exploration_analysis.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Ford-GoBike-System-Data">Ford GoBike System Data<a class="anchor-link" href="#Ford-GoBike-System-Data">&#182;</a></h1><h2 id="by-Boris-Kushnarev">by Boris Kushnarev<a class="anchor-link" href="#by-Boris-Kushnarev">&#182;</a></h2><h2 id="Preliminary-Wrangling">Preliminary Wrangling<a class="anchor-link" href="#Preliminary-Wrangling">&#182;</a></h2><blockquote><p>This data set includes information about individual rides made in a bike-sharing system covering the greater San Francisco Bay area.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import all packages and set plots to be embedded inline</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sb</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">datetime</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#laod data from a .csv file</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;../2017-fordgobike-tripdata.csv&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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      <td>San Francisco Caltrain (Townsend St at 4th St)</td>
      <td>37.776598</td>
      <td>-122.395282</td>
      <td>24</td>
      <td>Spear St at Folsom St</td>
      <td>37.789677</td>
      <td>-122.390428</td>
      <td>519</td>
      <td>Subscriber</td>
      <td>1985.0</td>
      <td>Male</td>
    </tr>
    <tr>
      <th>451219</th>
      <td>515</td>
      <td>2017-08-10 08:26:24.8140</td>
      <td>2017-08-10 08:35:00.0540</td>
      <td>30</td>
      <td>San Francisco Caltrain (Townsend St at 4th St)</td>
      <td>37.776598</td>
      <td>-122.395282</td>
      <td>25</td>
      <td>Howard St at 2nd St</td>
      <td>37.787522</td>
      <td>-122.397405</td>
      <td>2509</td>
      <td>Subscriber</td>
      <td>1987.0</td>
      <td>Female</td>
    </tr>
    <tr>
      <th>74653</th>
      <td>476</td>
      <td>2017-12-04 20:02:20.5030</td>
      <td>2017-12-04 20:10:17.0650</td>
      <td>129</td>
      <td>Harrison St at 20th St</td>
      <td>37.758862</td>
      <td>-122.412544</td>
      <td>114</td>
      <td>Rhode Island St at 17th St</td>
      <td>37.764478</td>
      <td>-122.402570</td>
      <td>676</td>
      <td>Subscriber</td>
      <td>1995.0</td>
      <td>Male</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get informationa about dataset</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 519700 entries, 0 to 519699
Data columns (total 15 columns):
duration_sec               519700 non-null int64
start_time                 519700 non-null object
end_time                   519700 non-null object
start_station_id           519700 non-null int64
start_station_name         519700 non-null object
start_station_latitude     519700 non-null float64
start_station_longitude    519700 non-null float64
end_station_id             519700 non-null int64
end_station_name           519700 non-null object
end_station_latitude       519700 non-null float64
end_station_longitude      519700 non-null float64
bike_id                    519700 non-null int64
user_type                  519700 non-null object
member_birth_year          453159 non-null float64
member_gender              453238 non-null object
dtypes: float64(5), int64(4), object(6)
memory usage: 59.5+ MB
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<p><strong>Note:</strong> member_birth_year and member_gender variables have missing data</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>duration_sec</th>
      <th>start_station_id</th>
      <th>start_station_latitude</th>
      <th>start_station_longitude</th>
      <th>end_station_id</th>
      <th>end_station_latitude</th>
      <th>end_station_longitude</th>
      <th>bike_id</th>
      <th>member_birth_year</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>519700.000000</td>
      <td>519700.000000</td>
      <td>519700.000000</td>
      <td>519700.000000</td>
      <td>519700.000000</td>
      <td>519700.000000</td>
      <td>519700.000000</td>
      <td>519700.000000</td>
      <td>453159.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>1099.009521</td>
      <td>95.034245</td>
      <td>37.771653</td>
      <td>-122.363927</td>
      <td>92.184041</td>
      <td>37.771844</td>
      <td>-122.363236</td>
      <td>1672.533079</td>
      <td>1980.404787</td>
    </tr>
    <tr>
      <th>std</th>
      <td>3444.146451</td>
      <td>86.083078</td>
      <td>0.086305</td>
      <td>0.105573</td>
      <td>84.969491</td>
      <td>0.086224</td>
      <td>0.105122</td>
      <td>971.356959</td>
      <td>10.513488</td>
    </tr>
    <tr>
      <th>min</th>
      <td>61.000000</td>
      <td>3.000000</td>
      <td>37.317298</td>
      <td>-122.444293</td>
      <td>3.000000</td>
      <td>37.317298</td>
      <td>-122.444293</td>
      <td>10.000000</td>
      <td>1886.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>382.000000</td>
      <td>24.000000</td>
      <td>37.773492</td>
      <td>-122.411726</td>
      <td>23.000000</td>
      <td>37.774520</td>
      <td>-122.410345</td>
      <td>787.000000</td>
      <td>1974.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>596.000000</td>
      <td>67.000000</td>
      <td>37.783521</td>
      <td>-122.398870</td>
      <td>66.000000</td>
      <td>37.783830</td>
      <td>-122.398525</td>
      <td>1728.500000</td>
      <td>1983.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>938.000000</td>
      <td>139.000000</td>
      <td>37.795392</td>
      <td>-122.391034</td>
      <td>134.000000</td>
      <td>37.795392</td>
      <td>-122.391034</td>
      <td>2520.000000</td>
      <td>1988.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>86369.000000</td>
      <td>340.000000</td>
      <td>37.880222</td>
      <td>-121.874119</td>
      <td>340.000000</td>
      <td>37.880222</td>
      <td>-121.874119</td>
      <td>3733.000000</td>
      <td>1999.000000</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#perform some data cleaning</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span> <span class="c1">#drop rows with missing values</span>
<span class="c1">#drop unused cloumns </span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;start_station_latitude&#39;</span><span class="p">,</span><span class="s1">&#39;start_station_longitude&#39;</span><span class="p">,</span><span class="s1">&#39;end_station_latitude&#39;</span><span class="p">,</span><span class="s1">&#39;end_station_longitude&#39;</span><span class="p">,</span> 
              <span class="s1">&#39;bike_id&#39;</span><span class="p">,</span> <span class="s1">&#39;start_station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;end_station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;user_type&#39;</span> <span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1">#make member_birth_year int</span>
<span class="n">df</span><span class="o">.</span><span class="n">member_birth_year</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">member_birth_year</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int64&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">start_time</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">start_time</span><span class="p">)</span> <span class="c1">#string to datatime</span>
<span class="n">df</span><span class="o">.</span><span class="n">end_time</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">end_time</span><span class="p">)</span> <span class="c1">#string to datatime</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DatetimeIndex</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_time&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">year</span> <span class="o">-</span> <span class="n">df</span><span class="o">.</span><span class="n">member_birth_year</span> <span class="c1">#find age of the user</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;hour&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DatetimeIndex</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_time&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">hour</span> <span class="c1">#hour of a day when bike is taken</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;dow&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">start_time</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">dayofweek</span><span class="o">+</span><span class="mi">1</span> <span class="c1">#extract day of a week and &quot;+1&quot; makes Monday - 1, not 0</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">hour</span> <span class="o">==</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;hour&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">24</span> <span class="c1">#to avoid log(0) make 0 -&gt; 24</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">duration_sec</span> <span class="o">/</span> <span class="mi">60</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int64&#39;</span><span class="p">)</span> <span class="c1">#add column - duration in minutes </span>
<span class="n">df</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;member_gender != &quot;Other&quot;&#39;</span><span class="p">)</span> <span class="c1">#consider Other as outlier</span>
<span class="n">df</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>duration_sec</th>
      <th>start_time</th>
      <th>end_time</th>
      <th>start_station_name</th>
      <th>end_station_name</th>
      <th>member_birth_year</th>
      <th>member_gender</th>
      <th>age</th>
      <th>hour</th>
      <th>dow</th>
      <th>duration_min</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>157959</th>
      <td>726</td>
      <td>2017-11-07 18:13:53.501</td>
      <td>2017-11-07 18:25:59.580</td>
      <td>7th St at Brannan St</td>
      <td>Garfield Square (25th St at Harrison St)</td>
      <td>1986</td>
      <td>Male</td>
      <td>31</td>
      <td>18</td>
      <td>2</td>
      <td>12</td>
    </tr>
    <tr>
      <th>378548</th>
      <td>646</td>
      <td>2017-09-05 16:16:32.184</td>
      <td>2017-09-05 16:27:18.991</td>
      <td>Civic Center/UN Plaza BART Station (Market St ...</td>
      <td>San Francisco Caltrain Station 2  (Townsend St...</td>
      <td>1987</td>
      <td>Male</td>
      <td>30</td>
      <td>16</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>147498</th>
      <td>98</td>
      <td>2017-11-10 11:29:33.132</td>
      <td>2017-11-10 11:31:11.566</td>
      <td>Webster St at Grove St</td>
      <td>Webster St at Grove St</td>
      <td>1986</td>
      <td>Female</td>
      <td>31</td>
      <td>11</td>
      <td>5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>20861</th>
      <td>458</td>
      <td>2017-12-19 22:36:52.886</td>
      <td>2017-12-19 22:44:31.132</td>
      <td>San Fernando St at 4th St</td>
      <td>Ryland Park</td>
      <td>1994</td>
      <td>Male</td>
      <td>23</td>
      <td>22</td>
      <td>2</td>
      <td>7</td>
    </tr>
    <tr>
      <th>65542</th>
      <td>402</td>
      <td>2017-12-07 06:27:34.066</td>
      <td>2017-12-07 06:34:16.178</td>
      <td>24th St at Chattanooga St</td>
      <td>Valencia St at 24th St</td>
      <td>1967</td>
      <td>Male</td>
      <td>50</td>
      <td>6</td>
      <td>4</td>
      <td>6</td>
    </tr>
    <tr>
      <th>29798</th>
      <td>1261</td>
      <td>2017-12-17 12:26:21.532</td>
      <td>2017-12-17 12:47:22.602</td>
      <td>William St at 10th St</td>
      <td>William St at 10th St</td>
      <td>1996</td>
      <td>Male</td>
      <td>21</td>
      <td>12</td>
      <td>7</td>
      <td>21</td>
    </tr>
    <tr>
      <th>476532</th>
      <td>791</td>
      <td>2017-07-29 19:27:00.123</td>
      <td>2017-07-29 19:40:12.031</td>
      <td>The Embarcadero at Sansome St</td>
      <td>5th St at Howard St</td>
      <td>1981</td>
      <td>Female</td>
      <td>36</td>
      <td>19</td>
      <td>6</td>
      <td>13</td>
    </tr>
    <tr>
      <th>515585</th>
      <td>284</td>
      <td>2017-07-03 17:09:04.377</td>
      <td>2017-07-03 17:13:48.512</td>
      <td>5th St at Howard St</td>
      <td>Powell St BART Station (Market St at 4th St)</td>
      <td>1981</td>
      <td>Male</td>
      <td>36</td>
      <td>17</td>
      <td>1</td>
      <td>4</td>
    </tr>
    <tr>
      <th>247288</th>
      <td>261</td>
      <td>2017-10-13 09:35:12.073</td>
      <td>2017-10-13 09:39:33.784</td>
      <td>Mechanics Monument Plaza (Market St at Bush St)</td>
      <td>Commercial St at Montgomery St</td>
      <td>1984</td>
      <td>Male</td>
      <td>33</td>
      <td>9</td>
      <td>5</td>
      <td>4</td>
    </tr>
    <tr>
      <th>217601</th>
      <td>269</td>
      <td>2017-10-22 14:33:48.455</td>
      <td>2017-10-22 14:38:17.993</td>
      <td>Garfield Square (25th St at Harrison St)</td>
      <td>Harrison St at 20th St</td>
      <td>1988</td>
      <td>Female</td>
      <td>29</td>
      <td>14</td>
      <td>7</td>
      <td>4</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;duration_sec&#39;</span><span class="p">,</span> <span class="s1">&#39;member_birth_year&#39;</span><span class="p">,</span> <span class="s1">&#39;start_time&#39;</span><span class="p">,</span> <span class="s1">&#39;end_time&#39;</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">())</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 446860 entries, 0 to 519699
Data columns (total 7 columns):
start_station_name    446860 non-null object
end_station_name      446860 non-null object
member_gender         446860 non-null object
age                   446860 non-null int64
hour                  446860 non-null int64
dow                   446860 non-null int64
duration_min          446860 non-null int64
dtypes: int64(4), object(3)
memory usage: 27.3+ MB
None
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>start_station_name</th>
      <th>end_station_name</th>
      <th>member_gender</th>
      <th>age</th>
      <th>hour</th>
      <th>dow</th>
      <th>duration_min</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Laguna St at Hayes St</td>
      <td>San Francisco Public Library (Grove St at Hyde...</td>
      <td>Male</td>
      <td>30</td>
      <td>16</td>
      <td>7</td>
      <td>1335</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Yerba Buena Center for the Arts (Howard St at ...</td>
      <td>Dolores St at 15th St</td>
      <td>Female</td>
      <td>52</td>
      <td>15</td>
      <td>7</td>
      <td>1313</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Bancroft Way at Telegraph Ave</td>
      <td>Fulton St at Bancroft Way</td>
      <td>Female</td>
      <td>20</td>
      <td>14</td>
      <td>7</td>
      <td>726</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Addison St at Fourth St</td>
      <td>Addison St at Fourth St</td>
      <td>Female</td>
      <td>26</td>
