presentation.slides.html


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<title>presentation slides</title>

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  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
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<h1 id="Investigation-of-time-related-features-in-Bikesharing-system-dataset">Investigation of time related features in Bikesharing system dataset<a class="anchor-link" href="#Investigation-of-time-related-features-in-Bikesharing-system-dataset">&#182;</a></h1><h2 id="by-Boris-Kushnarev">by Boris Kushnarev<a class="anchor-link" href="#by-Boris-Kushnarev">&#182;</a></h2><h2 id="Investigation-overview">Investigation overview<a class="anchor-link" href="#Investigation-overview">&#182;</a></h2><blockquote><p>The dataset Ford GoBike System Data has been investigated. Main features have been defined related to time such as duration of bike ride, hour of the day and day of a week when bikes are taken for a ride as well as relationships were found with other features.</p>
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<h2 id="Dataset-overview">Dataset overview<a class="anchor-link" href="#Dataset-overview">&#182;</a></h2><blockquote><p>This data set includes information about individual rides made in a bike-sharing system covering the greater San Francisco Bay area. This dataset can be downloaded followin this <a href="https://drive.google.com/file/d/1gsg4DPGEyyjharedDMKTb6WOhEmOrsfs/view?usp=sharing">link</a>.</p>
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<h1 id="Distribution-of-time-of-the-day-when-bikes-are-taken-for-a-ride">Distribution of time of the day when bikes are taken for a ride<a class="anchor-link" href="#Distribution-of-time-of-the-day-when-bikes-are-taken-for-a-ride">&#182;</a></h1><p>An hourly histogram of the time of the day when bikes are more likely to be taken for a ride is plotted. We can see two modes at 8am and 5pm. We can assume that these hours correspond to the time when people are going to work or coming from work. The graph on log scale on x-axis just confirms the findings on real values.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">20</span><span class="p">,</span><span class="mi">5</span><span class="p">])</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</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">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">24</span><span class="p">)</span>
<span class="n">bin_edges</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">hour</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">hour</span><span class="p">,</span> <span class="n">kde</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">hist_kws</span> <span class="o">=</span><span class="p">{</span><span class="s1">&#39;alpha&#39;</span><span class="p">:</span><span class="mi">1</span><span class="p">},</span> <span class="n">bins</span> <span class="o">=</span> <span class="n">bin_edges</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Hourly histogram of the time of the day&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;hour&#39;</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">bin_edges</span> <span class="o">=</span> <span class="mi">10</span> <span class="o">**</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">hour</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mf">0.1</span><span class="p">),</span> <span class="mf">0.01</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">hour</span><span class="p">,</span> <span class="n">kde</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">hist_kws</span> <span class="o">=</span><span class="p">{</span><span class="s1">&#39;alpha&#39;</span><span class="p">:</span><span class="mi">1</span><span class="p">}</span> <span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="n">bin_edges</span><span class="p">);</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">xscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">);</span>
<span class="n">tick_locs</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">6</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">18</span><span class="p">,</span> <span class="mi">24</span><span class="p">];</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">tick_locs</span><span class="p">,</span> <span class="n">tick_locs</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Hourly histogram of the time of the day with log transformed x-axis&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;hour&#39;</span><span class="p">);</span>
</pre></div>

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<h1 id="Demographic-of-riders">Demographic of riders<a class="anchor-link" href="#Demographic-of-riders">&#182;</a></h1><p>Demographic aspects play importent role for further development of the Bike sharing system in San Francisco.  Age and gender distributions are plotted. We can see that the most popular bike sharing system among those who is about 32 year old. Moreover, the distribution is very right skewed. The gender distribution shows that males ride bikes 35 time more often than women. Hence, if we want to attrack more older clietns or women some strategy needs to be developed such as social media advertisement or 3 wheel bikes mmight be offered for olders people.</p>
<p>In addition, the heatmap between year and gender is plotted. It gives us more information shared between age and gender. We can see that We can see that men between 31-35 use bikes most often, men between 26-30 years use bike a litle bit less. Women between 26-35 use bikes most often among women but about 2.5 times less than men at the age 31-35. The number of rides gradually decrease for men and women when they reach 76-80 years old.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">base_color</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">20</span><span class="p">,</span><span class="mi">15</span><span class="p">])</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">width</span> <span class="o">=</span> <span class="mi">4</span>
<span class="n">bin_edges</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">age</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span>  <span class="n">df</span><span class="o">.</span><span class="n">age</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="n">width</span><span class="p">,</span> <span class="n">width</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">age</span><span class="p">,</span> <span class="n">kde</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">hist_kws</span> <span class="o">=</span><span class="p">{</span><span class="s1">&#39;alpha&#39;</span><span class="p">:</span><span class="mi">1</span><span class="p">},</span> <span class="n">bins</span> <span class="o">=</span> <span class="n">bin_edges</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">age</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="mi">80</span><span class="p">);</span> <span class="c1">#there are some outliers: some of them above 80 and others close to 120, I believe it is possible but can be a mistake</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Age distribution&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;years&#39;</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</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">df</span><span class="o">.</span><span class="n">member_gender</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">title</span><span class="p">(</span><span class="s1">&#39;Gender distribution&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
<span class="n">ct_counts</span> <span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;age &lt; 80&#39;</span><span class="p">)</span>
<span class="n">ct_counts</span><span class="p">[</span><span class="s1">&#39;range&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">cut</span><span class="p">(</span><span class="n">ct_counts</span><span class="o">.</span><span class="n">age</span><span class="p">,</span> <span class="p">[</span><span class="mi">18</span><span class="p">,</span> <span class="mi">25</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">35</span><span class="p">,</span> <span class="mi">40</span><span class="p">,</span> <span class="mi">45</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">55</span><span class="p">,</span> <span class="mi">60</span><span class="p">,</span> <span class="mi">65</span><span class="p">,</span> <span class="mi">70</span><span class="p">,</span> <span class="mi">75</span><span class="p">,</span> <span class="mi">80</span><span class="p">],</span> <span class="n">include_lowest</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                           <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;18-25&#39;</span><span class="p">,</span> <span class="s1">&#39;26-30&#39;</span><span class="p">,</span> <span class="s1">&#39;31-35&#39;</span><span class="p">,</span> <span class="s1">&#39;36-40&#39;</span><span class="p">,</span> <span class="s1">&#39;41-45&#39;</span><span class="p">,</span> <span class="s1">&#39;46-50&#39;</span><span class="p">,</span> <span class="s1">&#39;51-55&#39;</span><span class="p">,</span> <span class="s1">&#39;56-60&#39;</span><span class="p">,</span> <span class="s1">&#39;61-65&#39;</span><span class="p">,</span> <span class="s1">&#39;66-70&#39;</span><span class="p">,</span> 
                                    <span class="s1">&#39;71-75&#39;</span><span class="p">,</span> <span class="s1">&#39;76-80&#39;</span><span class="p">])</span>
<span class="n">ct_counts</span> <span class="o">=</span> <span class="n">ct_counts</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;range&#39;</span><span class="p">,</span> <span class="s1">&#39;member_gender&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="n">ct_counts</span> <span class="o">=</span> <span class="n">ct_counts</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span> <span class="o">=</span> <span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">ct_counts</span> <span class="o">=</span> <span class="n">ct_counts</span><span class="o">.</span><span class="n">pivot</span><span class="p">(</span><span class="n">index</span> <span class="o">=</span> <span class="s1">&#39;range&#39;</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="s1">&#39;member_gender&#39;</span><span class="p">,</span> <span class="n">values</span> <span class="o">=</span> <span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">ct_counts</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;viridis_r&#39;</span><span class="p">,</span> <span class="n">cbar_kws</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;label&#39;</span> <span class="p">:</span> <span class="s1">&#39;count&#39;</span><span class="p">},)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">invert_yaxis</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Relationship between gender and age&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;age&#39;</span><span class="p">);</span>
</pre></div>

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<h1 id="Most-popular-routes-and-duration-between-stations">Most popular routes and duration between stations<a class="anchor-link" href="#Most-popular-routes-and-duration-between-stations">&#182;</a></h1><p>4 most popular starting stations and correspong 4 most popular arrival stations were defined. The bar chart for these routes was plotted. It shows that the route # 9 which is between San Francisco Ferry Building station and Montgomery St BART Station is the most popular. The mapping between # of routes and stations will be shown after the plots.</p>
<p>In addition to this plot a violin plot of duration for each popular route is shown. We can see that the routes # 1 and # 5 takes more time with medians about 18 mins. Routes 12 and 13 have no distributions shown and it can be because of distributions are too narrow.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">20</span><span class="p">,</span><span class="mi">10</span><span class="p">])</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">cat_order</span> <span class="o">=</span> <span class="n">df_often</span><span class="o">.</span><span class="n">route</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">df_often</span><span class="o">.</span><span class="n">route</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">,</span> <span class="n">order</span> <span class="o">=</span> <span class="n">cat_order</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Bar chart of most popular routes&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df_often</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="n">df_often</span><span class="o">.</span><span class="n">route</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">df_often</span><span class="o">.</span><span class="n">duration_min</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">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">50</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Violin plot of duration for each popular route&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;route &#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;minutes&#39;</span><span class="p">);</span>
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
"
>
</div>

</div>

</div>
</div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input_hidden">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mapping_df</span>
</pre></div>

</div>
</div>
</div>

</div>

<div class="output_wrapper">
<div class="output">


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<div class="prompt output_prompt">Out[11]:</div>


