06c4Gc/+xn/7//9PywWC2lpafz1r3+lrq6OHj16EB8fj5+fH3379qVnz54UFxezZs0afHx8LsM7efVSeJAm4fPPP6d79+7u4HBGcHDweadKN27cSMeOHfnTn/7Enj17eOedd5g6dSoDBgzg7rvv5qc//SlTpkyhb9++PPbYYxw6dIgxY8aQlpYGwBdffMHq1avZsWMHjz76KO+++y433HADQ4YMYd++fRQVFZGXl8eaNWuwWCxER0fzzjvv0KdPHw4cOMDrr79Op06dGv29EbnUunfvzgMPPMCDDz7Ibbfdxj333ENERARdunS54HatWrUiLS2NvXv3MmnSJN577z1SUlL43e9+x+23385rr73G559/zjXXXMMbb7zB2rVradmyJRMnTiQvLw+ANm3a8MorrwAwa9Ysd9+HDx8mPT0df39/Hn30Ud5//326dOlCamoqb731Fn5+fvzhD39g6dKl/PrXv+b48ePu2UrxPIUHaRK8vLzw8/Mztc0dd9zBggULKCws5Gc/+xlPPvnkWets3brV/QHVuXNnevXqxc6dOwG47777sFqtdOjQAZvNxk033QScvpX5iRMn2LJlC7t27SIyMhKAqqoqOnToQJ8+fWjbtq2Cg1zREhIS+PWvf82HH37Ihx9+yMMPP0xycvIFtxk5ciRwOny0bduWL7/8kgceeICnnnqKBx98kAceeID77ruPpUuX0r9/fwICAgBYtmyZu4/zPRZgwIABBAYGAhAaGsonn3zC0aNHOXjwIA8//DAALpeLH//4x+5tevXq9b3HLz+MwoM0CT179uSNN94461HpCxYswNfXl2/fRd3lcgFwww03kJmZyQcffMC//vUv/vznP5ORkVGv3+/efd0wDGprawHqTXNarWcfCrW1tTz66KM89thjAJSVleHt7c3x48dp0aLFDxyxyOWTnZ3N//3f/zFkyBBGjBjBiBEjSE1NZc2aNcD/jpuampp623l7e7v/XVdXh9VqZcKECfTv359//etfzJ8/n127dtGqVat6x3FhYSEtW7YEOO+x8+1j8EzftbW1hIaGEhcXB0BlZaX7+L1QX9L49G0LaRIcDgdt27Zl8eLF7g+HDz74gLfffpu7776bQ4cOUV1dzTfffENubi4AK1eu5KWXXiI0NJT4+HhKS0upqKjA29vb3Uffvn3dH4iHDh1ix44d/7+9+w2JalvjOP6dNEkx/8yLwDSMREWl0LIUGxOEUEpLpxQLy8FQAk3CkoqgJO0PhlkhgVEvIiJsyPyDhkWJFWgKUlippIhQiUoRkoGi43kRDNdbHZzuqXOp3+fd3nvW2s8sGHhmrb32Q3h4+Lxiio6Opq6ujomJCaanp8nLy6O5ufknfHuRX2vRokWUl5fz5s0b4Euy0NPTQ0hICN7e3vT39wPw4MGDOe0aGhoA6O7uZmJiAn9/f9LS0piYmMBisWCxWHj16hWRkZG0trbafzsHDhywL1t8T2trK+Pj40xOTtLU1ERMTAxRUVHcv3+f9+/fMzs7S3FxMdeuXfsJIyKO0syD/F8wGAxcunSJ06dPk5SUhLOzM97e3ly+fJnQ0FDi4uLYvHkzvr6+rFmzBoCUlBQKCwtJTk7GycmJoqIiPDw8iImJ4dy5cyxevJijR49y7NgxampqgC9rrEuWLJlXTPHx8fT29pKens7MzAyxsbGkpqby9u3bnzYOIr9CdHQ0+fn57N271z6TFxsbS15eHqtXr6akpITKykpMJtOcdp8/fyYlJYUFCxZQXl7OwoULKSws5PDhwzg7O+Pm5kZpaSnLly8nMzOTjIwMbDYbGzduJCYmhvr6+u/GtGLFCnJzcxkfHycpKcl+7/z8fLKysrDZbISEhJCbm/vzBkbmTVU1RURExCFathARERGHKHkQERERhyh5EBEREYcoeRARERGHKHkQERERh2irpoh8U2lpKZ2dnQAMDAzg6+trfylPdXX1v/KCnuHhYXJycnBycqK4uJiIiIhfHoOIaKumiMxDfHw8Fy5cYOXKlf9qHLW1tdTW1s553bGI/HpathARh9XX15ORkWE/fvfuHSaTiampKUJDQ6moqMBsNpOYmMi9e/fsn7NarZjNZlJSUrBYLAwMDHyz/+rqapKSktiyZQvZ2dkMDg7S3t7O+fPn6e7uZteuXV+1iY+Pp7u7+6vj6elpjh8/TnJyMmazmYKCAiYmJoAv5dt37txJamoq27Zto6WlBYCamhr7+W/dS+RPp2ULEXFYYmIiZ86c4fXr1wQGBmK1WklNTcXFxYWZmRlcXV2pqamht7eXzMxMIiMj6e/vp7a2lhs3buDq6sqTJ0/Iz8/n7t27c/pua2vjypUrVFdXYzQaqampIS8vj8bGRgoKCmhubqaqqmresT579oyOjg6ampowGAycPXuWvr4+AgICOHLkCFevXsXPz4+RkRHS09MJDg4GoL+/n4cPH+Lu7v6Pjp3I70DJg4g4zMXFhbS0NKxWK4cOHeLOnTtcv37