      <td>23</td>
      <td>7</td>
      <td>75</td>
    </tr>
    <tr>
      <th>12</th>
      <td>San Francisco Caltrain Station 2  (Townsend St...</td>
      <td>Spear St at Folsom St</td>
      <td>Male</td>
      <td>27</td>
      <td>23</td>
      <td>7</td>
      <td>36</td>
    </tr>
  </tbody>
</table>
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<h3 id="What-is-the-structure-of-your-dataset?">What is the structure of your dataset?<a class="anchor-link" href="#What-is-the-structure-of-your-dataset?">&#182;</a></h3><blockquote><p>The obtained stucture, after cleaning,  contains 7 columns and 453159 rows. The columns (variables) are start_station_name,   end_station_name, member_gender, age, hour, weekday, duration_min</p>
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<h3 id="What-is/are-the-main-feature(s)-of-interest-in-your-dataset?">What is/are the main feature(s) of interest in your dataset?<a class="anchor-link" href="#What-is/are-the-main-feature(s)-of-interest-in-your-dataset?">&#182;</a></h3><blockquote><p>The main features of interests are duration, hour and days of the week when bikes are usually taken for a ride.</p>
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<h3 id="What-features-in-the-dataset-do-you-think-will-help-support-your-investigation-into-your-feature(s)-of-interest?">What features in the dataset do you think will help support your investigation into your feature(s) of interest?<a class="anchor-link" href="#What-features-in-the-dataset-do-you-think-will-help-support-your-investigation-into-your-feature(s)-of-interest?">&#182;</a></h3><blockquote><p>Member_gender, age, hour, we will also define routes between start_station_name and end_station_name</p>
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<h2 id="Univariate-Exploration">Univariate Exploration<a class="anchor-link" href="#Univariate-Exploration">&#182;</a></h2>
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<p>First, let us plot a histogram of duraion and find when bikes are more likely to be taken</p>

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<div class=" highlight hl-ipython3"><pre><span></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="o">.</span><span class="n">describe</span><span class="p">()</span> <span class="c1">#we will use log scale, so take a look at the log transform values .describe</span>
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<pre>count    446860.000000
mean          0.941256
std           0.325042
min           0.000000
25%           0.778151
50%           0.954243
75%           1.113943
max           3.157457
Name: duration_min, dtype: float64</pre>
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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="c1">#plot the hist on natural scale</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">0</span><span class="p">,</span><span class="mi">100</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">duration_min</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mi">5</span><span class="p">,</span> <span class="mi">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">duration_min</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="mi">0</span><span class="p">,</span><span class="mi">40</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;histogram of duraion with xscale transform applied&#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="c1">#plot the hist in log scale</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">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">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">duration_min</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="mf">4.5</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">40</span><span class="p">];</span>
<span class="n">plt</span><span class="o">.</span><span class="n">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">xlabel</span><span class="p">(</span><span class="s1">&#39;log(duration_min)&#39;</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">40</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;histogram of duraion with xscale transform applied&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;count&#39;</span><span class="p">);</span>
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<p><strong>Comments</strong> When we plot the hist on the real values we can see that the histogram is right skewed with the mode about 7 min. After plotting the histogram on log transformed x-axis we can see two modes: 4 min and about 11 min.</p>

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</div>Plot a hour histogram to find the time of the day when bikes are more likely to be taken for ride   
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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">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">title</span><span class="p">(</span><span class="s1">&#39;time of the day when bikes most likely to be taken&#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">xlabel</span><span class="p">(</span><span class="s1">&#39;log(duration_min)&#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;log&#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">title</span><span class="p">(</span><span class="s1">&#39;time of the day when bikes most likely to be taken with xscale transform&#39;</span><span class="p">);</span>
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<p><strong>Comments</strong> We can see that this histogram plotted on real values has two modes at 8 and 17. It is confirmed on a log scale plot. We can see that the time when bikes are most likely are taken is 8 am, when people going to work and at 18 when people are coming from work.</p>

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<p>Plot a day of the week barchart showing the number of times bikes are taken each day of the week</p>

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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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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">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">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">dow</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;day of the week barchart&#39;</span><span class="p">);</span>
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<img 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<p><strong>Comments</strong> We can see that during weekdays the dustibution is almost uniform with the the number of total rides between 71000 and less than 80000. On weekends bikes are taken less than on weekdays and the number of total rides is about 35000</p>

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<p>Let's take a look at age and gender distributions</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">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">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">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">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">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">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">title</span><span class="p">(</span><span class="s1">&#39;gender distribution&#39;</span><span class="p">);</span>
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<p><strong>Comments</strong> We can see that the age distribution has mode about 32 years old and men use bikes 35 time more often compare to women.</p>

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<p>Find 4 most popular starting stations and correspong 4 most popular arrival stations. Plot the bar chart for these routes.</p>

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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#find 4 most popular starting station</span>
<span class="n">idx1</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">start_station_name</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="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">4</span><span class="p">]</span>
<span class="n">df_often</span> <span class="o">=</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="p">[</span><span class="s1">&#39;start_station_name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">idx1</span><span class="p">)]</span>
<span class="c1">#find 4 most popular arriving stations in the df_often dataset</span>
<span class="n">idx2</span><span class="o">=</span><span class="n">df_often</span><span class="o">.</span><span class="n">end_station_name</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="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">4</span><span class="p">]</span>
<span class="n">df_often</span><span class="o">=</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="p">[</span><span class="s1">&#39;end_station_name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">idx2</span><span class="p">)]</span>
<span class="n">k</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">df_often</span><span class="p">[</span><span class="s1">&#39;route&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">mapping_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1">#number each route, total 16 </span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">idx1</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">idx2</span><span class="p">:</span>
        <span class="n">df_often</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">df_often</span><span class="p">[</span><span class="s1">&#39;start_station_name&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">i</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df_often</span><span class="p">[</span><span class="s1">&#39;end_station_name&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">j</span><span class="p">),</span> <span class="s1">&#39;route&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">k</span>
        <span class="n">mapping_list</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s1">&#39;route&#39;</span> <span class="p">:</span> <span class="n">k</span><span class="p">,</span>
                       <span class="s1">&#39;start_station_name&#39;</span><span class="p">:</span> <span class="n">i</span><span class="p">,</span>
                      <span class="s1">&#39;end_station_name&#39;</span> <span class="p">:</span> <span class="n">j</span><span class="p">})</span>
        <span class="n">k</span><span class="o">+=</span><span class="mi">1</span>

<span class="c1">#map # of routes with corresponding stations          </span>
<span class="n">mapping_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">mapping_list</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;route&#39;</span><span class="p">,</span> <span class="s1">&#39;start_station_name&#39;</span><span class="p">,</span> <span class="s1">&#39;end_station_name&#39;</span><span class="p">])</span>        
<span class="n">df_often</span> <span class="o">=</span> <span class="n">df_often</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;route != 0&#39;</span><span class="p">)</span> <span class="c1">#remove values which don&#39;t correspond to any routes between stations</span>
<span class="n">df_often</span><span class="o">.</span><span class="n">route</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">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span> 
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<pre>C:\Users\Boris\Anaconda3\lib\site-packages\ipykernel_launcher.py:8: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  
C:\Users\Boris\Anaconda3\lib\site-packages\pandas\core\indexing.py:537: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  self.obj[item] = s
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<p>Below is a mapping between routes and start_station_name - end_station_name</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mapping_df</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>route</th>
      <th>start_station_name</th>
      <th>end_station_name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>San Francisco Caltrain (Townsend St at 4th St)</td>
      <td>The Embarcadero at Sansome St</td>
    </tr>
    <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>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>San Francisco Caltrain (Townsend St at 4th St)</td>
      <td>Howard St at 2nd St</td>
    </tr>
    <tr>
      <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>
    </tr>
    <tr>
      <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>
    </tr>
    <tr>
      <th>6</th>
      <td>7</td>
      <td>San Francisco Caltrain Station 2  (Townsend St...</td>
      <td>Howard St at 2nd St</td>
    </tr>
    <tr>
      <th>7</th>
      <td>8</td>
      <td>San Francisco Caltrain Station 2  (Townsend St...</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
    </tr>
    <tr>
      <th>8</th>
      <td>9</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
      <td>The Embarcadero at Sansome St</td>
    </tr>
    <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>
    </tr>
    <tr>
      <th>10</th>
      <td>11</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
      <td>Howard St at 2nd St</td>
    </tr>
    <tr>
      <th>11</th>
      <td>12</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
    </tr>
    <tr>
      <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>
    </tr>
    <tr>
      <th>14</th>
      <td>15</td>
      <td>Market St at 10th St</td>
      <td>Howard St at 2nd St</td>
    </tr>
    <tr>
      <th>15</th>
      <td>16</td>
      <td>Market St at 10th St</td>
      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></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="p">;</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;popular route bar chart&#39;</span><span class="p">);</span>
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<p><strong>Comments</strong> We can see that the most popular route is # 9 which is between San Francisco Ferry Building station and Montgomery St BART Station.</p>

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<h3 id="Discuss-the-distribution(s)-of-your-variable(s)-of-interest.-Were-there-any-unusual-points?-Did-you-need-to-perform-any-transformations?">Discuss the distribution(s) of your variable(s) of interest. Were there any unusual points? Did you need to perform any transformations?<a class="anchor-link" href="#Discuss-the-distribution(s)-of-your-variable(s)-of-interest.-Were-there-any-unusual-points?-Did-you-need-to-perform-any-transformations?">&#182;</a></h3><blockquote><p>Two distributions x-axis log transforms were performed. For the duration distribution it helped us to define two modes and for the hour distribution it confirmed modes from the real scale. 