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      <th></th>
      <th>route</th>
      <th>start_station_name</th>
      <th>end_station_name</th>
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      <th>0</th>
      <td>1</td>
      <td>San Francisco Caltrain (Townsend St at 4th St)</td>
      <td>The Embarcadero at Sansome St</td>
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    <tr>
      <th>1</th>
      <td>2</td>
      <td>San Francisco Caltrain (Townsend St at 4th St)</td>
      <td>Montgomery St BART Station (Market St at 2nd St)</td>
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      <th>2</th>
      <td>3</td>
      <td>San Francisco Caltrain (Townsend St at 4th St)</td>
      <td>Howard St at 2nd St</td>
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      <th>3</th>
      <td>4</td>
      <td>San Francisco Caltrain (Townsend St at 4th St)</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
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      <th>4</th>
      <td>5</td>
      <td>San Francisco Caltrain Station 2  (Townsend St...</td>
      <td>The Embarcadero at Sansome St</td>
    </tr>
    <tr>
      <th>5</th>
      <td>6</td>
      <td>San Francisco Caltrain Station 2  (Townsend St...</td>
      <td>Montgomery St BART Station (Market St at 2nd St)</td>
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      <th>6</th>
      <td>7</td>
      <td>San Francisco Caltrain Station 2  (Townsend St...</td>
      <td>Howard St at 2nd St</td>
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      <th>7</th>
      <td>8</td>
      <td>San Francisco Caltrain Station 2  (Townsend St...</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
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    <tr>
      <th>8</th>
      <td>9</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
      <td>The Embarcadero at Sansome St</td>
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    <tr>
      <th>9</th>
      <td>10</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
      <td>Montgomery St BART Station (Market St at 2nd St)</td>
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      <th>10</th>
      <td>11</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
      <td>Howard St at 2nd St</td>
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      <th>11</th>
      <td>12</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
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      <th>12</th>
      <td>13</td>
      <td>Market St at 10th St</td>
      <td>The Embarcadero at Sansome St</td>
    </tr>
    <tr>
      <th>13</th>
      <td>14</td>
      <td>Market St at 10th St</td>
      <td>Montgomery St BART Station (Market St at 2nd St)</td>
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    <tr>
      <th>14</th>
      <td>15</td>
      <td>Market St at 10th St</td>
      <td>Howard St at 2nd St</td>
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    <tr>
      <th>15</th>
      <td>16</td>
      <td>Market St at 10th St</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
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<h1 id="Duration-facetgrid-splitted-by-day-of-the-week">Duration facetgrid splitted by day of the week<a class="anchor-link" href="#Duration-facetgrid-splitted-by-day-of-the-week">&#182;</a></h1><p>FacetGrid for the distribution of the duration on a log scale is plotted. We can see that during the weekdays the distributions mimic each other. The most common durations are 5 minutes and 13 minutes. We can see that shapes of distributions are similar but the number of rides is significantly lower on weekends than on weekdays.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Let&#39;s define categorical variable for dow</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;day of week&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
<span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">dow</span> <span class="o">==</span> <span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;day of week&quot;</span> <span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;Monday&quot;</span>
<span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">dow</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;day of week&quot;</span> <span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;Tuesday&quot;</span>
<span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">dow</span> <span class="o">==</span> <span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;day of week&quot;</span> <span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;Wednesday&quot;</span>
<span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">dow</span> <span class="o">==</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;day of week&quot;</span> <span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;Thursday&quot;</span>
<span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">dow</span> <span class="o">==</span> <span class="mi">5</span><span class="p">,</span> <span class="s2">&quot;day of week&quot;</span> <span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;Friday&quot;</span>
<span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">dow</span> <span class="o">==</span> <span class="mi">6</span><span class="p">,</span> <span class="s2">&quot;day of week&quot;</span> <span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;Saturday&quot;</span>
<span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">dow</span> <span class="o">==</span> <span class="mi">7</span><span class="p">,</span> <span class="s2">&quot;day of week&quot;</span> <span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;Sunday&quot;</span>

<span class="n">ordinal_var_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;day of week&quot;</span><span class="p">:</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="s2">&quot;Saturday&quot;</span><span class="p">,</span> <span class="s2">&quot;Sunday&quot;</span><span class="p">]}</span>
<span class="n">ordered_var</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">api</span><span class="o">.</span><span class="n">types</span><span class="o">.</span><span class="n">CategoricalDtype</span><span class="p">(</span><span class="n">ordered</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">categories</span> <span class="o">=</span> <span class="n">ordinal_var_dict</span><span class="p">[</span><span class="s2">&quot;day of week&quot;</span><span class="p">]</span> <span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;day of week&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;day of week&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">ordered_var</span><span class="p">)</span>