dfj0zMxP4Un0xKCiIzs5Onj9/ztDQ0JwZi/HxcT5+/IiXl5f93OPHj9m0aZO9wqLZbObkyZP2OgyOCgoKwsnJibS0NEwmEwkJCaxatYrW1lbGxsbmVGM1GAz09fUBEBwcrMRB5DuUUQzDggAAAgZJREFUPIjID8nIyGD79u2sW7eOwMBAli1bZr/239UXnZycsNlsbN26laKiIvv50dFRPD095/Rrs9m+utfs7OxXFR6/5T8f4ZqamgLAw8ODuro6urq6aG9vZ//+/ezZswcfHx8CAgKwWq32NiMjIxiNRhoaGnBzc5vnSIj8efTMg4j8EB8fH8LDwzl16hQ7duyYc622thaAly9fMjg4yNq1azGZTDQ2NjI6OgrAzZs3ycrK+qrf2NhYmpqa+PDhAwC3b9/Gy8sLf3//v43HaDTaKzc+ffqUsbExAFpaWrBYLERERLBv3z5SUlJ48eIF4eHhDA0N2XeU9PT0kJCQwMjIyP8wKiJ/Bs08iMgPM5vNlJSUEBcXN+d8V1cXt27dwmazUVFRgaenJyaTiZycHLKzszEYDLi7u1NZWYnBYJjTdv369VgsFnslRaPRSFVVFQsW/P1/nYMHD1JcXEx1dTVhYWGEhYUBsGHDBh49ekRSUhJubm54enpSUlKC0Wjk4sWLlJWVMTk5yezsLGVlZfj5+dHR0fHPDpTIb0ZbNUXkh9hsNk6cOMHSpUvnlEkODg6mra3N/syCiPx+tGwhIg779OkTUVFRDA8Ps3v37n87HBH5xTTzICIiIg7RzIOIiIg4RMmDiIiIOETJg4iIiDhEyYOIiIg4RMmDiIiIOETJg4iIiDjkL95U+pq79mmpAAAAAElFTkSuQmCC
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<p>The majority of the trips are done by suscribers rather than casual customers.</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><p>After performing tthe data exploration, I realized that the rides are more frequent during working days than during the weekend, and during peak times (around 8 and 17 hs). 
Additionally, it can be seen that although in general the peak hours are those, when seen with more focus on the weekends, the peak days differ and the distribution is along the day and one peak only around 13 and 14 hours.
Regarding the months, there was a peak on the frequency during the most recent months of the dataset, especially during february, but it's not possible to say that is related to the month itself or simply to a general increase of the demand.</p>
<h3 id="Of-the-features-you-investigated,-were-there-any-unusual-distributions?-Did-you-perform-any-operations-on-the-data-to-tidy,-adjust,-or-change-the-form-of-the-data?-If-so,-why-did-you-do-this?">Of the features you investigated, were there any unusual distributions? Did you perform any operations on the data to tidy, adjust, or change the form of the data? If so, why did you do this?<a class="anchor-link" href="#Of-the-features-you-investigated,-were-there-any-unusual-distributions?-Did-you-perform-any-operations-on-the-data-to-tidy,-adjust,-or-change-the-form-of-the-data?-If-so,-why-did-you-do-this?">&#182;</a></h3><p>I haven't find any unusual distributions in the data. I had to perfrom some changes in the data format to be able to answers the questions that I had proposed.</p>