On age distribution I removed all values greater than 80 considering them as outliers. Also, the route 9 is the most popular, which is between San Francisco Ferry Building station and Montgomery St BART Station</p>
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<h3 id="Of-the-features-you-investigated,-were-there-any-unusual-distributions?-Did-you-perform-any-operations-on-the-data-to-tidy,-adjust,-or-change-the-form-of-the-data?-If-so,-why-did-you-do-this?">Of the features you investigated, were there any unusual distributions? Did you perform any operations on the data to tidy, adjust, or change the form of the data? If so, why did you do this?<a class="anchor-link" href="#Of-the-features-you-investigated,-were-there-any-unusual-distributions?-Did-you-perform-any-operations-on-the-data-to-tidy,-adjust,-or-change-the-form-of-the-data?-If-so,-why-did-you-do-this?">&#182;</a></h3><blockquote><p>Some data cleaning and preparation were completed such as removing unnecessary variable, change the data types. New variables were introduce to our dataset such as hour, age and route.</p>
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<h2 id="Bivariate-Exploration">Bivariate Exploration<a class="anchor-link" href="#Bivariate-Exploration">&#182;</a></h2>
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<p>Construct FacetGrid for the distribution for the log duration as it is shown on the first plot but splitted by days of the week.</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="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">10</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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<pre>&lt;seaborn.axisgrid.FacetGrid at 0x50a1d8668&gt;</pre>
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<p>It is interesting that for all days of the week the distribution mimics the first distribution from the univariant part of the project. However, on weekends, distributions have similar shapes compare to weekdays but the number of bike usage is significantly lower.</p>

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<p>Plot relationship between hour of the day and day of the week</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">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;relationship between hour of the day and day of the week&#39;</span><span class="p">);</span>
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<p><strong>Comment</strong> Bike are normally taken in between 6am and 9pm on weekends. 8am and 5pm are the most popular time when bikes are taken for ride 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.</p>

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<p>Plot average duration with respect to the day of a week</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">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="s2">&quot;duration_min&quot;</span><span class="p">,</span> <span class="n">linestyles</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;average duration with respect to the day of a week&quot;</span><span class="p">);</span>
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<p><strong>Comment</strong> We can see that during the weekdays the average time of bike usage is between 12 and 13 min; however, on weekends it is between 18 and 19 minuts.</p>

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<p>Plot the heatmap between age and gender.</p>

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<div class=" highlight hl-ipython3"><pre><span></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="s2">&quot; heatmap between age and gender&quot;</span><span class="p">);</span>
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<pre>C:\Users\Boris\Anaconda3\lib\site-packages\ipykernel_launcher.py:4: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  after removing the cwd from sys.path.
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VupVl7u64DHgLNyds4zJa1Kyl2zq6Qbc8bOHfo4T8+MnxsCDxb2z89lZmZDgleLLtfKgDMK2BY4LWfn/Bvw5Vy+FrAz8EXg/NyLaaZnPp2yY5dLsOaMn2Y2aNSPrYO08h7OfGB+RNyY319ICjjzgYsjIoCZkpYA6+bJA31m/Mz1Nyq8HwM81PPDnfHTzAaLZ6mVa1kPJyIeBh6U9PpctAdwB3ApsDuApM2AlYDHI+KwiBjfCDbZchk/genAQZJWlrQxKePnzFZdh5lZv3mWWqlWz1I7Cjg3z1C7DziMNLQ2VdLtwIvAxNzbKbNcxs+ImCPpfFLwWgQc6RlqZjaUeKWBcq3O+DkL2L5k18EV6x/apHwKMGXgLTMzayFPiy7llQbMzGrmezjlHHDMzOrmgFPKI41mZjULVd+qKFsmTNLakq6WdE/+c618rCSdkpf/mi1p28J5Jubj75E0sVC+naTbcp1T+nhUZcAccMzMahZdqrxV1FgmbHNgG2Au6TGT30TEOOA3+T3AvqTZu+OAI4DTACStDRwL7ERaneXYRpDKxxxRqLfPCn0BTXTEkNrC+OdgN8GGoAcXdQ92E2wIqiPjZ51DaoVlwg6FtEwY8KKkCcBu+bAfA9cAx5CW/zonz/69IfeO1s/HXh0RT+bzXg3sI+kaYPWI+GMuPwfYH7iqvqtI3MMxM6tZf4bUiqui5O2IHqdrtkzYqyJiAUD+s7EQcrPlv3orn19SXruO6OGYmbVVP26BFFdFaaKxTNhREXGjpJNZOnxW+ullHzOA8tq5h2NmVrOaJw2ULRO2LfBIHioj//lo4fiy5b96Kx9TUl47Bxwzs7rVuHhnL8uETQcaM80mApfl19OBQ/JstZ2BZ/KQ2wxgL0lr5ckCewEz8r7nJO2cZ6cdUjhXrTykZmZWs6h/PkrZMmFdpNX2Pw78H/CBfOyVwH6kXGEv5GOJiCclfR24KR93fGMCASlP2dnAKqTJArVPGIAWBxxJawJnAluRxgQ/RuquHQe8AdgxIm7upf5RwCTSmmm/iIgvSRpLmhJ4Vz7shoj4VIsuwcys3+peaaCXZcL2KDk2gCObnGcqMLWk/GbS7+mWanuKaeBpUsqBH/RWsY9U1PdGxPhWNdrMbIV02CrQVbUs4DSbO04KOFR4kLVfqajNzIYKr6VWbjBSTFfVWyrqjfM5r5W0a1nl4tz2H/30uRW4DDOzfnLGz1KtHFJrNnf8P/tRv5GKegfSzbHXAQuA10TEE5K2Ay6VtGVEPFusXJzb/vcFGzvjp5m1jXs45VrZw2k2d7yUpLMkzZJ0ZaH+xZHMBJYA60bEwoh4AiAibgHuJfWGzMyGhOiqvnWSlvVwIuJhSQ9Ken1E3MXSuePNjj+sR1EjFfU1xVTUktYDnoyIxbnHM440TdDMbGhwD6dU21NMS3ovcCppjbxfSJoVEXuX1J1KSSpqSW8Djpe0CFgMfKowl9zMbNB5SK3cYKSYviRvfdV9kZJU1BFxEXBRLQ00M2sFB5xSXmnAzKxm4edwSjngmJnVrNMmA1TlgGNmVjd3cEp1RMBZGIsGuwk2BN354gaD3QQbgpo+u9EfDjilOiLgmJm1k2eplXPAMTOrmwNOKQccM7OauYdTzgHHzKxmnqVWzgHHzKxu7uGUamkclvSApNvyopw3F8qPknSXpDmSTuylfulxkiZLmpf3lS2LY2Y2eJyeoFQ7ejjviIjHG2/6yORJX8dJ2gI4CNgS2AD4taTNImJxqy/EzKwK38MpNxgjjVUzeTY7bgIwLacpuB+YB+zY4jabmVXnHk6pVgecAH4l6RZJR+Sy3jJ5FjU7bkPgwcJx83PZMooZP8/+6fM1XY6ZWd9C1bdO0uohtV0i4qE8HHa1pDtpkskzInpm5WyW8bPsR7RcRs9ixs+nH9rIGT/NrH06LJBU1dIeTkQ8lP98lJSSYEeaZPKsmvEzl29U+JgxwEOtvA4zs/5wD6dcywKOpFUlrdZ4DewF3M7STJ4UM3lGxGERMT4i9sunKD0OmA4cJGllSRuTMn7ObNV1mJn1m+/hlGrlkNqrgEuU8kKMAn4WEb/M2T+Xy+RZUr804ycwR9L5pHTVi4AjPUPNzIaSTuu5VNWygBMR9wHblJSXZvLsz3ERMQWYsqJtNDNrCQecUl5pwMysZl7appwDjplZ3dzDKeWAY2ZWNwecUg44ZmY186SBch0RcB5avGSwm2BD0OWPLzenxYwPb1rDSRxwSvnWlplZzep+8FNSt6RbJV2R358t6f78sPwsSeNzuSSdklfTny1p28I5Jkq6J28TC+Xb5VX95+W6LQuXDjhmZnXr6sdWzWeAuT3Kvpgflh8fEbNy2b6kh+HHAUcApwFIWhs4FtiJtOLLsZLWynVOy8c26u3TjyvtFwccM7Oa1dnDkTQGeBdwZoWPngCck5cEuwFYU9L6wN7A1RHxZEQ8BVwN7JP3rR4Rf8wP1p8D7D+wq+6bA46ZWd3qXdrmv4EvkdaTLJqSh81OkrRyLmu2mn5v5fNLyluiUsDJ44IHS/pqfv8aSX3moCnL+CnpAzmD5xJJ2/dS9zhJfy2MUe6Xy8dK+nuh/PRql2pmNvQUU6nk7YjCvn8BHo2IW3pUmwxsTlpJf23gmEaVko+IAZS3RNVZat8nRdfdgeOB54CLSBfbl2UyfpIW8Hwf8IMKdU+KiO+UlN8bEeMr1Dcza7v+TIsuplIpsQvwnvwf7pcBq0v6aUQ0lv1aKOks4Av5fbPV9OcDu/UovyaXjyk5vilJv4mIPfoqK1N1SG2niDgS+AdAHgNcqWLdZUTE3Ii4ayB1zcyGhZomDUTE5IgYExFjgYOA/42Ig/O9F/KMsv1J/5GHtJr+IXlUamfgmYhYAMwA9pK0Vp4ssBcwI+97TtLO+VyHAJeVtUXSy/Lkg3XzedbO21hgg6pfSxX/lNRN7mpJWo/lxxPLlGX87I9JeYxyamFGBcDGeYrgtZJ2LatY7Kaef+7fBvDRZmYD04Z8OOdKug24jZQn7Bu5/ErgPmAe8EPgXwEi4kng68BNeTs+lwF8mjQhYR5wL3BVk8/8JHALaSjvlsJ2GfC9Ko2uOqR2CimB2islTQEOAP6jQr3lMn5GxHUVP/M00hcU+c/vAh8DFgCviYgnJG0HXCppy4h4tli52E2948ENnfHTzNqnBU+yRMQ1pGEwImL3JscEcGSTfVNJaV96lt8MbFXh808GTpZ0VEScWrnhBZUCTkScK+kWYA/SV7l/RPScE15W76WMn5IaGT9LA04eh3wT8FBE7BcRjxT2/RC4Ip9rIbAwv75F0r3AZsDNVa7FzKzVRvLSNhFxqqS3AGMpxJCIOKevupUCTh63exT4eaFsdET8s5c6qwJdEfGclmb8PL6XizisR/318/giwHvJY5R5OO/JiFgs6XWkB5Xuq3IdZmZtMYIDjqSfAJsAs4BG8svGMzy9qjqk9ifSzIenSF/lmsACSY8CnyiZsgfNM36+FzgVWA/4haRZEbF3Sf0T83INATxAGj8EeBtwvKRFpIv9VGEs0sxs8GlEj+JvD2zRJFNzr6oGnF8Cl0TEDABJe5GWPzifNGV6p54Vesn4eQnpflCvIuKjTcovIk3JNjMbkkZ4ArbbgVeT7qf3S9WAs31EfKrxJiJ+JembEfH5whOuZmYGI3pIjTQr7g5JM8n30wEi4j19VawacJ6UdAwwLb8/EHgqT5X22v9mZgUjedIAcNxAK1YNOB8mrTR6KSl2X5/LuoEPDvTDzcxGpBEccCLi2oHWrTot+nHgqCa75w30w83MRqQRHHAkPcfS9dZWAkYDf4uI1fuqW3Va9GaktXrGsuy869KHj4aa55YMaBUeG+FmLWjZorjW6UbwLLWIWK34XtL+pGcs+1R1SO0C4HTS8geL+zjWzKyjjfB7OMuIiEslfbnKsVUDzqKIOG0F2mRm1jlGcMCR9L7C2y7SczmVunRVA87lkv6V9PxMcRqcH7g0M+thhPdw3l14vYj0YP6EKhWrBpyJ+c8vFsoCeF3F+mZmnWNk38M5rO+jylV6HjYiNi7ZKgUbSd05lcAV+b0kTZF0t6S5ko5uUu9sSfcXMnuOL9Q/RdK8nLpg26oXa2bWFvWmmB5SJI2RdImkRyU9IukiSWP6rlm9h4OkrYAtSFnngGqrgwKfAeYCjSlzh5LWZds8Ipbk1AXNfDEiLuxRti9pwc5xpCV1TqNkaR0zs0Ezspe2OQv4GfCB/P7gXPbOvipW+lokHUtacPNU4B3AiUCfyxjkqPcu0uy2hk+Tkv8sgZS6oEobCiYA50RyA7BmI/udmdmQoKi+DT/rRcRZEbEob2eTFmPuU9U4fAApF87DefxuG6DKGmr/DXyJZZe/2QQ4MGfjvErSuF7qT8nDZicV1mzbEHiwcMz8XLaMYsbPS3/2XIWmmpnVZAQPqQGPSzo43y7plnQw8ESVilUDzj9yj2SRpNVJuXF6vYcj6V+AR0tSF6ycz7c9KQXqchnossmkVKY7AGsDxzROXXLscv9NiIgzImL7iNh+/w+vVlLFzKw12pBiejB9jLSk2cOkFaMPACpNJOjzHo5SQpvZktYkBYhbgOeBmX1U3QV4j6T9SPd9Vpf0U1KPpJFe4BLS2B+SZpBy6NwcEYcXkq8tzNlAv5DfzyfdA2oYAzzU13WYmbXN8Bwqq+rrwMSIeApeStD5HVIg6lWfPZycZGd8RDwdEaeTbgxN7GtqXERMjogxETEWOAj434g4mLQAaGNJnLcDd+fj946I8RFxeL6I9fOfAvYnZ/wEpgOH5NlqOwPPFIKTmdngG9lDals3gg289Dzmm6pUrDpL7QZJO0TETRHxwAAaWHQCcK6kz5F6Soc3Oe7cnE5apFSmjXw8VwL7kRYNfYGKXTkzs3ZR14ju4XRJWqtHD6dSLKkacN4BfFLSX4C/kYJARMTWVSpHxDXANfn106SZa33VKV0YNPe4jqzUajOzwTA8ey5VfRf4g6QLSffPPwhMqVKxasDZd4ANMzPrPCM44ETEOZJuJt0aEfC+iLijSt2q+XD+sgLtMzPrMCN6SI0cYCoFmaLKKw2YmVlFI7iHsyIccMzMaqaRPS16wDoi4PwtnPHTlvfCk6sMdhNshBrhs9QGrCMCjplZW3lIrZQDjplZzeSAU8oBx8ysbr6HU8oBx8ysZp40UK7laYJKMn5Oytk6Q9K6FeqfKun5wvtDJT1WyATabGkcM7NB0dUVlbdO0o68dI2Mnw2/B/YE+nyYVNL2wJolu87LC32Oj4gzS/abmQ2eGhfvlPQySTMl/VnSHElfy+UbS7pR0j2SzpO0Ui5fOb+fl/ePLZxrci6/S9LehfJ9ctk8SV+u50tYXksDTlnGz4i4tcoCoJK6gW+TEriZmQ0bUlTeKlgI7B4R2wDjgX3ySvnfAk6KiHHAU8DH8/EfB56KiE2Bk/JxSNqCtHL/lsA+wPcbSdSA75GWMNsC+FA+tnat7uGUZfysahIwvUnqgffnTKAXStqoZP8yGT+v+NnTA/h4M7OBqTM7QSSN2wqj8xaktcwuzOU/JqVxAZiQ35P375HTvEwApkXEwoi4n7Ti/o55mxcR90XEi8C0fGztWhZwesn4WaXuBsAHgFNLdl8OjM0rVf+apV/sMooZP//lw2WjcmZmrdGfHk7xP8d5O2L586lb0ixStuWrgXuBpyNiUT5kPrBhfr0h8CBA3v8MsE6xvEedZuW1a+UstdKMnzkJ23KKGT9JmUA3BealwMzLJc2LiE0jopg7+4fk7qKZ2VDRn1lqEXEGcEYfxywGxufMy5cAbyg7rPHxTfY1Ky/reLRkNkPLAk5ETAYmA0jaDfhCs2CTj9+7R9GrGy8kPZ/HI5G0fmGY7T0sOyHBzGzQdbdo9llEPC3pGmBnYE1Jo3IvZgzwUD5sPrARMF/SKGAN4MlCeUOxTrPyWrVjltoyJB