<span class="n">df</span><span class="p">[</span><span class="s1">&#39;log_duration&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">duration_min</span><span class="p">)</span>
<span class="n">bin_edges</span> <span class="o">=</span> <span class="n">bin_edges</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">duration_min</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mf">0.1</span><span class="p">),</span> <span class="mf">0.1</span><span class="p">)</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span> <span class="n">col</span> <span class="o">=</span> <span class="s1">&#39;day of week&#39;</span><span class="p">,</span>  <span class="n">margin_titles</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">col_wrap</span><span class="o">=</span> <span class="mi">4</span> <span class="p">,</span> <span class="n">height</span> <span class="o">=</span><span class="mi">4</span><span class="p">);</span> 
<span class="n">g</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">sb</span><span class="o">.</span><span class="n">distplot</span><span class="p">,</span> <span class="s1">&#39;log_duration&#39;</span><span class="p">,</span> <span class="n">kde</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="n">bin_edges</span><span class="p">,</span> <span class="n">hist_kws</span> <span class="o">=</span><span class="p">{</span><span class="s1">&#39;alpha&#39;</span><span class="p">:</span><span class="mi">1</span><span class="p">})</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xlim</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mf">2.5</span><span class="p">));</span>
<span class="n">g</span><span class="o">.</span><span class="n">set_xlabels</span><span class="p">(</span><span class="s2">&quot;log(duration)&quot;</span><span class="p">);</span>
<span class="n">g</span><span class="o">.</span><span class="n">set_ylabels</span><span class="p">(</span><span class="s1">&#39;count&#39;</span><span class="p">);</span>                          
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sYUSaNiPJE0ShNJFiV5I7ABOHWqaEC12orygarqxKpaXlXLlyxZsqXNlaQe44mkUTKmSBoV44mkURrbbWgzSbKSbuLrg6pqKsGzFti7r9pewE1tfVD5rcAuSRa30UX99SVJkqTN2pLbaiVJ2p7MarKoPdnsL4EnV9VP+zatBj6U5B3Ag4BlwNfoRhAta08++x7dJNgvqKpK8kW6OY9OB1YCn5i9nkiSJsEvdpIkSdL4je02tCSnARcAD0uyNskRwPHATsC5SS5L8s8AVXU18GHgGuBfgVdU1Z1t1NArgXOAa4EPt7rQJZ3+rE2GvRvw/nH1RZIkSZIkaXsxzqehPX9A8YwJnap6K/DWAeWfBj49oPw6Nj4xTZIkSZK0HfOJrdLoTPJpaJIkSZIkSZpjTBZJkiRJkiSpx2SRJEmSJEmSekwWSZIkSZIkqcdkkSRJkiRJknpMFkmSJEmSJKln8aQbIEmSJEnSfLf0qLMn3QRpZBxZJEmSJEmSpB6TRZIkSZIkSeoxWSRJkiRJkqQe5yzaTgx7/+wNxz5jzC2RJEmSJElzmSOLJEmSJEmS1GOySJIkSZIkST3ehqax8xGSkiRJkiTNH44skiRJkiRJUo/JIkmSJEmSJPWYLJIkSZIkSVKPySJJkiRJkiT1mCySJEmSJElSj8kiSZIkSZIk9ZgskiRJkiRJUo/JIkmSJEmSJPWYLJIkSZIkSVKPySJJkiRJkiT1jC1ZlGRVkluSXNVXdv8k5yb5Tvu7aytPknclWZPkiiSP6dtnZav/nSQr+8ofm+TKts+7kmRcfZEkSZIkSdpejHNk0UnAIdPKjgI+X1XLgM+31wCHAsvaciRwAnTJJeBo4HHA/sDRUwmmVufIvv2mn0uSJEmSJElbaGzJoqo6H1g/rXgFcHJbPxl4dl/5KdW5ENglyR7A04Bzq2p9Vd0GnAsc0rbtXFUXVFUBp/QdS5IkSZIkSVtptucsemBV3QzQ/j6gle8J3NhXb20r21T52gHlAyU5MsklSS5Zt27dNndC0vbLeCJplIwpkkbFeCJplObKBNeD5huqrSgfqKpOrKrlVbV8yZIlW9lESTKeSBotY4qkUTGeSBql2U4W/aDdQkb7e0srXwvs3VdvL+CmzZTvNaBckiRJkiRJ22C2k0Wrgaknmq0EPtFX/qL2VLQDgNvbbWrnAAcn2bVNbH0wcE7b9uMkB7SnoL2o71iSJEmSJEnaSovHdeAkpwEHArsnWUv3VLNjgQ8nOQL4LvC8Vv3TwNOBNcBPgZcAVNX6JG8GLm713lRVU5Nmv5zuiWv3Bj7TFkmSJEmSJG2DsSWLqur5M2w6aEDdAl4xw3FWAasGlF8C7LctbZQkSZIkSdJdzZUJriVJkiRJkjQHmCySJEmSJElSj8kiSZIkSZIk9ZgskiRJkiRJUo/JIkmSJEmSJPWYLJIkSZIkSVKPySJJkiRJkiT1mCySJEmSJElSj8kiSZIkSZIk9ZgskiRJkiRJUo/JIkmSJEmSJPWYLJIkSZIkSVKPySJJkiRJkiT1mCySJEmSJElSj8kiSZIkSZIk9ZgskiRJkiRJUo/JIkmSJEmSJPWYLJIkSZIkSVKPySJJkiRJkiT1mCySJEmSJElSj8kiSZIkSZIk9ZgskiRJkiRJUs/iSTdAkqRJWnrU2UPVu+HYZ4y5JZIkSdLc4MgiSZIkSZIk9UwkWZTkT5NcneSqJKcl2THJPkkuSvKdJGckuWere6/2ek3bvrTvOG9o5d9K8rRJ9EWSJEmSJGkhmfVkUZI9gVcDy6tqP2ARcBjwNuC4qloG3AYc0XY5Aritqh4KHNfqkWTftt/DgUOA9yRZNJt9kSRJkiRJWmgmNWfRYuDeSX4B3Ae4GXgK8IK2/WTgGOAEYEVbBzgTOD5JWvnpVXUHcH2SNcD+wAWz1AdJkiTpLpwHTZK0EMz6yKKq+h7wduC7dEmi24GvAz+sqg2t2lpgz7a+J3Bj23dDq79bf/mAfe4iyZFJLklyybp160bbIUnbFeOJpFEypkgaFeOJpFGa9ZFFSXalGxW0D/BD4CPAoQOq1tQuM2ybqfzuhVUnAicCLF++fGAdSRqG8UTSKBlTJI2K8WThGXakIjhaUaM3iQmufxu4vqrWVdUvgI8CTwB2STKVvNoLuKmtrwX2Bmjb7wes7y8fsI8kSZIkSZK2wiSSRd8FDkhynzb30EHANcAXgee2OiuBT7T11e01bfsXqqpa+WHtaWn7AMuAr81SHyRJkiRJkhakWb8NraouSnImcCmwAfgG3XDJs4HTk7yllb2/7fJ+4INtAuv1dE9Ao6quTvJhukTTBuAVVXXnrHZGkiRJkiRpgRkqWZTk81V10ObKhlVVRwNHTyu+ju5pZtPr/hfwvBmO81bgrVvTBkmSJEmSJN3dJpNFSXake7T97m1i6qlJpXcGHjTmtkmSJEmSJGmWbW5k0R8Dr6VLDH2djcmiHwH/NMZ2SZIkSZIkaQI2mSyqqncC70zyqqp69yy1SZIkSZIkSRMy1JxFVfXuJE8AlvbvU1WnjKldkiRJkiRJmoBhJ7j+IPAQ4DJg6oljBZgskiRJkiRJWkCGShYBy4F9q6rG2RhpWEuPOnuoejcc+4wxt0SSJEmSpIVlhyHrXQX80jgbIkmSJEmSpMkbdmTR7sA1Sb4G3DFVWFXPGkurJEmSJEmSNBHDJouOGWcjJEmSJEmSNDcM+zS0fxt3QyRJkiRJkjR5wz4N7cd0Tz8DuCdwD+A/q2rncTVMkiRJkiRJs2/YkUU79b9O8mxg/7G0SJIkSZIkSRMz7JxFd1FVH09y1KgbI0mSJA2y9Kizh657w7HPGGNLJEla+Ia9De33+l7uACxn421pkiQNNOyXO7/YSZIkSXPHsCOLfqdvfQNwA7Bi5K2RJEmSJEnSRA07Z9FLxt0QSZIkSZIkTd4Ow1RKsleSjyW5JckPkpyVZK9xN06SJEmSJEmza6hkEfABYDXwIGBP4JOtTJIkSZIkSQvIsHMWLamq/uTQSUleO44GSZIkSdtiS56cJmn75EM4pE0bdmTRrUn+MMmitvwh8B/jbJgkSZIkSZJm37Aji14KHA8cBxTwVcBJryVJI+EoAEmSJGnuGDZZ9GZgZVXdBpDk/sDb6ZJIkiRJkiRJWiCGvQ3tEVOJIoCqWg88ejxNkiRJkiRJ0qQMO7JohyS7ThtZNOy+mkec6E2SJEmSpO3bsAmffwC+muRMujmLfh9469aeNMkuwPuA/drxXgp8CzgDWArcAPx+Vd2WJMA7gacDPwVeXFWXtuOsBP66HfYtVXXy1rZJkiRJkqR+zquo7dVQt6FV1SnAc4AfAOuA36uqD27Ded8J/GtV/RrwSOBa4Cjg81W1DPh8ew1wKLCsLUcCJ0BvdNPRwOOA/YGjk+y6DW2SJEmSJEna7g19K1lVXQNcs60nTLIz8CTgxe24Pwd+nmQFcGCrdjJwHvCXwArglKoq4MIkuyTZo9U9t82fRJJzgUOA07a1jZIkSZIkSdurScw79Ct0o5M+kOSRwNeB1wAPrKqbAarq5iQPaPX3BG7s239tK5up/G6SHEk3KokHP/jBo+uJpO2O8WT7tSXD0J3XTcMypkgaFeOJpFGaRLJoMfAY4FVVdVGSd7LxlrNBMqCsNlF+98KqE4ETAZYvXz6wjrac9+9qe2Q8kTRKxhRJo2I8kTRKQ81ZNGJrgbVVdVF7fSZd8ugH7fYy2t9b+urv3bf/XsBNmyiXJEmSJEnSVpr1ZFFVfR+4McnDWtFBdHMhrQZWtrKVwCfa+mrgRekcANzeblc7Bzg4ya5tYuuDW5kkSZIkSZK20iRuQwN4FXBqknsC1wEvoUtcfTjJEcB3gee1up8Gng6sAX7a6lJV65O8Gbi41XvT1GTXkiRJkiRJ2joTSRZV1WXA8gGbDhpQt4BXzHCcVcCq0bZOkiRJkiRp+zWpkUWSJEmSJGkEhn34kE9s1bBMFkmSJEmzzC92kqS5bBJPQ5MkSZIkSdIcZbJIkiRJkiRJPSaLJEmSJEmS1OOcRVrQnA9AkiRJkqQt48giSZIkSZIk9ZgskiRJkiRJUo/JIkmSJEmSJPWYLJIkSZIkSVKPySJJkiRJkiT1mCySJEmSJElSj8kiSZIkSZIk9ZgskiRJkiRJUo/JIkmSJEmSJPWYLJIkSZIkSVKPySJJkiRJkiT1mCySJEmSJElSj8kiSZIkSZIk9SyedAMkSZI0Pyw96uyh695w7DPG2BJJkjROJoskaYEb9sudX+wkSZIkgbehSZIkSZIkqY/JIkmSJEmSJPWYLJIkSZIkSVLPxJJFSRYl+UaST7XX+yS5KMl3kpyR5J6t/F7t9Zq2fWnfMd7Qyr+V5GmT6YkkSZIkSdLCMcmRRa8Bru17/TbguKpaBtwGHNHKjwBuq6qHAse1eiTZFzgMeDhwCPCeJItmqe2SJEmSJEkL0kSehpZkL+AZwFuBP0sS4CnAC1qVk4FjgBOAFW0d4Ezg+FZ/BXB6Vd0BXJ9kDbA/cMEsdUOSJEmStJV8Yqs0d00kWQT8I/B6YKf2ejfgh1W1ob1eC+zZ1vcEbgSoqg1Jbm/19wQu7Dtm/z53keRI4EiABz/4waPrxZgYNKW5a77FE0lzmzFF0qgYTySN0qzfhpbkmcAtVfX1/uIBVWsz2za1z10Lq06squVVtXzJkiVb1F5J6mc8kTRKxhRJo2I8kTRKkxhZ9ETgWUmeDuwI7Ew30miXJIvb6KK9gJta/bXA3sDaJIuB+wHr+8qn9O8jSdLEOEJU0qgMG0/AmCJJGp1ZTxZV1RuANwAkORB4XVUdnuQjwHOB04GVwCfaLqvb6wva9i9UVSVZDXwoyTuABwHLgK/NZl8kSZIkSZov/EFLw5rUnEWD/CVwepK3AN8A3t/K3w98sE1gvZ7uCWhU1dVJPgxcA2wAXlFVd85+syVJkiRJkhaOiSaLquo84Ly2fh3d08ym1/kv4Hkz7P9WuieqSZIkSZIkaQRmfYJrSZIkSZIkzV1z6TY0aWKcPFKSJEmSpI4jiyRJkiRJktRjskiSJEmSJEk9JoskSZIkSZLUY7JIkiRJkiRJPSaLJEmSJEmS1GOySJIkSZIkST0miyRJkiRJktRjskiSJEmSJEk9JoskSZIkSZLUY7JIkiRJkiRJPSaLJEmSJEmS1GOySJIkSZIkST0miyRJkiRJktRjskiSJEmSJEk9JoskSZIkSZLUY7JIkiRJkiRJPYsn3QBJkiRN1tKjzp50EyRJ0hxiskiS5iG/2EmSJEkaF29DkyRJkiRJUo/JIkmSJEmSJPV4G5okSZIkaSS8VV5aGEwWzSIDpyRJkiRJmutm/Ta0JHsn+WKSa5NcneQ1rfz+Sc5N8p32d9dWniTvSrImyRVJHtN3rJWt/neSrJztvkiSJEmSJC00k5izaAPw51X168ABwCuS7AscBXy+qpYBn2+vAQ4FlrXlSOAE6JJLwNHA44D9gaOnEkySJEmSJEnaOrOeLKqqm6vq0rb+Y+BaYE9gBXByq3Yy8Oy2vgI4pToXArsk2QN4GnBuVa2vqtuAc4FDZrErkiRJkiRJC85En4aWZCnwaOAi4IFVdTN0CSXgAa3ansCNfbutbWUzlQ86z5FJLklyybp160bZBUnbGeOJpFEypkgaFeOJpFGaWLIoyX2Bs4DXVtWPNlV1QFltovzuhVUnVtXyqlq+ZMmSLW+sJDXGE0mjZEyRNCrGE0mjNJFkUZJ70CWKTq2qj7biH7Tby2h/b2nla4G9+3bfC7hpE+WSJEmSJEnaSpN4GlqA9wPXVtU7+jatBqaeaLYS+ERf+YvaU9EOAG5vt6mdAxycZNc2sfXBrUySJEmSJElbafEEzvlE4IXAlUkua2V/BRwLfDjJEcB3gee1bZ8Gng6sAX4KvASgqtYneTNwcav3pqpaPztdkCRJkiRJWphmPVlUVV9m8HxDAAcNqF/AK2Y41ipg1ehaJ0mSJEmStH2b6NPQJEmSJEmSNLeYLJIkSZIkSVKPySJJkiRJkiT1TGKCa0mSBCw96uyh6t1w7DMIpv8xAAAgAElEQVTG3BJJkiRpI5NFkiRJkiSpZ9gftMAftRYqk0WSJEnSAuBoRUnSqJgskraQH8QkSZIkSQuZE1xLkiRJkiSpx2SRJEmSJEmSekwWSZIkSZIkqcdkkSRJkiRJknpMFkmSJEmSJKnHZJEkSZIkSZJ6TBZJkiRJkiSpZ/GkGyBJkiS48nu3s/Soszdb74ZjnzELrZEkSduz7S5Z5AcxSaMybDwBY4okSZo9fkaRtK28DU2SJEmSJEk9293IImm2+GuOpFEZNp6AMUXS5vkZRdIoGVMWJkcWSZIkSZIkqcdkkSRJkiRJknpMFkmSJEmSJKnHZJEkSZIkSZJ6nOBamjAnrpU0Sk4yKWlU/IwiaZT8jDK/OLJIkiRJkiRJPfN+ZFGSQ4B3AouA91XVsRNukiRJkiRJ2gqOapwb5nWyKMki4J+ApwJrgYuTrK6qaybbMmk8tiRwDsPgKm2/Rh1PwJgibc+8vUTSJIw69pio2mheJ4uA/YE1VXUdQJLTgRWAySJpCOP4sjgOCz0QSwvFfIkpwzL2SKO30OLEOBh7pNEbR+yZ5A/5s5GgT1Vt9c6TluS5wCFV9Uft9QuBx1XVK6fVOxI4sr3cD7hqVhs6PrsDt066ESNkf+a2hdSfHatqv63ZcQHHE1hY7zEsrP4spL7AwuuPMWWwhfQ+L6S+gP2Z67YqphhP5hX7M3ctpL7AtnxGmefJoucBT5uWLNq/ql61iX0uqarls9XGcVpIfQH7M9ctpP6Mqi8L6ZqA/ZnLFlJfwP6M+zhzxULqz0LqC9ifuW4U/fGazG32Z+5aSH2BbevPfH8a2lpg777XewE3TagtkiRJkiRJ8958TxZdDCxLsk+SewKHAasn3CZJkiRJkqR5a15PcF1VG5K8EjgHWASsqqqrN7PbieNv2axZSH0B+zPXLaT+jKovC+magP2ZyxZSX8D+jPs4c8VC6s9C6gvYn7luFP3xmsxt9mfuWkh9gW3oz7yes0iSJEmSJEmjNd9vQ5MkSZIkSdIImSySJEmSJElSj8kiSZIkSZqHkhyS5FtJ1iQ5asD2eyU5o22/KMnS2W/l8Iboz4uTrEtyWVv+aBLtHEaSVUluSXLVDNuT5F2tr1ckecxst3FLDNGfA5Pc3vfe/M1st3FYSfZO8sUk1ya5OslrBtSZN+/PkP3Z4vdnXk9wLUmSJEnboySLgH8CngqsBS5OsrqqrumrdgRwW1U9NMlhwNuAP5j91m7ekP0BOKOqXjnrDdxyJwHHA6fMsP1QYFlbHgec0P7OVSex6f4AfKmqnjk7zdkmG4A/r6pLk+wEfD3JudP+W5tP788w/YEtfH8cWSRJkiRJ88/+wJqquq6qfg6cDqyYVmcFcHJbPxM4KElmsY1bYpj+zBtVdT6wfhNVVgCnVOdCYJcke8xO67bcEP2ZN6rq5qq6tK3/GLgW2HNatXnz/gzZny1mskiSJEmS5p89gRv7Xq/l7l8Qe3WqagNwO7DbrLRuyw3TH4DntNuCzkyy9+w0bSyG7e988vgklyf5TJKHT7oxw2i3Zj4auGjapnn5/myiP7CF74/JIkmSJEmafwaNEKqtqDNXDNPWTwJLq+oRwOfYOGpqPppP780wLgV+uaoeCbwb+PiE27NZSe4LnAW8tqp+NH3zgF3m9Puzmf5s8ftjskiSJEmS5p+1QP/Imr2Am2aqk2QxcD/m7q1Em+1PVf1HVd3RXr4XeOwstW0chnn/5o2q+lFV/aStfxq4R5LdJ9ysGSW5B11i5dSq+uiAKvPq/dlcf7bm/TFZJEmSJEnzz8XAsiT7JLkncBiwelqd1cDKtv5c4AtVNVdHR2y2P9PmjHkW3dws89Vq4EXtqVsHALdX1c2TbtTWSvJLU/NhJdmfLtfwH5Nt1WCtne8Hrq2qd8xQbd68P8P0Z2veH5+GJkmSJEnzTFVtSPJK4BxgEbCqqq5O8ibgkqpaTfcF8oNJ1tCNKDpsci3etCH78+okz6J7+tN64MUTa/BmJDkNOBDYPcla4GjgHgBV9c/Ap4GnA2uAnwIvmUxLhzNEf54LvDzJBuBnwGFzODH5ROCFwJVJLmtlfwU8GObl+zNMf7b4/cncff8kSZIkSZI027wNTZIkSZIkST0miyRJkiRJktRjskiSJEmSJEk9JoskSZIkSZLUY7JIkiRJkiRJPSaLJEmSJEkasSQ/2cb9z0zyKwPKX5zk+G059rTj/dW011/dhmOdnmTZtrdKk2aySJIkSZKkOSTJw4FFVXXdCI61aDNV7pIsqqonbMPpTgBevw37a44wWSRJkiRJ0pik8/dJrkpyZZI/aOU7JHlPkquTfCrJp5M8t+12OPCJvmO8JMm3k/wb8MS+8pP69umNZkpyYJIvJvkQcGUr+3iSr7fzHdnKjgXuneSyJKdOO8ZM7T4wyXlt5NM3k5yaJK0JXwJ+O8niMVxKzSLfQEmSJEmSxuf3gEcBjwR2By5Ocj5d0mcp8D+ABwDXAqvaPk8ETgNIsgfwt8BjgduBLwLfGOK8+wP7VdX17fVLq2p9knu3NpxVVUcleWVVPWoL2g3waODhwE3AV1p7v1xV/51kTdvn60O0UXOUI4skSZIkSRqf3wROq6o7q+oHwL8Bv9HKP1JV/11V36dLAk3ZA1jX1h8HnFdV66rq58AZQ573a32JIoBXJ7kcuBDYG9jc3EIztXvq2Gur6r+By+iSXlNuAR40ZBs1RzmySJIkSZKk8ckWlgP8DNix73XNUG8DbRBIuxXsnn3b/rN3ouRA4LeBx1fVT5OcN+34W9q+O/rW7+SuuYUd6dqvecyRRZIkSZIkjc/5wB8kWZRkCfAk4GvAl4HntLmLHggc2LfPtcBD2/pFwIFJdktyD+B5ffVuoLs9DWAFcI8Z2nA/4LaWKPo14IC+bb9oxx223Zvzq8DVQ9TTHGaySJIkSZKk8fkYcAVwOfAF4PXttrOzgLXAVcC/0CWFbm/7nE1LHlXVzcAxwAXA54BL+479XuDJSb5Gd7vafzLYvwKLk1wBvJnuVrQpJwJXTE1wPUS7Z9SSXj9rbdY8lqqZRrNJd5fkGOAnVfX2MR1/CfApuuGTr66qL43jPO1cxzDiviS5k/a0gebZVXXDtDoPAt5VVc9lmjYc9HVVdcmo2iRNmnFjs8d8I/ACuiHc/w38cVVdtIn6LwY+W1U3beN5z8N4o3nO+LLZY25RfNmC4x7DGK+7tD1Jct+q+kmS3ehG7Tyxqr7fJqH+Ynt952RbObwkfwr8qKreP+m2aNs4Z5HmmoOAb1bVykk3ZCv9bIYnCQCQZHH7gne3RJGkrTZv40aSxwPPBB5TVXck2Z27zjUwyIvpfoEcOlnUYs+GrW6otP3a3uKLpNn3qSS70P37fPPUyJ2q+lmSo4E9ge9OsoFb6IfAByfdCG07b0PTZiV5Y5JvJfkc8LC+8pcluTjJ5UnOSnKfJDsluX7qntckOye5Yfo9sEl+Ocnnk1zR/j44yaOAvwOenuSylk2fqr9/ko+29RVJfpbknkl2THJdK39Ikn9N8vUkX2r34pJkSWvfxW154oA+vizJZ/rPOcLr9+IkH0nySeCzSZYmuaptu3eS09t1OAPo7/MJSS5JcnWSv21lByX5WF+dp05dF2kuMW4MbQ/g1qq6A6Cqbp0aMZTkb9q5r0pyYjrPBZYDp071t12r3ds+y9ONGCLJMW2/zwKnGG+0UBhfhrap+LKpuLEqyXlJrkvy6nFed0lQVQdW1aOqat+qOmnatnOqaj4liqiqD/gD1cJgskiblOSxwGHAo4HfY+OjEgE+WlW/UVWPpJuA7Yiq+jFwHvCMVucw4Kyq+sW0Qx8PnFJVjwBOpbst6zLgb4AzWsDsn0H/0tYGgN+i+1X9N+juy50aTn0i8KqqeizwOuA9rfydwHFV9RvAc4D3TevjK4Hfobtl7GfTth3ePiBOX86c4ZLdu6/Ox/rKHw+srKqnTKv/cuCn7Tq8lY2T0wG8saqWA4+guw/5EXT3Cv96umHxAC8BPjBDW6SJMG5sUdz4LLB3km8neU+SJ/f3t12r/egSO8+sqjOBS4DDB/R3kMcCK6rqBRhvtAAYX0YWXzbl14CnAfsDRye5xxivuyRpjvI2NG3ObwEfq6qfAiRZ3bdtvyRvAXYB7guc08rfB7we+Djdl4uXDTju4+k+bEA3TPHvNtWIqtqQZE2SX6f78PIOutn4FwFfSnJf4AnAR5LeEx7v1f7+NrBvX/nOSXZq6y+km1Tu2YM+wFTVqXQfGoc1021o51bV+gHlTwLe1c51RboJ56b8fpIj6f6d7gHs2+p8EPjDJB+gu44v2oL2SbPBuDFk3GhzFDyW7pr9T+CMJEe1Xxb/Z5LXA/cB7k/3VJFPDnPcPqv7vmwab7QQGF9GE1825ew2GumOJLcAD2R8112SNEeZLNIwZpoF/SS6DzOXp5tw9UCAqvpKulutngwsqqqrtuEc/b4EHAr8gu4pACfRfSh7Hd0ouR/OkKjZAXj8gF/noPsl8FHAXsD103dMcjjwFwOOuWbQBNWbMNNTCWBA35PsQ9ev36iq25KcBOzYNn+A7gvjfwEfcZin5ijjxt0NjBtt0srzgPOSXAmsTHI63SiE5VV1Y7rJZHecvm+zgY0jhafXmR57jDdaCIwvdzd0fGnt3FTcuKNv/U42fl+YjesuSZojvA1Nm3M+8Lvp5rrYiW5Y9JSdgJvb/eeHT9vvFOA0Zr5l4at0Q5Jp+355yLa8FrigqtYBu9ENlb66qn4EXJ/keQDpPLLt91nglVMHSTcHwZRvAH8MrE73lLK7qKpT29Dz6cuoJqg+n3btkuxHdwsIwM50X/JuT/f4yUP72nQT3cS2f033AU2aa4wbQ8aNJA9Lsqyv6FHA/8/GL2+3thEK/fv+mO46TrmBjbeUPWcz18J4o/nO+LLt8QWGjxv9fR3HdZckzVEmi7RJVXUpcAZwGXAW3a9oU/433X355wLfnLbrqcCudB8QBnk18JJ2G8QLgdcM0ZyL6IZCn99eXwFcUVVTv3QdDhyR5HK62zVW9J1rebpJK68B/mRaH79M9yvg2WmTPc6iE4D7tuvwerrHZVJVl9N9YLwaWAV8Zdp+pwI3VtU1s9hWaSjGjS1yX+DkJNe0fu0LHFNVPwTeC1xJdwvHxX37nAT8czZOuPu3wDuTfIluFMBMjDea94wvW2RgfGnbho0bU20a13WXJM1R2fj/M2l00j2xZ0VVvXDSbVmIkhwPfKOq3j/ptkijYtyYm4w3WgiML5PhdZek+cs5izRySd5NdxvD0yfdloUoydfpbhn580m3RRoV48bcZLzRQmB8mQyvuyTNb44skiRJkiRJUo9zFkmSJEmSJKlnbMmiJKuS3JLkbo/JTPK6JDU1aV97QsS7kqxpk/09pq/uyiTfacvKvvLHJrmy7fOutOeNSpIkSZIkaeuNc2TRScAh0wuT7A08FfhuX/GhwLK2HEn3xBaS3B84GngcsD9wdJJd2z4ntLpT+93tXIMccsghBbi4uGzfy0gYT1xcXNoyEsYUFxeXtkjSxI0tWVRV5wPrB2w6ju6Rvf2BcAVwSnUuBHZJsgfwNODcqlpfVbfRPZLzkLZt56q6oD2e9BTg2cO069Zbb936TklSH+OJpFEypkiSpLliVucsSvIs4HtVdfm0TXsCN/a9XtvKNlW+dkD5TOc9MsklSS5Zt27dNvRA0vbOeCJplIwpkiRpLpq1ZFGS+wBvBP5m0OYBZbUV5QNV1YlVtbyqli9ZsmSY5krSQMYTSaNkTJEkSXPRbI4segiwD3B5khuAvYBLk/wS3cigvfvq7gXctJnyvQaUS5IkSZIkaRvMWrKoqq6sqgdU1dKqWkqX8HlMVX0fWA28qD0V7QDg9qq6GTgHODjJrm1i64OBc9q2Hyc5oD0F7UXAJ2arL5IkSZIkSQvV2JJFSU4DLgAelmRtkiM2Uf3TwHXAGuC9wP8CqKr1wJuBi9vyplYG8HLgfW2ffwc+M45+SJIkSZIkbU8Wj+vAVfX8zWxf2rdewCtmqLcKWDWg/BJgv21rpSRJkiRJkvrN6tPQJEmSJEmSNLeZLJIkSZIkSVKPySJJkiRJkiT1mCySJEmSJElSj8kiSZIkSZIk9ZgskiRJkiRJUo/JIkmSJEmSJPWYLJIkSZIkSVKPySJJkiRJkiT1mCySJEmSJElSj8kiSZIkSZIk9ZgskiRJkiRJUo/JIkmSJEmSJPWYLJIkSZIkSVKPySJJkiRJkiT1mCySJEmSJElSj8kiSZIkSZIk9ZgskiRJkiRJUo/JIkmSJEmSJPWYLJIkSZIkSVKPySJJkiRJkiT1mCySJEmSJElSj8kiSZIkSZIk9ZgskiRJkiRJUs/YkkVJViW5JclVfWV/n+SbSa5I8rEku/Rte0OSNUm+leRpfeWHtLI1SY7qK98nyUVJvpPkjCT3HFdfJEmSJEmSthfjHFl0EnDItLJzgf2q6hHAt4E3ACTZFzgMeHjb5z1JFiVZBPwTcCiwL/D8VhfgbcBxVbUMuA04Yox9kSRJkiRJ2i6MLVlUVecD66eVfbaqNrSXFwJ7tfUVwOlVdUdVXQ+sAfZvy5qquq6qfg6cDqxIEuApwJlt/5OBZ4+rL5IkSZIkSduLSc5Z9FLgM219T+DGvm1rW9lM5bsBP+xLPE2VD5TkyCSXJLlk3bp1I2q+pO2R8UTSKBlTJEnSXDSRZFGSNwIbgFOnigZUq60oH6iqTqyq5VW1fMmSJVvaXEnqMZ5IGiVjiiRJmosWz/YJk6wEngkcVFVTCZ61wN591fYCbmrrg8pvBXZJsriNLuqvL0mSJEn/t737D5b0KusE/n3IJIAKJJABQxJ24hrdAlYFZ5MoW27KuBDILqE0aCyVAWNlywV/7pYM1NbGBVM11roq+AM2mmhCISEGNSOJpCIQWVfILwjkl8psSJExgYwmBCSIBp79o99pbyZ3ZvrOdN++t+/nU9V1+z193vc+J33zpPP0ec8B4BCt6syiqjozyeuTvLy7H1ny0s4k51bVE6vqpCQnJ7kxyU1JTh52Pjsqo0Wwdw5Fpg8mOWc4f1uSq1ZrHAAAAACLambFoqp6V5IPJ/nmqtpdVecl+fUkT0lyXVXdWlVvT5LuviPJFUnuTPK+JK/t7q8Ms4Zel+TaJHcluWLom4yKTj9bVbsyWsPo4lmNBQAAAGCjmNltaN39g8s077eg090XJrlwmfZrklyzTPvdGe2WBgAAAMCUzHM3NAAAAADWGMUiAAAAAMZWfTc02J8t26+euO89O86aYSQAAACwcZlZBAAAAMCYYhEAAAAAY4pFAAAAAIwpFgEAAAAwplgEAAAAwJhiEQAAAABjikUAAAAAjCkWAQAAADCmWAQAAADAmGIRAAAAAGOKRQAAAACMKRYBAAAAMKZYBAAAAMDYpnkHwOrYsv3qifrds+OsGUcCAAAArGVmFgEAAAAwplgEAAAAwJhiEQAAAABjikUAAAAAjCkWAQAAADCmWAQAAADAmGIRAAAAAGMzKxZV1SVV9UBV3b6k7elVdV1VfXL4eczQXlX11qraVVWfqKoXLjln29D/k1W1bUn7t1fVbcM5b62qmtVYAAAAADaKWc4s+t0kZ+7Ttj3J+7v75CTvH46T5KVJTh4e5yd5WzIqLiW5IMmpSU5JcsHeAtPQ5/wl5+37uwAAAABYoU2zunB3f6iqtuzTfHaS04fnlya5Psnrh/bLuruTfKSqjq6q44a+13X3g0lSVdclObOqrk/y1O7+8NB+WZJXJPmTWY2HQ7dl+9XzDgEAAACY0GqvWfSs7r4/SYafzxzaj09y75J+u4e2A7XvXqZ9WVV1flXdXFU379mz57AHAWxc8gkwTXIKALAWrZUFrpdbb6gPoX1Z3X1Rd2/t7q2bN28+xBAB5BNguuQUAGAtWu1i0WeH28sy/HxgaN+d5MQl/U5Ict9B2k9Yph0AAACAw7DaxaKdSfbuaLYtyVVL2l817Ip2WpKHh9vUrk3y4qo6ZljY+sVJrh1e+0JVnTbsgvaqJdcCAAAA4BDNbIHrqnpXRgtUH1tVuzPa1WxHkiuq6rwkn07yyqH7NUlelmRXkkeSvCZJuvvBqnpzkpuGfm/au9h1kh/PaMe1J2e0sLXFrQEAAAAO0yx3Q/vB/bx0xjJ9O8lr93OdS5Jcskz7zUmefzgxAgAAAPBYa2WBawAAAADWAMUiAAAAAMYUiwAAAAAYUywCAAAAYEyxCAAAAIAxxSIAAAAAxhSLAAAAABhTLAIAAABgTLEIAAAAgDHFIgAAAADGFIsAAAAAGFMsAgAAAGBMsQgAAACAMcUiAAAAAMYUiwAAAAAYUywCAAAAYEyxCAAAAIAxxSIAAAAAxhSLAAAAABhTLAIAAABgTLEIAAAAgDHFIgAAAADGFIsAAAAAGFMsAgAAAGBsLsWiqvqZqrqjqm6vqndV1ZOq6qSquqGqPllV766qo4a+TxyOdw2vb1lynTcM7X9VVS+Zx1gAAAAAFsmqF4uq6vgkP5lka3c/P8kRSc5N8otJfqW7T07yUJLzhlPOS/JQd39jkl8Z+qWqnjuc97wkZyb5zao6YjXHAgAAALBo5nUb2qYkT66qTUm+Jsn9Sb47yZXD65cmecXw/OzhOMPrZ1RVDe2Xd/eXu/tTSXYlOWWV4gcAAABYSKteLOruv0nyS0k+nVGR6OEktyT5XHc/OnTbneT44fnxSe4dzn106P+Mpe3LnPMYVXV+Vd1cVTfv2bNnugMCNhT5BJgmOQUAWIvmcRvaMRnNCjopybOTfG2Sly7Ttfeesp/X9tf++Mbui7p7a3dv3bx588qDBhjIJ8A0ySkAwFo0j9vQvifJp7p7T3f/U5I/SPKdSY4ebktLkhOS3Dc8353kxCQZXn9akgeXti9zDgAAAACHYB7Fok8nOa2qvmZYe+iMJHcm+WCSc4Y+25JcNTzfORxneP0D3d1D+7nDbmknJTk5yY2rNAYAAACAhTRRsaiq3j9J2yS6+4aMFqr+aJLbhhguSvL6JD9bVbsyWpPo4uGUi5M8Y2j/2STbh+vckeSKjApN70vy2u7+yqHEBAAAAMDIpgO9WFVPymi3smOHtYb2rhP01IzWGzok3X1Bkgv2ab47y+xm1t3/kOSV+7nOhUkuPNQ4AAAAAHisAxaLkvynJD+dUWHolvxzsejzSX5jhnEBAAAAMAcHLBZ191uSvKWqfqK7f22VYgIAAABgTg42syhJ0t2/VlXfmWTL0nO6+7IZxQUAAADAHExULKqqdyT5l0luTbJ3EelOolgEAAAAsEAmKhYl2ZrkucOW9QAAAAAsqCdM2O/2JF8/y0AAAAAAmL9JZxYdm+TOqroxyZf3Nnb3y2cSFRzElu1XT9Tvnh1nzTgSAAAAWCyTFot+fpZBAAAAALA2TLob2p/NOhAAAAAA5m/S3dC+kNHuZ0lyVJIjk3yxu586q8AAAAAAWH2Tzix6ytLjqnpFklNmEhEAAAAAczPpbmiP0d1/lOS7pxwLAAAAAHM26W1o37vk8AlJtuafb0sDAAAAYEFMuhvaf1zy/NEk9yQ5e+rRAAAAADBXk65Z9JpZBwIAAADA/E20ZlFVnVBVf1hVD1TVZ6vqPVV1wqyDAwAAAGB1TbrA9e8k2Znk2UmOT/LHQxsAAAAAC2TSYtHm7v6d7n50ePxuks0zjAsAAACAOZi0WPS3VfXDVXXE8PjhJH83y8AAAAAAWH2TFot+NMn3J/lMkvuTnJPEotcAAAAAC2ai3dCSvDnJtu5+KEmq6ulJfimjIhIAAAAAC2LSmUXfsrdQlCTd/WCSF8wmJAAAAADmZdJi0ROq6pi9B8PMoklnJQEAAACwTkxa8PlfSf6iqq5M0hmtX3ThzKICAAAAYC4mmlnU3Zcl+b4kn02yJ8n3dvc7DvWXVtXRVXVlVf1lVd1VVd9RVU+vquuq6pPDz2OGvlVVb62qXVX1iap64ZLrbBv6f7Kqth1qPAAAAACMTHwrWXffmeTOKf3etyR5X3efU1VHJfmaJG9M8v7u3lFV25NsT/L6JC9NcvLwODXJ25KcOtwKd0GSrRnNdrqlqnYuXVuJlduy/eqJ+t2z46wZRwIAAADMw6RrFk1NVT01yXcluThJuvsfu/tzSc5OcunQ7dIkrxien53ksh75SJKjq+q4JC9Jcl13PzgUiK5LcuYqDgUAAABg4ax6sSjJN2R0K9vvVNXHquq3q+prkzyru+9PkuHnM4f+xye5d8n5u4e2/bU/TlWdX1U3V9XNe/bsme5ogA1FPgGmSU4BANaieRSLNiV5YZK3dfcLknwxo1vO9qeWaesDtD++sfui7t7a3Vs3b9680ngBxuQTYJrkFABgLZpHsWh3kt3dfcNwfGVGxaPPDreXZfj5wJL+Jy45/4Qk9x2gHQAAAIBDtOrFou7+TJJ7q+qbh6YzMlo4e2eSvTuabUty1fB8Z5JXDbuinZbk4eE2tWuTvLiqjhl2Tnvx0AYAAADAIZp4N7Qp+4kk7xx2Qrs7yWsyKlxdUVXnJfl0klcOfa9J8rIku5I8MvRNdz9YVW9OctPQ703d/eDqDYFJd04DAAAA1o+5FIu6+9aMtrzf1xnL9O0kr93PdS5Jcsl0owMAAADYuOaxZhEAAAAAa5RiEQAAAABjikUAAAAAjM1rgWtYFZMuwn3PjrNmHAkAAACsD2YWAQAAADCmWAQAAADAmGIRAAAAAGOKRQAAAACMKRYBAAAAMGY3NAAWkt0QAQDg0JhZBAAAAMCYYhEAAAAAY4pFAAAAAIwpFgEAAAAwplgEAAAAwJhiEQAAAABjikUAAAAAjG2adwAArC9btl89cd97dpw1w0gAAIBZMLMIAAAAgDEziwAA4ADMqARgozGzCAAAAIAxxSIAAAAAxhSLAAAAABizZhEA68ZK1g0BAAAOzdxmFsAtIIQAAA/QSURBVFXVEVX1sap673B8UlXdUFWfrKp3V9VRQ/sTh+Ndw+tbllzjDUP7X1XVS+YzEgAAAIDFMc+ZRT+V5K4kTx2OfzHJr3T35VX19iTnJXnb8POh7v7Gqjp36PcDVfXcJOcmeV6SZyf506r6pu7+ymoPBACAQzPpjEG7jAHA6pnLzKKqOiHJWUl+eziuJN+d5Mqhy6VJXjE8P3s4zvD6GUP/s5Nc3t1f7u5PJdmV5JTVGQEAAADAYprXzKJfTfJzSZ4yHD8jyee6+9HheHeS44fnxye5N0m6+9Gqenjof3ySjyy55tJzHqOqzk9yfpI85znPmd4oWBgrWQfFN5sbm3wCTJOcAgCsRas+s6iq/kOSB7r7lqXNy3Ttg7x2oHMe29h9UXdv7e6tmzdvXlG8AEvJJ8A0ySkAwFo0j5lFL0ry8qp6WZInZbRm0a8mObqqNg2zi05Ict/Qf3eSE5PsrqpNSZ6W5MEl7XstPQcAAACAQ7DqxaLufkOSNyRJVZ2e5L929w9V1e8nOSfJ5Um2JblqOGXncPzh4fUPdHdX1c4kv1dVv5zRAtcnJ7lxNccyKxZ6BAAAAOZlnruh7ev1SS6vql9I8rEkFw/tFyd5R1XtymhG0blJ0t13VNUVSe5M8miS19oJDQAAAODwzLVY1N3XJ7l+eH53ltnNrLv/Ickr93P+hUkunF2EACw6szkBAOCx1tLMIgAAWDUr2Q0VADaSVd8NDQAAAIC1S7EIAAAAgDHFIgAAAADGrFkEABNYydomFsMGAGA9UywCAIApscMiAIvAbWgAAAAAjCkWAQAAADCmWAQAAADAmDWLAGDKrFkCAMB6ZmYRAAAAAGOKRQAAAACMKRYBAAAAMGbNIgAAWGXWNgNgLTOzCAAAAIAxM4sAAGCNmnQGUmIWEgDTY2YRAAAAAGOKRQAAAACMKRYBAAAAMGbNIgBmxm4/AACw/phZBAAAAMCYmUUAzN1KdvsBAABmy8wiAAAAAMbMLFpFvjkHAAAA1rpVLxZV1YlJLkvy9Um+muSi7n5LVT09ybuTbElyT5Lv7+6HqqqSvCXJy5I8kuTV3f3R4Vrbkvy34dK/0N2XruZYAABYHSv50s2i+QBweOYxs+jRJP+luz9aVU9JcktVXZfk1Une3907qmp7ku1JXp/kpUlOHh6nJnlbklOH4tIFSbYm6eE6O7v7oVUfEQAAa4bZ3ABweFZ9zaLuvn/vzKDu/kKSu5Icn+TsJHtnBl2a5BXD87OTXNYjH0lydFUdl+QlSa7r7geHAtF1Sc5cxaEAAAAALJy5LnBdVVuSvCDJDUme1d33J6OCUpJnDt2OT3LvktN2D237a1/u95xfVTdX1c179uyZ5hCADUY+AaZJTgEA1qK5FYuq6uuSvCfJT3f35w/UdZm2PkD74xu7L+rurd29dfPmzSsPFmAgnwDTJKcAAGvRXIpFVXVkRoWid3b3HwzNnx1uL8vw84GhfXeSE5ecfkKS+w7QDgAAAMAhWvVi0bC72cVJ7uruX17y0s4k24bn25JctaT9VTVyWpKHh9vUrk3y4qo6pqqOSfLioQ0AAACAQzSP3dBelORHktxWVbcObW9MsiPJFVV1XpJPJ3nl8No1SV6WZFeSR5K8Jkm6+8GqenOSm4Z+b+ruB1dnCAAAAACLadWLRd3951l+vaEkOWOZ/p3ktfu51iVJLpledACLZ9ItpO/ZcdaMIwEAANaDue6GBgAAAMDaMo/b0AAAWIcmnamYmK0IAOuZYhGskFt6gGmRT4BpklMAmBa3oQEAAAAwplgEAAAAwJhiEQAAAABjikUAAAAAjCkWAQAAADCmWAQAAADA2KZ5BwDAyk26PTIAAMBKmVkEAAAAwJiZRQAAG5zZigDAUmYWAQAAADBmZhEArHErmfVxz46zZhgJAAAbgWIRAABsIJMWoBWfATYuxSKYER/EAAAAWI82XLHotr95eKL/ifc/8AAAAMBGZIFrAAAAAMYUiwAAAAAY23C3oQFMy6S3tSZubWX1+JsEAOBwKRYBAACPM2nxOVGABlg0ikUwZz6IAZDYhAMAWDusWQQAAADAmJlFsI5YiwSYFrMagWnyGQVgsaz7YlFVnZnkLUmOSPLb3b1jziHB3PnABkzTSgpLk5B7YOPyGQVgfVjXxaKqOiLJbyT590l2J7mpqnZ2953zjQzWh2n/D2Diwx1wcPPMPWZUwfowizwxC/IEsKjWdbEoySlJdnX33UlSVZcnOTuJYhHMyXr4cOeDHSyeWeQeMyCAg/HFG7CoqrvnHcMhq6pzkpzZ3T82HP9IklO7+3X79Ds/yfnD4fOT3L6qgc7OsUn+dt5BTJHxrG2LNJ4ndffzD+XEBc4nyWK9x8lijWeRxpIs3njklOUt0vu8SGNJjGetO+ScAjAt631mUS3T9rjqV3dflOSiJKmqm7t766wDWw2LNJbEeNa6RRpPVd18qOcuaj5JjGctW6SxJIs5nkM9V05ZHxZpLInxrHWHk1MApuUJ8w7gMO1OcuKS4xOS3DenWAAAAADWvfVeLLopyclVdVJVHZXk3CQ75xwTAAAAwLq1rm9D6+5Hq+p1Sa5NckSSS7r7joOcdtHsI1s1izSWxHjWukUaz7TGskj/TBLjWcsWaSyJ8cz6OmvFIo1nkcaSGM9at2jjAdahdb3ANQAAAADTtd5vQwMAAABgihSLAAAAABhbyGJRVZ1ZVX9VVbuqavsyrz+xqt49vH5DVW1Z/SgnN8F4Xl1Ve6rq1uHxY/OIcxJVdUlVPVBVt+/n9aqqtw5j/URVvXC1Y1yJCcZzelU9vOS9+e+rHeNKVNWJVfXBqrqrqu6oqp9aps+6eI8mHMtE74+cIqeslkXKKYuUTxI5ZX/kk7VrkfJJslg5ZZr5BGBmunuhHhktdP3/knxDkqOSfDzJc/fp85+TvH14fm6Sd8877sMcz6uT/Pq8Y51wPN+V5IVJbt/P6y9L8idJKslpSW6Yd8yHOZ7Tk7x33nGuYDzHJXnh8PwpSf56mb+3dfEeTTiWg74/csrafsgpa/exSPlkBePZUDlFPlm7f68Tjmfd5JMh3oXJKdPKJx4eHh6zfCzizKJTkuzq7ru7+x+TXJ7k7H36nJ3k0uH5lUnOqKpaxRhXYpLxrBvd/aEkDx6gy9lJLuuRjyQ5uqqOW53oVm6C8awr3X1/d390eP6FJHclOX6fbuviPZpwLJOQU9YwOWXtWqR8ksgp+yGfrNG/12Sx8kmyWDllivkEYGYWsVh0fJJ7lxzvzuOT77hPdz+a5OEkz1iV6FZukvEkyfcN022vrKoTVye0mZh0vOvJd1TVx6vqT6rqefMOZlLDbQ8vSHLDPi+tu/foAGNJDv7+yClyylqz7nLKIuWTRE5ZQj5ZB3+vB7Hu8kmyWDnlMPMJwMwsYrFouW/e+hD6rBWTxPrHSbZ097ck+dP887eR69F6em8m8dEk/6K7vzXJryX5oznHM5Gq+rok70ny0939+X1fXuaUNfseHWQsk7w/coqcspasu5yySPkkkVP2IZ+szfdlUusunySLlVOmkE8AZmYRi0W7kyz91uqEJPftr09VbUrytKzdaboHHU93/113f3k4/K0k375Ksc3CJO/futHdn+/uvx+eX5PkyKo6ds5hHVBVHZnRB5d3dvcfLNNl3bxHBxvLhO+PnCKnrBnrLacsUj5J5JRlyCdr+O/1YNZbPkkWK6dMKZ8AzMwiFotuSnJyVZ1UVUdltDDkzn367EyybXh+TpIPdPda/dbhoOPZ517sl2d03/N6tTPJq4bdLE5L8nB33z/voA5VVX393nUmquqUjP6d+7v5RrV/Q6wXJ7mru395P93WxXs0yVgmfH/kFDllzVhPOWWR8kkip+yHfLJG/14nsZ7ySbJYOWWK+QRgZjbNO4Bp6+5Hq+p1Sa7NaJeOS7r7jqp6U5Kbu3tnRsn5HVW1K6Nv6s6dX8QHNuF4frKqXp7k0YzG8+q5BXwQVfWujHZ3OLaqdie5IMmRSdLdb09yTUY7WexK8kiS18wn0slMMJ5zkvx4VT2a5EtJzl2jH/j3elGSH0lyW1XdOrS9MclzknX3Hk0yloO+P3KKnLKaFiynLFI+SeSUx5FP1vTf66Llk2SxcspU8gnALJWcAwAAAMBei3gbGgAAAACHSLEIAAAAgDHFIgAAAADGFIsAAAAAGFMsAgAAAGBMsYi5qKq/P8zzr6yqb1im/dVV9euHc+19rvfGfY7/4jCudXlVnXz4UQFLySfANMkpAKBYxDpUVc9LckR33z2Fax1xkC6P+SDW3d95GL/ubUl+7jDOB6ZMPgGmSU4BYFEoFjFXNfI/q+r2qrqtqn5gaH9CVf1mVd1RVe+tqmuq6pzhtB9KctWSa7ymqv66qv4syYuWtP/uknPG3xRW1elV9cGq+r0ktw1tf1RVtwy/7/yhbUeSJ1fVrVX1zn2usb+4T6+q64dvFf+yqt5ZVTWE8H+SfE9VbZrBP0rY8OQTYJrkFAA2Mv9BYN6+N8m3JfnWJMcmuamqPpTRB6otSf51kmcmuSvJJcM5L0ryriSpquOS/I8k357k4SQfTPKxCX7vKUme392fGo5/tLsfrKonDzG8p7u3V9XruvvbVhB3krwgyfOS3Jfk/w7x/nl3f7Wqdg3n3DJBjMDKyCfANMkpAGxYZhYxb/82ybu6+yvd/dkkf5bk3wztv9/dX+3uz2T0AWuv45LsGZ6fmuT67t7T3f+Y5N0T/t4bl3wIS5KfrKqPJ/lIkhOTHOy+/f3Fvffau7v7q0luzegD5V4PJHn2hDECKyOfANMkpwCwYZlZxLzVCtuT5EtJnrTkuPfT79EMBdFhmvVRS1774vgXVZ2e5HuSfEd3P1JV1+9z/ZXG9+Ulz7+Sx/579qSM4gemTz4BpklOAWDDMrOIeftQkh+oqiOqanOS70pyY5I/T/J9w7oAz0py+pJz7kryjcPzG5KcXlXPqKojk7xySb97Mpr6nSRnJzlyPzE8LclDw4ewf5XktCWv/dNw3UnjPphvSnLHBP2AlZNPgGmSUwDYsBSLmLc/TPKJJB9P8oEkPzdM6X5Pkt1Jbk/yvzP6wPXwcM7VGT6Ydff9SX4+yYeT/GmSjy659m8l+XdVdWNGU8G/mOW9L8mmqvpEkjdnNM17r4uSfGLv4pETxL1fwwfKLw0xA9MnnwDTJKcAsGFV9/5mx8J8VdXXdfffV9UzMvpG7EXd/ZlhgccPDsdfmW+Uk6uqn0ny+e6+eN6xwEYjnwDTJKcAsOisWcRa9t6qOjqj+/jfvPdbse7+UlVdkOT4JJ+eZ4Ar9Lkk75h3ELBBySfANMkpACw0M4sAAAAAGLNmEQAAAABjikUAAAAAjCkWAQAAADCmWAQAAADAmGIRAAAAAGP/H2v/fu6JA1WsAAAAAElFTkSuQmCC
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<h1 id="Dependance-of-the-duration-mean-value">Dependance of the duration mean value<a class="anchor-link" href="#Dependance-of-the-duration-mean-value">&#182;</a></h1><p>In addition to the previous plot we will consider average duration time depending on the day of the week clustered by a gender. From the plot we can see that from Monday through Friday the average time of bike usage is about 15 minutes for women and about 12 minutes for men. On Saturaday and Sunday it is between 16-17 minutes for men and 23 minutes for women even though the number of rides on weekends is significantly lower. At the same time, we need to keep in mind that men 35 times more use the bike share system than women.</p>
<p>In addition, the heatmap below shows that on everage women ride bikes longer than men. The longest average time belonges to women at 61-65 year old. Men use bikes pretty much uniformly through out the age 26 and 70, starting since 71 this number increasing.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">])</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;dow&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;duration_min&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;member_gender&#39;</span><span class="p">,</span> <span class="n">linestyles</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">);</span>
<span class="n">ax</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">8</span><span class="p">,</span> <span class="n">ncol</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">framealpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">title</span> <span class="o">=</span> <span class="s1">&#39;gender&#39;</span><span class="p">);</span>
<span class="n">tick_locs</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;Monday&quot;</span><span class="p">,</span> <span class="s2">&quot;Tuesday&quot;</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="s2">&quot;Friday&quot;</span><span class="p">,</span> <span class="s1">&#39;Saturday&#39;</span><span class="p">,</span> <span class="s2">&quot;Sunday&quot;</span><span class="p">];</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">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="mi">6</span><span class="p">],</span> <span class="n">tick_locs</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;minutes&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</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">title</span><span class="p">(</span><span class="s1">&#39;Dependance of the duration mean value from the day of the week&#39;</span><span class="p">);</span>