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<h2 id="Bivariate-Exploration">Bivariate Exploration<a class="anchor-link" href="#Bivariate-Exploration">&#182;</a></h2><p>I want to combine the variables explored before to see if the trends are somehow related.</p>

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<h4 id="Duration-of-the-ride-vs-Day-of-the-week">Duration of the ride vs Day of the week<a class="anchor-link" href="#Duration-of-the-ride-vs-Day-of-the-week">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot trip time across different days of the week</span>

<span class="c1"># replace the 0-7 numbers for the name of the weekday</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Monday&#39;</span><span class="p">,</span> <span class="s1">&#39;Tuesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Wednesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Thursday&#39;</span><span class="p">,</span> <span class="s1">&#39;Friday&#39;</span><span class="p">,</span> <span class="s1">&#39;Saturday&#39;</span><span class="p">,</span> <span class="s1">&#39;Sunday&#39;</span><span class="p">]</span>

<span class="n">ax</span> <span class="o">=</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;start_day&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;duration_sec&#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">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xticks</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">7</span><span class="p">),</span> <span class="n">xticklabels</span><span class="o">=</span><span class="n">labels</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="s2">&quot;Weekdays&quot;</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="s2">&quot;Trip Time (seconds)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Trip Time (Seconds) across Weekdays&quot;</span><span class="p">);</span>
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<p>Because of the outeliers, that we saw in the descriptive statistics of the dataset, is hard to see the data. 
I'll add a log scale</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot trip time across different days of the week</span>

<span class="c1"># replace the 0-7 numbers for the name of the weekday</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Monday&#39;</span><span class="p">,</span> <span class="s1">&#39;Tuesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Wednesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Thursday&#39;</span><span class="p">,</span> <span class="s1">&#39;Friday&#39;</span><span class="p">,</span> <span class="s1">&#39;Saturday&#39;</span><span class="p">,</span> <span class="s1">&#39;Sunday&#39;</span><span class="p">]</span>

<span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_yscale</span><span class="p">(</span><span class="s2">&quot;log&quot;</span><span class="p">)</span>

<span class="n">ax</span> <span class="o">=</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;start_day&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;duration_sec&#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">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xticks</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">7</span><span class="p">),</span> <span class="n">xticklabels</span><span class="o">=</span><span class="n">labels</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="s2">&quot;Days of the week&quot;</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="s2">&quot;Duration of the ride (seconds)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Duration of the ride per day of the week&quot;</span><span class="p">);</span>
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<p>It seems to be that the day of the week has an impact on the duration of the ride. Form Monday to Friday the average duration of the ride behaves in a very similar wat, but during Saturday and Sunday the duration of the ride has a slightly higher median and greater standard deviation.</p>