0taT7pomZL6u8ss6PzTI0/A0cDh9bdRjOzFVHnpAFJ6+WeDZJWIc3ynQv8FjggHzYRuCy/np7fk/f/b05cOR04KM9i2xgYB8wEbgLzxiTgAAAQMklEQVTG5VlvK5EmFkyv4WtYTlse/OyR8fMU4JR+1n9F4fVLPSczs6Go5gc/1wd+nGeTdQHnR8QVku4Apkn6BnAr8KN8/I+An0iaR+rZHAQQEXMknU/KY7MIODIP1SFpEjAD6AamRsScOi+gwSsNmJnVrM611CJiNvCmkvL7SDPMepb/gzTpquxcUyhJBx0RVwJXrnBj++CAY2ZWsy4vbVPKAcfMrGbdGsijhyOfA46ZWc2cnqBcRwScO/7RkmeYbJhb87bRg90EG6E8pFauIwKOmVk7OT1BOQccM7OauYdTzgHHzKxm7uGUc8AxM6vZKM9SK9XK1aKbJQ2SpCmS7pY0V9LRfZynZ8bPpsmFzMyGgprz4YwYrezhNJIGPS9pNHC9pKtIq5xuBGweEUskvbLZCZpk/HwpuZCkg0irRR/YmkswM+s/38Mp17IeTi9Jgz4NHB8RS/Jxj5bV7yXjZ7PkQmZmQ0KXovLWSVqdYnqZpEERcSOwCXBgTjR0laRxTao3y/jZLLlQz89+KanR789vyUrbZmalHHDKtTTgRMTiiBhPSkWwo6StgJWBf0TE9qQEalN71usj42ezJEI9P/uljJ+7fHCDFbkMM7N+ccAp1670BI2kQfuQkgBdlHddApwF1TN+0jy5kJnZkOBZauVaFnAkrQf8MwebRtKgbwGXAruTejZvB+6G6hk/WZpc6I8sm1zIzGxI6LSeS1Wt7OE0Sxp0PXCupM8BzwOH9/O8pcmFzMyGCgecci0LOL0kDXoaeFc/z1XM+Nk0uZCZ2VDggFPOKw2YmdWsa/l5TIYDjplZ7UZ1LR7sJgxJDjhmZjXzkFo5Bxwzs5p5SK1cRwScyx7eZrCbYEPQK0/5w2A3wYai//7cCp/CPZxyHRFwzMzaqcsPfpZywDEzq1m3ezilHHDMzGo2Sp6lVsYBx8ysZr6HU24wMn5Oytk6Q9K6vdT/Ua47W9KFkl6Ryw+V9JikWXnr79I4ZmYt1U1U3jrJYGT8/D1wBXBNH/U/FxHPAkj6L1J+nBPyvvMiYlJrmm1mtmI8aaBcK9dSC9LinFDI+BkRtwL0laSzEGwErEJJzhszs6HIQ2rlBiPjZ3/qnwU8DGzOssnY3l8Yatuovhabma24bkXlrZMMRsbP/tQ/DNgAmAscmIsvB8ZGxNbAr4Efl9Utppief/ltA74GM7P+GqXFlbdO0tKA05BTElxDyvhZStKMPAngzB51FwPnAe/P75+IiIV59w+B7Zp85ksppse8+401XIWZWTXdLKm89UXSVEmPSrq9UHacpL8WJk/tV9g3OU/MukvS3oXyfXLZPElfLpRvLOlGSfdIOk/SSjV+Fcto5Sy19SStmV83Mn7e2ez4iNg7IsZHxOFKNs11Bby7UVfS+oVq7yH1fszMhowuReWtgrMp/8/6Sfl35viIuBJA0hakpJRb5jrfz7c2uoHvAfsCWwAfysdCysR8UkSMA54CPr4Cl96rVvZw1gd+K2k2cBPpHs4Vko6WNJ80zDa7Z48mEylb6G3Abflcx+d9R+dp1n8GjgYObeE1mJn1W7eWVN76EhHXkbIbVzEBmBYRCyPifmAesGPe5kXEfRHxIjANmJD/Q787cGGu/2Ng//5dbXWDkfHzFOCUPuouAXZpsm8yMLmONpqZtUKbVoueJOkQ4Gbg3yLiKWBD4IbCMfNzGcCDPcp3AtYBno6IRSXH164t93DMzDrJ6K5FlbfiBKe8HVHhI04DNgHGAwuA7+bysudNYgDlLeGlbczMatafFQQi4gzgjP6cPyIeabyW9EPSw/SQeijFR0XGAA/l12XljwNrShqVeznF42vnHo6ZWc26tKTyNhA9Jk+9F2jMYJsOHCRpZUkbA+OAmaT76OPyjLSVSBMLpucH9H8LHJDrTwQuG1CjKnAPx8ysZnWukSbp58BuwLp5wtWxwG6SxpOGvx4APgkQEXMknQ/cASwCjsyPliBpEjAD6AamRsSc/BHHANMkfQO4FfhRbY3voSMCzqIl7sjZ8l42bpPBboKNUHWupRYRHyopbhoUImIKMKWk/ErgypLy+0iz2FquIwKOmVk7VXmgsxM54JiZ1Wx0hy1ZU5UDjplZzao80NmJHHDMzGrWpgc/h51WrqW2kaTfSpqbl6L5TGHfUXkRuTmSTmxS/+s5BcEsSb+StEEul6RT8gJ0syVt26prMDMbiDqXthlJWtnDWURabuFPklYDbpF0NfAq0no/W0fEQkmvbFL/2xHxnwCSjga+CnyKtPjcuLztRHridqcWXoeZWb90edJAqVaupbaAtOQCEfGcpLmkNXo+AZzQSDEQEY82qf9s4e2qLF1uYQJwTn5g6QZJa0paP3+emdmg67TEalW15QEVSWNJC3neCGwG7JrzL1wraYde6k2R9CDwEVIPB1LQ6rkIXcsWmzMz66/RWlR56yQtDziSXgFcBHw291pGAWsBOwNfBM7PS2QvJyL+PSI2As4FJjVOWXZoyee+tCDeQ1fMruFKzMyqqTMB20jS0oAjaTQp2JwbERfn4vnAxZHMBJaQlmw4K08QWO5JWOBn5Iyf9L443UuKGT83+Jet67okM7M+dSsqb52klbPURFp+YW5E/Fdh16WkhD9I2gxYCXg8Ig7Lmev2y/vGFeq8h6XZQqcDh+TZajsDz/j+jZkNJV0sqbx1klbOUtsF+Chwm6RZuewrwFRgas7P/SIwMU8A6OkESa8n9YD+QpqhBmktoP1ImexeAA5r3SWYmfVfp013rqqVs9Sup/x+C8DBFeq/v0l5AEeuQNPMzFpqNF7apoxXGjAzq5l7OOUccMzMalZnPpyRxAHHzKxmnTYZoCoHHDOzmnlIrVxHBJyDNrx5sJtgQ9A3j3nXYDfBRigPqZXriIBjZtZOTsBWzgHHzKxm7uGUc8AxM6tZV4ctWVOVA46ZWc3cwynngGNmVjMHnHKtXLxzqqRH85ppjbLxkm7Iq0LfLGnHJnXPzSmob8/nGZ3Ld5P0TK4/S9JXy+qbmQ2mLlXfOkkr0xOcDezTo+xE4GsRMZ6UUO3EJnXPBTYH3gisAhxe2Pe7vKr0+Ig4vt4mm5mtuNFE5a2TtHLxzutyps9lioHV8+s1KMljk+u+lBNH0kxSzhszs2Ghu8N6LlW1JcV0wWeBb+e00d8BJvd2cB5K+yjwy0LxmyX9WdJVkrbspe5LGT9/d57T5ZhZ+3SjylsnaXfA+TTwuZw2+nOkBG29+T5wXUT8Lr//E/DaiNgGOJWUzK1UMePnrgeuX0PTzcyq6erH1knafb0TgUaq6QuAHQEkzciTAM5sHCjpWGA94PONsoh4NiKez6+vBEZLWrddjTczq6Jbqrx1knZPi34IeDtwDSnN9D0AEbF38SBJhwN7A3tExJJC+auBRyIi8gy3LuCJ9jTdzKya0R3Xd6mmZQFH0s+B3YB1Jc0HjgU+AZwsaRTwD+CIJtVPJ6WV/qPS/wAuzjPSDgA+LWkR8HfgoCbpqc3MBk1Xh92bqaqVs9Q+1GTXdhXqlrYrIv4H+J8VaZeZWat12lBZVV5pwMysZl0eUivlgGNmVjMPqZVzwDEzq1m33MMpI99z7yySjoiIMwa7HTa0+O+FtYPDcOdpNjPQOpv/XljLOeCYmVlbOOCYmVlbOOB0Ho/TWxn/vbCW86QBMzNrC/dwzMysLRxwzMysLRxwhhFJi3Mah8Y2toWfdagkr1s3jEkKST8pvB8l6TFJV/RRb7e+jjEbCK80MLz8PSLGD3YjbNj4G7CVpFUi4u/AO4G/DnKbrIO5hzPMSeqW9G1JN0maLemTuXw3SddKOl/S3ZJOkPQRSTMl3SZpk3zcuyXdKOlWSb+W9KqSz1hP0kX5M26StEu7r9MG7CrgXfn1h4CfN3ZI2lHSH/LP/g+SXt+zsqRVJU3NP/dbJU1oU7ttBHLAGV5WKQynXZLLPg48ExE7ADsAn5C0cd63DfAZ4I3AR4HNImJH4EzgqHzM9cDOEfEmYBrwpZLPPRk4KX/G+3N9Gx6mAQdJehmwNXBjYd+dwNvyz/6rwDdL6v878L/5Z/8O4NuSVm1xm22E8pDa8FI2pLYXsLWkA/L7NYBxwIvATRGxAEDSvcCv8jG3kX55AIwBzpO0PrAScH/J5+4JbKGlOT5Wl7RaRDxXwzVZC0XE7Hyv70PAlT12rwH8WNI4IIDRJafYC3iPpC/k9y8DXgPMbUmDbURzwBn+BBwVETOWKZR2AxYWipYU3i9h6c/+VOC/ImJ6rnNcyWd0AW/O9wFs+JkOfIeUgXedQvnXgd9GxHtzULqmpK6A90fEXa1tonUCD6kNfzNIabdHA0jarJ9DHmuw9EbyxCbH/AqY1HgjyRMXhpepwPERcVuP8uLP/tAmdWcARyl3byW9qSUttI7ggDP8nQncAfxJ0u3AD+hfz/U44AJJvwMeb3LM0cD2eVLCHcCnVqC91mYRMT8iTi7ZdSLw/yT9HuhuUv3rpKG22fnv19db1EzrAF7axszM2sI9HDMzawsHHDMzawsHHDMzawsHHDMzawsHHDMzawsHHDMzawsHHBvWJF0jafvBbkdVw629ZnVywLGOJWnIL+0kqdkDmWbDjgOOtYyksZLulHSmpNslnStpT0m/l3RPXh6/dPn7nADuUkmXS7pf0iRJn8/H3CBp7cJHHZyX179d0o65fm/nvUDS5SxdzLRnu7skfV/SHElXSLqysTiqpO1y2odbJM3Ii542ei7fyukf7pa0ay5fRdK0vErDecAqhc/ZS9IfJf0pt+kVufwBSV+VdD3wgbp/LmaDxQHHWm1TUnqDrYHNgQ8DbwW+AHyF3pe/3yofvyMwBXghL6X/R+CQwmesGhFvAf6VtG4YfZz3zcDEiNi9SZvfB4wlpXU4PB9PXq/uVOCAiNguf9aUQr1ROf3DZ4Fjc9mnc7u3zsdul8+1LvAfwJ4RsS1wM/D5wrn+ERFvjYhpTdpoNuwM+SEFG/bubywaKWkO8JuICEm3kX6pj6F8+XtIKxk/Bzwn6Rng8lx+GymANfwcICKuk7S6pDVpvqw+wNUR8WQvbX4rcEFELAEelvTbXP56UhC8Oq9l2Q0sKNS7OP95S742gLcBp+T2zZY0O5fvDGwB/D6fayVSIG04r5f2mQ1LDjjWan2lSFhMyfL3knaqULeh54KAQZNl9fN5/9ZHm9VL+ZyIeHOT/Y32Le6jfY1zXR0RH2pyrr7aaDbseEjNBlsdy98fmOu+lZT99JkVPO/1wPvzvZxXkfLIANwFrCfppSE2SVv2ca7rgI/k47diac/sBmAXSZvmfS+XtFk/2mg27Djg2GCrY/n7pyT9ATidlHJ7Rc97ETAfaKR7uJEUyF4EDgC+JenPwCzgLX2c6zTgFXko7UvATICIeIyUg+bned8NpHtcZiOW0xOYlZD0ioh4XtI6pCCxS0Q8PNjtMhvOfA/HrNwVefLBSsDXHWzMVpx7ONaxJL0R+EmP4oURsdNgtMdspHPAMTOztvCkATMzawsHHDMzawsHHDMzawsHHDMza4v/D35pZ8ZUIgVEAAAAAElFTkSuQmCC