<span class="n">cat_means</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;age&lt;80&#39;</span><span class="p">)</span>
<span class="n">cat_means</span><span class="p">[</span><span class="s1">&#39;range&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">cut</span><span class="p">(</span><span class="n">cat_means</span><span class="o">.</span><span class="n">age</span><span class="p">,</span> <span class="p">[</span><span class="mi">18</span><span class="p">,</span> <span class="mi">25</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">35</span><span class="p">,</span> <span class="mi">40</span><span class="p">,</span> <span class="mi">45</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">55</span><span class="p">,</span> <span class="mi">60</span><span class="p">,</span> <span class="mi">65</span><span class="p">,</span> <span class="mi">70</span><span class="p">,</span> <span class="mi">75</span><span class="p">,</span> <span class="mi">80</span><span class="p">],</span> <span class="n">include_lowest</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                           <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;18-25&#39;</span><span class="p">,</span> <span class="s1">&#39;26-30&#39;</span><span class="p">,</span> <span class="s1">&#39;31-35&#39;</span><span class="p">,</span> <span class="s1">&#39;36-40&#39;</span><span class="p">,</span> <span class="s1">&#39;41-45&#39;</span><span class="p">,</span> <span class="s1">&#39;46-50&#39;</span><span class="p">,</span> <span class="s1">&#39;51-55&#39;</span><span class="p">,</span> <span class="s1">&#39;56-60&#39;</span><span class="p">,</span> <span class="s1">&#39;61-65&#39;</span><span class="p">,</span> <span class="s1">&#39;66-70&#39;</span><span class="p">,</span> 
                                    <span class="s1">&#39;71-75&#39;</span><span class="p">,</span> <span class="s1">&#39;76-80&#39;</span><span class="p">])</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">cat_means</span> <span class="o">=</span> <span class="n">cat_means</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;range&#39;</span><span class="p">,</span> <span class="s1">&#39;member_gender&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">mean</span><span class="p">()[</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span>
<span class="n">cat_means</span> <span class="o">=</span> <span class="n">cat_means</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span> <span class="o">=</span> <span class="s1">&#39;duration_mean&#39;</span><span class="p">)</span>