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<h4 id="Duration-of-the-ride-per-month">Duration of the ride per month<a class="anchor-link" href="#Duration-of-the-ride-per-month">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot trip time across different days of the week</span>

<span class="c1"># replace the 0-12 numbers for the name of the months</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Jan&#39;</span><span class="p">,</span> <span class="s1">&#39;Feb&#39;</span><span class="p">,</span><span class="s1">&#39;Mar&#39;</span><span class="p">,</span><span class="s1">&#39;Apr&#39;</span><span class="p">,</span> <span class="s1">&#39;May&#39;</span><span class="p">,</span> <span class="s1">&#39;Jun&#39;</span><span class="p">,</span> <span class="s1">&#39;Jul&#39;</span><span class="p">,</span><span class="s1">&#39;Aug&#39;</span><span class="p">,</span><span class="s1">&#39;Sep&#39;</span><span class="p">,</span><span class="s1">&#39;Oct&#39;</span><span class="p">,</span><span class="s1">&#39;Nov&#39;</span><span class="p">,</span><span class="s1">&#39;Dec&#39;</span><span class="p">]</span>

<span class="n">ax</span> <span class="o">=</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;start_month&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;duration_sec&#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">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xticks</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">12</span><span class="p">),</span> <span class="n">xticklabels</span><span class="o">=</span><span class="n">labels</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="s2">&quot;Month&quot;</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="s2">&quot;Duration of the ride (seconds)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Duration of the ride per month&quot;</span><span class="p">);</span>
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<p>Because of the outeliers, that we saw in the descriptive statistics of the dataset, is hard to see the data. 
I'll add a log scale</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot trip time across different days of the week</span>

<span class="c1"># replace the 0-12 numbers for the name of the months</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Jan&#39;</span><span class="p">,</span> <span class="s1">&#39;Feb&#39;</span><span class="p">,</span><span class="s1">&#39;Mar&#39;</span><span class="p">,</span><span class="s1">&#39;Apr&#39;</span><span class="p">,</span> <span class="s1">&#39;May&#39;</span><span class="p">,</span> <span class="s1">&#39;Jun&#39;</span><span class="p">,</span> <span class="s1">&#39;Jul&#39;</span><span class="p">,</span><span class="s1">&#39;Aug&#39;</span><span class="p">,</span><span class="s1">&#39;Sep&#39;</span><span class="p">,</span><span class="s1">&#39;Oct&#39;</span><span class="p">,</span><span class="s1">&#39;Nov&#39;</span><span class="p">,</span><span class="s1">&#39;Dec&#39;</span><span class="p">]</span>
<span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_yscale</span><span class="p">(</span><span class="s2">&quot;log&quot;</span><span class="p">)</span>

<span class="n">ax</span> <span class="o">=</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;start_month&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;duration_sec&#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">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xticks</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">12</span><span class="p">),</span> <span class="n">xticklabels</span><span class="o">=</span><span class="n">labels</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="s2">&quot;Month&quot;</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="s2">&quot;Duration of the ride (seconds)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Duration of the ride per month&quot;</span><span class="p">);</span>
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<p>There are smalls variations along the months, but overall the duration of the ride keeps a similar average duration the whole year long</p>

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<h4 id="Duration-of-rides-vs-user-type">Duration of rides vs user type<a class="anchor-link" href="#Duration-of-rides-vs-user-type">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[25]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot duration vs user_type</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_sec&#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="s2">&quot;User Type&quot;</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="s2">&quot;Duartion of the ride (seconds)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Duartion of the ride by user types&quot;</span><span class="p">);</span>
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<p>Again nothing can be seen because of the two outeliers, I'll apply a log scale</p>

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<div class="prompt input_prompt">In&nbsp;[26]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot duration vs user_type with a log scale</span>