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<p><strong>Comment</strong> 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 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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<p>Plot violinplot of duration with respect to route.</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">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="s2">&quot;Plot violinplot of duration with respect to route&quot;</span><span class="p">);</span>
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PaSvJEFACQXARKAQUjyvi0B0g4k+R8OYPiwUwoAwPBh+wxgEJKcJxAgoW/YyAIAAGBU+Lu2FnzNfi6A/iBAApTsNwIQJ3ZKAQwS6xhg93gfAQABEgDEjp1SAIPECR5gh9g+t8TV6YD0IkACgJgRIAHA3mPdi05oog0AzQiQAAAARhgHvq1RmYVOHLU2ANCEAAkAYsbBHQAAw4cKJABoRoAEADELd0rZOW2N5QLsDpU2wM5ENz9siwCAAGlH2IAA6KdwncJBXmssF2B32G8BdoYKJABoRoDUAw7yAAwCO6UAAAwpdvsBoI4ACQBi5nle3EMAMMI48QXsDC20AaAZARIAAMAIo8oR2CGmsAFAEwKkHeBMHoB+ogIJAIDhQw+k1lgWQHoRIO0AK00A/cQ6BQCA4dPYPBvbagAQARIAxI4KJACDQMU00A+8jwAgRIAEADHjrCaAQWDdAuwO7yEAg5DkdQsBEgDELMkbEQAARlX0KmxsqwH0S5LXJwRIABCzcApbkjcmg8DyAHaHKWwAAAyfJO/jEiDtADtkAPopyRuRvcA6F9gZ1i3ALnEVNgADkOT1CQESAMQs3IgQlAAAMDyix3hJPuADgH4hQAKAmLFTCmAQCKUBABg+Sd73J0BC3yT5jQDEKeyBBAD9xHYZ2B3eQ62xXIDdSfJ7iAAJfcOZTmBnkrwRAQBgVNW3z8a2GkD/JHl9QoAEADFL8kYEAAAAQPeSvO9PgAQAMQunsCV5YwIAwOjhKmwA+i/J7SsIkAAgZuFGhGmgAPopPODlwBfYGa7C1hnLBUgXAqQdYEUJoJ+SfBZiL7DOBXaHcBrYmdWVFVm1JDmne++9V+973/viHhKAEZDkfVsCpB1gRwxAPxEgtcc6FwAQh0q1IgumsS0sLOjLX/5yzCMCMAqSvO9PgAQAMavVapKSfTYCwPBhndIeywcd8RIBgCYESAAQs/AsRJLPRgBA0lDdCACIQ5L3+fckQDKzrJk9ZmZ3Bd+/2MweMrNnzewvzaywF+MAgGFEgARgEKiwAXaL9xCA/kvy9nmvKpB+UtIzke/fLel3nHMvlbQk6Uf2aBwAMHQIkAAMQpJ3UAEML9YtQHoNPEAys+slvVHS+4PvTdIbJP11cJcPSvreQY8DAIZV2AMp/AwAAABgNCX5pPFeVCC9V9LPSQqX0n5JF51z1eD7U5Kua/VAM3ubmT1iZo/Mzc0NfqQAEINwI1JL8MYEAJKC6gmgf3g/Ab1L8vtmoAGSmd0u6YJz7lD05hZ3bbkEnXN/4py71Tl361VXXTWQMfYiyf9oAMOrPoWNCiQA2DPs1wEA0JvcgH//N0n6bjP7TknjkmblVyRdZma5oArpeklnBjwOABhaVCC1x0EesDO8d1rj6msAgDglefs80Aok59wvOOeud869SNIPSPq0c+7Nkj4j6U3B3d4q6W8HOY5+S/I/HMDwCXsfeTUCpFY42AN2Jtxf4T3UjP04dItXCoBBSPJ2aK+uwrbZz0v6GTP7svyeSHfENI4dYUcMQD+FG5EkN9QDMLySvKM6SCwXdMRLBMAAJHn7M+gpbHXOuc9K+mzw9XOSXrtXfxsAhhlT2AAMQpJ3UIHhwHsIAKLiqkBKJHbEAAxCfQqbRxNtAAAAYJQlOVcgQAKAmNUrkOiBBAADRysCYHcSfOwLDAUCJEDJfiMAcQoDJHogAcDgsb8C9A/vJyBdCJB6wAqyPc7oATsTTmELPwNAP7Df0h7LBwAQhyRvfwiQACBm1Wq16TMA9EO4g8oJHmBnknuIhzglORwAOiFAAoCYhcFRrUaA1Ao7YgAAICkI7dFJkvdtCZB2IMn/cADDJ5y6Vq0yha0VdsSAnWF/pT2WDwAgDkne/hAg7QAHMwD6iQokAACGUIIP8rD3khwKYG8l+bVCgAQAMatUKpKkGj2QAAxAkndUB4nlAgBAbwiQACBmlXoFElPYAPQPTbQBABg+ST6BQYAEADGrVvwAyTlHiASgb5K8gwpgiEXWLaxntiK0RydJft8QIAFAzCqRqWtVprEB6JMk76ACADCqkrx9JkACgJhFQyMqkAD0S5J3UAEgqVj3YpQRIAFAzKpUIAEYAA5igN3hHYSdYAobOkny9pkACQBiFg2NwiuyoSHJG1kgTrx32mP5oCNeIgAGIMnbHwKkHUjyPxzA8KlWq3Lyz1YxhW0rzuQBAABgVCQ5TyBA6gEHMQAGoVarSpmcJKawAeifJO+g7gWWDzrjNQIAUQRIABCzWrUmlyVAAtBfBCQABmF+fq7+9c/8zM/ofe97X4yjAZLH87y4h7BjubgHAABp51cgjUsiQALQPwRI7bF8gJ0plUr1r48cOcIsDaBHSd7+UIEEADGr1WpywRQ2eiABAAAAo4sACQCwI57n+WWsmawkrsIGoH+SvIMKAMCoSvIUNgIkAIhRGBi5bKHpewDYLQIkANh7rHvRSZJfIwRI6JskvxGAuJTLZUmSy441fQ8Au8V2uT2WD4BBoCcUOkny9ocACX3DyhLoXT1AyhWavkdDkjeyAIDkYusDYBCSvG9LgLQDSf6HAxgujQokAqTtEE4DO8P+SnssHwBAHOiBlDIczADol3pgRAUSgD4jIAF2ifcQgAFI8vaZAAkAYlQqlSQ1eiCF3wPAbiV5B3UvsHwAAHGgAgkAsCNMYQMAAADSI8knMAiQACBGNNEGMChJ3kEFAGBUUYGUEuyIAeg3KpAADAr7LQCw91j3opMkv0YIkAAgRvXAKJOTMlkCJAB9E+6gJnlHdZBYLgAGgQsuoRMqkAAAO1KvQMpkZZkcARKAvgkDEg5mAAAYHgRIAIAdqV91zbJSJstV2FqgSgDYGd477bF8AABxiAZISdsWESABQIwaU9iyTGHbhKoJYHeStlMKAEAaRLfPtVotxpH0jgCpB/QSANBv0SlsjgAJQB+xv9IeywcAEAemsKUMZ8UB9Es9MLKsnBEgAeifJO+gAgCQBkk7mUGA1IOk/XMBDL9yuSyZSZYhQALQV+y3AAAwfKIneJJ2socAqQfsiAHot3K5LMvkJDN5liFAAtA37LcAwN5j3YtOoq8RAqQRxsoA2B3eQ1uVSiW/gbYkZXLaKBbjHRCAkcE6tz2WD4BBoN0JOuEqbADQhaStIPfCxsaGlM1Lklwm538PAH3AOrc9lg8AIA7R7U/StkUESAD2TNJWkHthY2NDLpPzv8nktL5OgASgP8IznKx7W2O5AADiQICUEkn75wLDhvfQVsViUZ75AZLL5lViCtsWvG6AnQnfO7yHAAAYHkxhS4mk/XP3GssH6N3Gxoa8oAeSy+RUKhEgbUYvAWBnCJDaS1rjUgDA6EnatogAqQfsiAHot/X1DSnj90BSJqdKpaJarRbvoACMBPZb2mO5AADiQAVSSoT/aM6Gt5a0Fz/2XtIS9r2wUdyQy4ZT2PzPRaaxAegDAiQAAIZPkrfLPQVIZpY1s2vN7Mbwo8P9x83sYTN73MyeMrNfDW5/sZk9ZGbPmtlfmllhN09iryT5H70XCAfQCZU1W21sFCNNtP1KJAIkAP1AE+322G9BO7xvAAxKdP2StG1R1wGSmf07Secl3SPp7uDjrg4PK0l6g3Pu1ZJeI+mfmtltkt4t6Xeccy+VtCTpR3Yw9j3HwW97SXvxY+/xHtqqVCzWg6MwSNrY4EpsAPqHA+HWWC4