<span class="n">cat_means</span> <span class="o">=</span> <span class="n">cat_means</span><span class="o">.</span><span class="n">pivot</span><span class="p">(</span><span class="n">index</span> <span class="o">=</span> <span class="s1">&#39;range&#39;</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="s1">&#39;member_gender&#39;</span><span class="p">,</span>
                            <span class="n">values</span> <span class="o">=</span> <span class="s1">&#39;duration_mean&#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">heatmap</span><span class="p">(</span><span class="n">cat_means</span><span class="p">,</span> <span class="n">annot</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">cbar_kws</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;label&#39;</span> <span class="p">:</span> <span class="s1">&#39;minutes&#39;</span><span class="p">},</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;viridis_r&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">invert_yaxis</span><span class="p">();</span>

<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Average duration with respect to age and gender&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;age&#39;</span><span class="p">)</span>
</pre></div>

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<pre>&lt;matplotlib.text.Text at 0xbb044d5be0&gt;</pre>
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<h1 id="Heatmap-between-hour-of-the-day-and-day-of-the-week">Heatmap between hour of the day and day of the week<a class="anchor-link" href="#Heatmap-between-hour-of-the-day-and-day-of-the-week">&#182;</a></h1><p>Heatmap between hour of the day and day of the week is plotted. We can see that bikes are normally taken in between 6am and 9pm on weekends. 8am and 5pm are the most popular time when bikes are taken for rides on weekdays because people are going to work and coming from work at this time. On weekends the heatmap does not have any extreme values and shows that time when bikes are taken is between 10am and 7pm and number of rides uniformly distributed in this period.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#let&#39;s prepare data for heatmap</span>
<span class="n">ct_counts</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;hour&#39;</span><span class="p">,</span> <span class="s1">&#39;dow&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="n">ct_counts</span> <span class="o">=</span> <span class="n">ct_counts</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span> <span class="o">=</span> <span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">ct_counts</span> <span class="o">=</span><span class="n">ct_counts</span><span class="o">.</span><span class="n">pivot</span><span class="p">(</span><span class="n">index</span> <span class="o">=</span> <span class="s1">&#39;hour&#39;</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="s1">&#39;dow&#39;</span><span class="p">,</span> <span class="n">values</span> <span class="o">=</span> <span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">ct_counts</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span><span class="mi">5</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">heatmap</span><span class="p">(</span><span class="n">ct_counts</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;viridis_r&#39;</span><span class="p">);</span>
<span class="n">ax</span><span class="o">.</span><span class="n">invert_yaxis</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Heatmap between hour of the day and day of the week&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Day of the week&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Hour&#39;</span><span class="p">);</span>
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<h1 id="Average-duration-time-with-respect-to-age-and-gender">Average duration time with respect to age and gender<a class="anchor-link" href="#Average-duration-time-with-respect-to-age-and-gender">&#182;</a></h1><p>The heatmap below shows that on everage women ride bikes longer than men. The longest average time belonges to women at 61-65 year old while men use bikes 35 times more often as it was shown above. Between 35 and 70 year old man duration time is almost uniform about 13 minutes and only at 71 it starts increasing and reaches it's maximum when men ar 75-80. On the other hand we need to keep in mind that at this age people do not use bikes often.</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="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">8</span><span class="p">,</span><span class="mi">5</span><span class="p">]);</span>
<span class="n">cat_means</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;age&lt;80&#39;</span><span class="p">)</span>
<span class="n">cat_means</span><span class="p">[</span><span class="s1">&#39;range&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">cut</span><span class="p">(</span><span class="n">cat_means</span><span class="o">.</span><span class="n">age</span><span class="p">,</span> <span class="p">[</span><span class="mi">18</span><span class="p">,</span> <span class="mi">25</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">35</span><span class="p">,</span> <span class="mi">40</span><span class="p">,</span> <span class="mi">45</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">55</span><span class="p">,</span> <span class="mi">60</span><span class="p">,</span> <span class="mi">65</span><span class="p">,</span> <span class="mi">70</span><span class="p">,</span> <span class="mi">75</span><span class="p">,</span> <span class="mi">80</span><span class="p">],</span> <span class="n">include_lowest</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                           <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;18-25&#39;</span><span class="p">,</span> <span class="s1">&#39;26-30&#39;</span><span class="p">,</span> <span class="s1">&#39;31-35&#39;</span><span class="p">,</span> <span class="s1">&#39;36-40&#39;</span><span class="p">,</span> <span class="s1">&#39;41-45&#39;</span><span class="p">,</span> <span class="s1">&#39;46-50&#39;</span><span class="p">,</span> <span class="s1">&#39;51-55&#39;</span><span class="p">,</span> <span class="s1">&#39;56-60&#39;</span><span class="p">,</span> <span class="s1">&#39;61-65&#39;</span><span class="p">,</span> <span class="s1">&#39;66-70&#39;</span><span class="p">,</span> 
                                    <span class="s1">&#39;71-75&#39;</span><span class="p">,</span> <span class="s1">&#39;76-80&#39;</span><span class="p">])</span>