<span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_yscale</span><span class="p">(</span><span class="s2">&quot;log&quot;</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="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_sec&#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="s2">&quot;User Type&quot;</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="s2">&quot;Duartion of the ride (seconds)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Duartion of the ride by user types&quot;</span><span class="p">);</span>
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<p>Although, the majority of the trips are done by suscribers it can be seen that the the duration of rides of casual customerss are higher.</p>

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<h3 id="Talk-about-some-of-the-relationships-I-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 I 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-I-observed-in-this-part-of-the-investigation.-How-did-the-feature(s)-of-interest-vary-with-other-features-in-the-dataset?">&#182;</a></h3><p>During this part of the exploration phase we could see in more detail the avergae duration of the trip and how it's related to user type, day of the week, and month.</p>
<p>The suscribers tend to have an average ride shorter than the casual customers.</p>
<p>There's also a difference in the average during the weekends, rides tend to be slightly longer and have more variation in duration on weekends compared to weekdays.</p>
<h3 id="Did-I-observe-any-interesting-relationships-between-the-other-features-(not-the-main-feature(s)-of-interest)?">Did I observe any interesting relationships between the other features (not the main feature(s) of interest)?<a class="anchor-link" href="#Did-I-observe-any-interesting-relationships-between-the-other-features-(not-the-main-feature(s)-of-interest)?">&#182;</a></h3><p>since the analysis was menat to deepen on the variables explored in the univariate exploration, no new relationship, not expected was observed.</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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<h4 id="Duration-of-rides-per-day-of-the-week-by-user-type">Duration of rides per day of the week by user type<a class="anchor-link" href="#Duration-of-rides-per-day-of-the-week-by-user-type">&#182;</a></h4><p>I'll plot the distribution of the duration of the ride along the week divided by user type.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot trip time across different days of the week</span>

<span class="c1"># replace the 0-7 numbers for the name of the weekday</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Monday&#39;</span><span class="p">,</span> <span class="s1">&#39;Tuesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Wednesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Thursday&#39;</span><span class="p">,</span> <span class="s1">&#39;Friday&#39;</span><span class="p">,</span> <span class="s1">&#39;Saturday&#39;</span><span class="p">,</span> <span class="s1">&#39;Sunday&#39;</span><span class="p">]</span>

<span class="c1">#set log scale fro outeliers</span>
<span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_yscale</span><span class="p">(</span><span class="s2">&quot;log&quot;</span><span class="p">)</span>

<span class="n">ax</span> <span class="o">=</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;start_day&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;duration_sec&#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">hue</span> <span class="o">=</span> <span class="s1">&#39;user_type&#39;</span><span class="p">);</span>

<span class="c1"># labels box outside the graph</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="mi">6</span><span class="p">,</span> <span class="n">bbox_to_anchor</span> <span class="o">=</span> <span class="p">(</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xticks</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">7</span><span class="p">),</span> <span class="n">xticklabels</span><span class="o">=</span><span class="n">labels</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="s2">&quot;Days of the week&quot;</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="s2">&quot;Duration of the ride (seconds)&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Duration of the ride across the days of week by user type&quot;</span><span class="p">);</span>
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<p>As seen before, while observing the average duration of the rides per weekday, the duration increases during the weekend. This is trend that can be seen clearly for the casual customers, but not so clear for the suscribers.</p>

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<h4 id="Amount-of-rides-per-time-of-the-day-by-user-type">Amount of rides per time of the day by user type<a class="anchor-link" href="#Amount-of-rides-per-time-of-the-day-by-user-type">&#182;</a></h4><p>We've seen that the peak hours change between weekdays and weekends, and the average ride is longer for customer than for suscribers, I want to see if these changes are also seen in the time that the ride is started.</p>