ABoF1CzpJ8lXYcj3c9yclvcw5t9DtA5y/NFaDb/PBh5P0Bkk/GNz+QUm/IumPehhLLAhI2mP5oBMCpK2KpaLcvmBVnCVAAtA/4XaZ7TMA7B3anaCTpIVGUb1MYXtB0qVe/0Aw7e2wpAvyq5e+Iumic64a3OWUpOt6/b1xSPI/ei+wfNAJAVKzSqUir1aTgsojxxQ2AH0Ubpc9j+1zKwRraIf9WgB7IWnbol4qkJ6T9Fkzu1v+1DRJknPuPe0e5JyrSXqNmV0m6W8kvaLV3Vo91szeJultknTjjW3bLe0JDn7bY/mgk6StIActDIrcpilsBEgA+qHeRLv1blbqERAAAOKQ5ClsvVQgnZRfQVSQNBP56Ipz7qKkz0q6TdJlZhaGV9dLOrPNY/7EOXerc+7Wq666qoehDkbS/rl7jXAAnRAyNqtPVcsyha0d1r3AzjCFrbVwegnrFgBAHKLb5aRti7quQHLO/Wqvv9zMrpJUcc5dNLMJSd8uv4H2ZyS9SdJfSHqrpL/t9XfHgR2w9pL24sfeI0BqFgZFjilsbdFLANglts9N6pVZLBe0wesDwF5I2rqmY4BkZu91zv2Umf2dWkw1c859d5uHXyPpg2aWlV/t9FHn3F1m9rSkvzCzX5P0mKQ7djb8vcXBb3ssH3TCa6RZfQpb1g+OqEAC0E/hia8aJ8BaStpOOwBgNCR5Cls3FUgfCj7/115/uXPuiKSvbXH7c5Je2+vvi1u1Wu18pxRL2osfe48AqVk9KNpUgUSA5GOdAuwOlTatMYUN3eD1AWBQkrx+6RggOecOBZ8/N/jhDLdyuRz3EIYaU/zQCQFSs81NtJXJNt0OH1PYgJ2hB1JrBGsABol1CzpJcgVS1020zex2M3vMzBbNbNnMVsxseZCDGzaVSkUSB8HbYQcVnfDeaVYPisIm2paRZXNUIG2StA0rMCzqQYnHe6gV1i0A+okTXtiJpB1Dd91EW9J7Jf2fkp5wKd3ihhVIVCK1lrQXP/YeAVKztbU1SZEKJEnKFrS+vh7TiACMknoFkmP7HMUUNgBAnJJ83Nx1BZKkFyQ9mdbwSGpUIJXLlZhHMpyS/EbA3iBAahYGRfUm2pIcFUhbcEYP2Jlwl82jAqkJU9gAAHFK8hS2XiqQfk7Sx83sc5JK4Y3Ouff0fVRDqhEgUYHUCgESOiFAalYPiqIBUiZPBRKAvqACqb2k7bQDAEZP0rZFvQRIvy5pVdK4pMJghjPc6gFShQCpFQIkdEKA1GxtbU2WzUnWKAatZfL1qW3wJW3DCgyLRg8kts9RTGFDN3h9ABiUtFQgXeGc+46BjSQBGj2QmMLWCgESOiFAara+vi5lN+XxmbxWCZCaMIUN2JnGVdiStXO6V5K20w4AGA1J3v700gPpk2ZGgCSpwhS2lgiQ0Ek0QEryirNfNjY2mqavSX4/pLU1prAB2L1Grx+2z62wHQIAxCHJFUi9BEjvkPT3ZrZhZstmtmJmy4Ma2DAK+5LQ4LY1qkvQSfQ1QuDoT2HzMlsDJHogAegHKpDaS9pOO/YWrw8Ag5KKAMk5N+OcyzjnJpxzs8H3s+HPzexVgxni8FheXpEkFYsbqlarMY9m+IQ9ooDtRAMkAkc/lPYym2YSZ/IqElID6AMqkNrjRAYAIA6pCJC68KE+/q6htLyyUv96dXU1xpEMJ65Oh04IkJqtrq3LtahAKpdLhNQRSduwAsOCCqT22A4BAOJAgOQb+S6na6urckHDWwKkhnDHlAAJnRAgNVtbW5Nr0QNJYqqsRPNsYLeoQGqP7RDaSdpBHYDkiK5fklYN288AaaTXsp7naWNjXd7YjCQCpKhK1Z+6RoCETgiQmq2vr28JkMKm2vRBArBbVCC1Fu63sx0CAMQhGholLazuZ4A00tbW1uScqwdIK5HpbGlXCoIjAiR0QoDUrLjNVdgkAiQAu9eoQErWzung+cuD7RAAIA5MYfONdHoQVhw5KpC2KJcIkNCdaNqetHLNfqtWqyqXS1t7IGUIkAD0R6MCKd3r2808R4AEAIhPko+JegqQzOw6M/tGM/uW8CP8mXPutv4Pb3iEFUdUIG1VqRAgoTulUqnl12kU9jhiCltnSTszAwwLKpBaq1X94IgACd0YHx/Xm970Jo2Pj2ttbS3u4QAYAUnugZTrfBefmb1b0r+Q9LSkcIvrJH1+AOMaOo0Aabrpe0jlMj2Q0J1oY+i0N4muP/+gMX8obNRPgNRAM21gZ8KdUppoN6vWCJDQvdtvv13vfOc75ZzTfffdF/dwAIyAJPdA6jpAkvS9kl7mnEtl2cDi4qIkyRWmZdl8/XtQgYTuRUORtAck4VlMl21eDdMDCUC/hDulNNFuViNAQhfC9882IyQbAAAgAElEQVRdd90l55zuvvtuXX/99TGPCsAoSPIUtl4CpOck5SWlMkA6d+6cJL8CyY3N1L9PO8/zVKtWJREgoTMqkBrCgGhzDyTRAwlAn1CB1BoBUnvOOSo/I4rFou68805J0tTUVMyjATAK0hIgrUs6bGafUiREcs79RN9HNYTOnj0rG5uUMjlVC1M6feZs3EMaCpVKpf512nvaoLNoKJL2AKkxhY2rsAEYjHoPJCqQmlSDE1/hZzTzPE/ZbDbuYQDAyEpLgPSx4COVzp07p1re73/kFWZ07txxztCoueqIAAmdbGxsSJmc5FUJkLZrop3JSpZJ/fIBsHtcha01KpDaS1o/jkFhOQAYlOj2J2nboq4DJOfcB82sIOmW4KZjzrlKu8eMktNnzqhWCAKksWkVL6xrZWVFs7OzMY8sXk0BElPY0MHGxoa8wqQyxeXUV9hsO4VNkuXyqV8+AHavVmMKWysESO0RnKATz/M0Pj6u22+/XXfddRdXpwN6lIoAycxeL+mDko5LMkk3mNlbnXMjfxW2Wq2mubk5eQdeJUlywZXYzp07R4DUVIFEgIT21tbX5eUmlBEBUv35b65AkqRsgQokALtW8/ydUiqQmnkeAVI7vF7Qied5+u7v/m6uTgfsUCoCJEm/Lek7nHPHJMnMbpH0EUlfP4iBDZP5+Xl5tZpcoTGFTfL7It1yyy3tHjrywgDJWYYm2uhobW1dLjfGFC1FprC1qEBymVzqlw+A3fNqTGFrhQokdINKrO1lMhmuTgfsQloCpHwYHkmSc+5LZtbi1PnoaVyBbSb4PN10e5rVA6RsgQAJHW1srEvZaVmuQAXS+rpk5vc82sTL5FK/fKLYiQd2JqxAcs7RtzGiVvWXC020W0vawQz2XiaT4ep0wC5Etz/Ri1IlQS8B0iNmdoekDwXfv1nSof4PaficPetfcS0MjpQbk+XG6renWT00yhVUIUBCB+vrG3Ljl0vZfOorbDY2NmTZgh8ibeJl6IEUxUEvsDNhBZLElbWiakxha4uKNWBnOOGFbvmhkUlyidsW9RIg/Zikd0j6CfnP9vOS/nAQgxo2p06dkszkCtMaO/mgJL8a6YUXXoh5ZPGLViBVyssxjwbDrlTckKbyTNFSMIWtVf8j+VPY1tYIkADsThiUSARIUR5T2NqiMgvYHU58oZNarSZlc1Ktkrh1bi9XYStJek/wkSrHjh2Tm7xCymSVWV+UJFUmrtDRY19KfUl4I0AaU6VSTv3ywPaq1aoqlYpcNi+PAEkbGxty2W1Wwdm81jdW93ZAAEZOzWuuQIK/HMIqAQKk1lguADBY4TGR1SqJm8KW6XQHM/to8PkJMzuy+WPwQ4yXc07PHD2qysT+ptu9qSu1trqS+j5I9UbAuXFJUqlUinM4GGKNptE5eZl86i/5ur6+Ls9aB0gum/f7RQHALkSnsBEK+KJBGsuktaSdDQeApCmXy3LZQv3rJOmmAukng8+3D3Igw+r8+fNaXVmRd8U/arq9NnWlJL866ZprroljaENhddWvkvDG/QbjKysrGh8fj3NIGFL1iqOsP4VtbT3dFUhr6+vyWlyBTfKvzFZMeYUWgN3zNk1hQ3M4QlDSGssFAAarVCrLZZIZIHWsQHLOhZ2if9w5dyL6IenHBzu8+B075l94rja5qQJp4nLJMvWfp9Xyst/3KLxC3crKSpzDwRBrumx9libR62vr/tznVrL5+pQ/ANipWo0pbJtFq46qVCC1RIAEAINVKpfkcv6J5JELkCL+9xa3/bN+DWRYHTt2TMpk5E1e0fyDTFbe5BU6mvIAaWVlRcpk5Qr+5TvDQAnYLAyMXDYvl+EqbGvr636Y1kJ4e9qXEYDd8eiBtEU0QKpVCZBaYWofAAxWqVSWs5yUyY5egGRmP2ZmT0h62ab+R89LGvkeSEePHZOb8Btob1ad3O832E7xJRuXl5dl+XG57JgkKpCwvXoYksnJZfMqFtMdjvhNtBsB0tjJB+tXeQyvzkaABHSHcKQ1+v1s1VyBRKVNK1QgAcBgFYsbUjYny+ZULBbjHk5PuumB9GFJ/0vSb0h6V+T2Fefc4kBGNSScczp29Jgqk9e1/Lk3daXW547pzJkzuu661vcZdSsrK3LZglyOAAntRSuQlM2rWvEvW5nLdX0xyJFS3NiQxhsBUniFR0n1q7OlfZpfKM0hPbpDgNSaowJpC3ogtRZdz7JcAGCwisWiXOEyKZu8WRnd9EC65Jw77pz7l0Hfow1JTtK0md048BHG6OzZs1pbW5W3qf9RqDbZaKSdVsvLK6plCnK5QvA9U9jQWr0HUjCFLXpb2tRqNZXLpXpQtFnal89mZhb3EDDkqK5preZ5csH7hwDJF50qUErYtIFBIlgD+ocTX+ikVCz5szIyyatA6roHkpl9l5k9K+l5SZ+TdFx+ZdLIeuaZZyQ1rri2mTdxuZTJ6ujRo3s5rKFyafmSvNyYlMlLZvWrsgGb1atpgibaUnoDknBDEZ3C1iS4nQokHwe+6IQAqTXP8yTLNr6GSqWSJD+oLxVLMY9meERDI95PwO5w4gvtOOeCE8l5eZZL3PFQL