<span class="n">cat_means</span> <span class="o">=</span> <span class="n">cat_means</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;range&#39;</span><span class="p">,</span> <span class="s1">&#39;member_gender&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">mean</span><span class="p">()[</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span>
<span class="n">cat_means</span> <span class="o">=</span> <span class="n">cat_means</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span> <span class="o">=</span> <span class="s1">&#39;duration_mean&#39;</span><span class="p">)</span>


<span class="n">cat_means</span> <span class="o">=</span> <span class="n">cat_means</span><span class="o">.</span><span class="n">pivot</span><span class="p">(</span><span class="n">index</span> <span class="o">=</span> <span class="s1">&#39;range&#39;</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="s1">&#39;member_gender&#39;</span><span class="p">,</span>
                            <span class="n">values</span> <span class="o">=</span> <span class="s1">&#39;duration_mean&#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">heatmap</span><span class="p">(</span><span class="n">cat_means</span><span class="p">,</span> <span class="n">annot</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">cbar_kws</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;label&#39;</span> <span class="p">:</span> <span class="s1">&#39;mean(durarion)&#39;</span><span class="p">},</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;viridis_r&#39;</span><span class="p">);</span>
<span class="n">ax</span><span class="o">.</span><span class="n">invert_yaxis</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Average duration time with respect to age and gender&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;age&#39;</span><span class="p">);</span>
</pre></div>

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>
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<script>

require(
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      // it makes sense to wait a little bit when you are loading
      // reveal from a cdn in a slow connection environment
      waitSeconds: 15
    },
    [
      "reveal.js/lib/js/head.min.js",
      "reveal.js/js/reveal.js"
    ],

    function(head, Reveal){

        // Full list of configuration options available here: https://github.com/hakimel/reveal.js#configuration
        Reveal.initialize({
            controls: true,
            progress: true,
            history: true,

            transition: "none",

            // Optional libraries used to extend on reveal.js
            dependencies: [
                { src: "reveal.js/lib/js/classList.js",
                  condition: function() { return !document.body.classList; } },
                { src: "reveal.js/plugin/notes/notes.js",
                  async: true,
                  condition: function() { return !!document.body.classList; } }
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        var update = function(event){
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        Reveal.addEventListener('slidechanged', update);

        function setScrollingSlide() {
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            if (scroll === true) {
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                .filter(function() {
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                .css('height', 'calc(95vh)')
                .css('overflow-y', 'scroll')
                .css('margin-top', '20px');
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        // check and set the scrolling slide every time the slide change
        Reveal.addEventListener('slidechanged', setScrollingSlide);

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);
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