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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="c1">#plot the number of rides per time of the dayper user_type</span>
<span class="n">sb</span><span class="o">.</span><span class="n">catplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_hour&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;user_type&#39;</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s1">&#39;count&#39;</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">height</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">aspect</span><span class="o">=</span><span class="mi">2</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="s2">&quot;Time of the day (hour)&quot;</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="s2">&quot;Number of Rides&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Number of Rides by time of the day by user type&quot;</span><span class="p">);</span>
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<p>We can still see the peaks around 8 and 17 for both user types, but the peak is higher for suscibers than casual customers</p>

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<h4 id="Amount-of-rides-per-day-of-the-week-by-user-type">Amount of rides per day of the week by user type<a class="anchor-link" href="#Amount-of-rides-per-day-of-the-week-by-user-type">&#182;</a></h4><p>I'll plot the distribution of the rides along the week divided by user type.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#plot the number of rides per day of week per user_type</span>

<span class="c1"># replace the 0-7 numbers for the name of the weekday</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Monday&#39;</span><span class="p">,</span> <span class="s1">&#39;Tuesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Wednesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Thursday&#39;</span><span class="p">,</span> <span class="s1">&#39;Friday&#39;</span><span class="p">,</span> <span class="s1">&#39;Saturday&#39;</span><span class="p">,</span> <span class="s1">&#39;Sunday&#39;</span><span class="p">]</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">catplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_day&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;user_type&#39;</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s1">&#39;count&#39;</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">height</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">aspect</span><span class="o">=</span><span class="mi">2</span><span class="p">);</span>

<span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xticks</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">7</span><span class="p">),</span> <span class="n">xticklabels</span><span class="o">=</span><span class="n">labels</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="s2">&quot;Day of the week&quot;</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="s2">&quot;Number of Rides&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Number of Rides by day of the week by user type&quot;</span><span class="p">);</span>
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<p>For both user types the behaviour is similar and the same as observed so far, during the weekends the amount of rides is lower than during the rest of the week. 
Although for casual customers, the difference is less noticeable than the one observed for suscribers, where the amount of rides decreases almost a half.</p>

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<h3 id="Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-Were-there-features-that-strengthened-each-other-in-terms-of-looking-at-your-feature(s)-of-interest?">Talk about some of the relationships you observed in this part of the investigation. Were there features that strengthened each other in terms of looking at your feature(s) of interest?<a class="anchor-link" href="#Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-Were-there-features-that-strengthened-each-other-in-terms-of-looking-at-your-feature(s)-of-interest?">&#182;</a></h3><p>During this part of the exploration phase we could see in more detail how the user type affects the variables seen in the previous section. 
It was clear that suscribers use the bikes more during the weekdays than weekends, and although this tendency can be seen in casual customers as well, the decrease in the demand is lower. Something similar could be seen with the hours of use, but overall the same behaviour was observed along both user types.</p>
<h3 id="Were-there-any-interesting-or-surprising-interactions-between-features?">Were there any interesting or surprising interactions between features?<a class="anchor-link" href="#Were-there-any-interesting-or-surprising-interactions-between-features?">&#182;</a></h3><p>It was clear from the last graph that the proportion of rides done by casual customers increased drastically over the weekend compared to the ones from customer. Combined with all the previos observations like peak hours and avera</p>

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<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2><p>Most of the rides take place on weekdays and more specaifically during peak hours (exactly at 8am and 5pm) and with a ride with and avergae duration of 13 minutes. 
All of this leads me to think that the main target group are sucribers who use the bike sharing service to commute to work.</p>
<p>On the contrary, casual customers tend to have slightier longer rides and there's not much difference between working days and weekends. Even though this a small share of the rides compare to suscribers, even during weekends, I think that there is an opportunity to offer suscription deals for this users whose main purpose of the rides seems to be leisure.</p>

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<h2 id="References">References<a class="anchor-link" href="#References">&#182;</a></h2><ul>
<li><a href="http://seaborn.pydata.org/tutorial/categorical.html?highlight=bar%20plot">How to plot categorical data</a></li>
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