020f03SbZK+5Jx7saRvk3TfQEY1JA4fPizLFbY20A5lMqpNHdChRx/b24ENkeXlFSlbkMxk+XEqkLCt5gqkdE/RavSD2q6Jdq75finHgS864YC3NT9A8nf1WEa+eoCfH1OplKyzvoNEgAQAe2NjY0POOblMXl4mp7W1ZB0P9RIgVZxzC5IyZpZxzn1G0msGNK6h8MihR1WZurq+89VKdeagnvvKl1MbnKyurtT7H7nsGD2QsK3NTbSl9AZI4RQK16I5vyQpCJCSdlWGQSFAQidMuWnN8zy5YB+G95GvXoGUG1e5xDo21NRcnPcTAAxMfcZOriCXLWglYTN4egmQLprZtKTPS/pzM/tdSSO7hblw4YLOnjmt6uw1be9Xm71Gzjk9/vjjezSy4VGtVlUqFusBkpctECBhWxsbG7KsP9Ux7VPY6sHQNgFSGCwRIPk48EUnHPC25pjCtkW9Aik3rkqlzHIJ0AMJAPZGGCD5FxYqaG2EA6TvkbQu6acl/b2kr0j6rkEMahgcPnxYkh8QtVObukqWzeuxx9I3jS0Mi1zWb6DtZQu6dOlSnEPCEFtfX68HR2GT6NRXINk2V6AjQGrCAR46YcpNa55XkzJUIEU1KpD8k1+sZ30ESED/0EQb7aytrUnyj6FdtqC19bWYR9Sbrq6fbWZZSX/rnPt2SZ6kDw50VEPg0UcfleXH5U1s0/8olMmqMnVAjxw6tDcDGyLhtL3oFLZLy1QgobVLly41XivB57QGjuEBzLYVSEaAFMWBLzrhgLc1z/PksvRAiopWIIXfj4+PxzmkoUAPJGD3aJ6NbkSLMFyuoOLGhmq1mrLZbVpbDJmuKpCcczVJ62a2b8DjGQrOOT1y6JDK0wf96TYd1Gav0ckTJ7S4uLgHoxse9Rd/JBRYZQobtrGwsKBqsMPu8hOSlLr3TKjTFDYqkHzhGTwCJHTCAW9r0SbavI980R5I0e/Tjh5IALA3GkUY4/6Hc4lqA9PLFLaipCfM7A4z+73wY1ADi9PZs2c1Pzen2szBru5fnfGnuYXT3tKikZ6GAVJB6+tr7Mijpbn5Bbn8pP9NJivLj6c+QAorjbagAqkJ6xR0wmtkK+ecH8IG6xOWkW/zFLawIintmMIG9A9T2NBOOAPDD5CSNyujqylsgbuDj5EX9jOqzV7b1f29qf2yXEGPPfaY3vCGNwxyaENlSwVSECStra1pdnY2tnFh+DjndHFpUW7/VY3b8hOpD5C2rUAykzJZAqQABzPohHBkq3pQnfP7FFYqlTiHMzQ2T2GjAslHgATsHsERurG8vCxZRmOnH5WV/QbaIxkgOedGvu9R6LHHHpMVJuWNdzljzzKqTF+tRx5JVx+kRvldIfg8Vr+dAAlRq6urqlQq8sIKJEnV7LjmFxZiHFV86gd22wVIkiyTS32AFPYS4MAXnRAgbVVfzwQXuiAo8ZVKJcky/tVvRAVSKBoasc4FgMG5ePGirDCuzMairOavb5MUIHU9hc3Mnjez5zZ/dHjMDWb2GTN7xsyeMrOfDG6/wszuMbNng8+X7/aJ9ItzTo8+dljl6au76n8Uqs4c1NmzZ7SQogPi+lzNbHOAlKQ5nNgbYaVR2PvI/3pS8/PzcQ0pVvUDue2msElSlgqkEGfD0QkB0laNCiSuNhZVLBZl2bxcxj+HSrDmi14VdWNjI8aRAMBoW1hYkJcLjomCPoVJyhB66YF0q6RvCD6+WdLvSfqzDo+pSvr3zrlXSLpN0jvM7JWS3iXpU865l0r6VPD9UDh37pwWF+ZVm766p8fVpv1+SUeOHBnEsIbSysqKLD9Wf+ETIGE7rQOkCS0tLaWy3LfjFDZJMiqQQpwNRycESFvVe/1QgdSkVCpJ2Zz/ISqQQtEAKfo1AKC/5ubmVQsCJGcZyWw0AyTn3ELk47Rz7r2S2jb8cc6ddc49Gny9IukZSddJ+h5J4ZS4D0r63h2NfgCeeOIJSeq6gXbIm9wvy+ZSFSAtLy9LQWgkqV6JRICEzRoBUmMKm1eYUKVc1traWlzDik1jCtv2s4hdJkOAFKACCZ0QIG1VX39QgdSkWCxKmRwVSJsQIAG7F069tx5msSB95hcWGm09zGSFyUQFSF33QDKzr4t8m5FfkTTTw+NfJOlrJT0k6Wrn3FnJD5nM7EC3v2fQjhw5IsuPyZvocVZdJqPq1AEdfvzxwQxsCF28eFG1TCNAChtSLi0txTUkDKkwQPI2TWELfzY9PR3LuOLSTQWSs2zqD2zC6jQqkNAJAdJWmyuQCJB8pVLJvwJmMIWYCiRfPTTKFQiQ0FGhMFZ/73zN13yNbr755phHBCRDtVrV8qWLctfcJJX8fsK13ESi2nr0chW235YUzjWpSjou6fu6eaCZTUu6U9JPOeeWu01lzextkt4mSTfeeGMPQ925xw4fVmXyQE/9j0LV6at1/PnDWllZ0cxM19laYl2Ym1MtGgjkxqRMNlEJKvbGwsKCH5YEBzJSYzrb4uLinr2/h0W5XPbXMbZ9EagzeiCFqEBCJwRIW9EDqbVisSgvk5ULprCxXHxhNbDLTxIgoaMrr7xSy8t+09/3vOc9yuV6OaQcfWlsz4DuzM3NyTknV5iq31bLT+rsuXMxjqo3HaewmdnPmNnPSLor+Lhb0j9IOirp9i4en5cfHv25c+5/BDefN7Nrgp9fI+lCq8c65/7EOXerc+7Wq666qtVd+mppaUmnT51Sbaa3/keh2sxBOef05JNP9nlkw2l+fkGu0JiSFJbgJSlBxd5YXFyUFSabgtkwQEpj4Fgul2Vtpq9JkmcZKpCC/S8qkNBJNEDyPC/GkQwPKpBaKxaL8iwrZeiBFLWxsSFlsvKyYwRIwC4RIGE754KgyCs0Zl+4sRmdP3c+Ma+bbnogzQQfXy/pxyRdI+laSW+X9Mp2DzS/1OgOSc84594T+dHHJL01+Pqtkv62t2EPRtj/qNpjA+1QbeoqKZNJRR+kUqmk9bVVufxU0+3V3KTm5giQ0GxxcbHeLC7kRaawpU25XG7fQFuSMjmVUn7AV635lUcc+KKTaIBExZqvXoFEE+0mG0EPpHAKG8vFt7a2JssV5LJ5ra6uxj0cDLnobBL6/WzFiYzWWC7S2bNnJUneWGO2kjc2o3K5lJg2MB3rDZ1zvypJZvYJSV8XNMOWmf2KpL/q8PBvkvQWSU+Y2eHgtv8g6TclfdTMfkTSSXU5FW7Qjhw5Isvk5E1dubNfkM3Jm7xSj6cgQAqrjLxoBZL8HjcX5ubiGBKGmH+1gfHmG7MFKZNNb4CUbb/69XsgpTs4WVv1p1RwNhydRKvUqtWqCoVCm3unQ6PXWk6W5aqOoWKx6DfQNpNl81QgBdbX16Vs3g+QWOcCu0JQ0lqlUtHY2FjnO46ws2fPSmZykQokb2y6/rMrrrgirqF1rZcJqzdKiu59lCW9qN0DnHNfkLRdLP1tPfztPXH48cdVnbpy28qAsZMPKrvuT7eZOPpxeZNXqHTjbU33qU5frWNHn1apVBrpN0gYIEWvqiVJrjClhYWvxDEkDLGFxUW58WubbwymPKY2QIr0P2q1blEmq1Ip3Qc2a8FBTBqv1NcN5xxnfgPRqiMqkHyNqz1mg/UJlTaSVCyWpMys/002x3IJrK+vy8v4AdL62sW4hwMkUjgFiQCptXK5PNLHx904ffq0bGxayjSOA1xQjXT69Gm96lWvimtoXetmClvoQ5IeNrNfMbNfln81tQ8OZlh7z/M8HT9+XLU21UeZ9UVZrSKrVZRbOafM+tYD39rUlarVanrhhRcGOdzY1QOkLRVIkyoVixzwoa5SqWh1Zbne8yiqlhtPZQ+kWq0mFwmQWq5bzOR56W0M7JzTxrq/HmF90hqNoxuiFUj0zPLVg5GM3++HCiRfqVTyK5AkKZOjAingB0g5KZNXcWMj7uEAicb2ubUN1i16/vhxVcb2Nd3mjc1KltGJEydiGlVvug6QnHO/LumHJS1Juijph51zvzGoge21paUlVSuVpvmIOxE+/vz58/0Y1tCqT2HbUoE02fRzIJzP2zpAmtB8CgOkbpvkJaSX3kCUy+X6DhgBUmvsoDZQgbRVowIpRwVSRLlUqleaO5ZL3erqmlymIJctqFQqsn4BdiCsCub901ra17dhkYk3cVnzDzJZaWKfjh8/Hsu4etXTNRedc49KenRAY4lVq47oOxFeku9cgi7FtxMLCwuybK7psuxSY0rb/Py8brrppjiGhiETTlHb3C9L8kOlhYXRfq+04gdInaYeWWKuxjAI0dBohYauLbGD2hDdKU37DmqovhwsK2dZKpDkr3vL5UYFkjMqkEJr62ty2TG5bF6SXykwPb27fWIgrZjC1lra17dnz55VtVJRbfyyLT+rjO3Tc88f3/tB7UAvU9hGWhj4uLFdBki5cVk2P/IB0tzcnB+Wbeq/EYYEaZyWhNbCAMnltlYgufyEVleWU1cx0H0FUnoDpGjj7NVVKpBaSdv7pp3o64Wm675GE+2sPAIkSf4ycc75V2GT5GWyqT+gCa2trftX7AsCJN5HXF0MO0eA1BA9qZP2ivLnn39ekuRNXL7lZ97EZTp39kwitkkESIF+VSDJTG5seuSnsPlX1WoVCEwGP+dKbPDVA6SWFUiTcs4l5rKVe8pMUnoDpPAy0l5+MvU7HNshQGqIHuzSY8FXCqdqmQVXdaQyK3xtuGyjAmmd14sk+X2PMnm5DAESsFsESA0rKystv06jY8eOSZaRN9kiQJrcL+ecvvzlL8cwst4QIAXOnTsny4/Xz7zsRjU/pTNnzvZhVMNrbm5uS/8jSVI2L8uN0QMJdWE1msuNb/lZ2BcpbVdi624KW7p7IIWhkStM1ZtpoxkBUkM0NOLA11cul2XhVC16/UiKrFeC6fcuV9DKClNkq9WqP7Uvm69PYSO4B3aOKeYN0dBoNeUtCZ555hm5ycvrVbBRtamrJElHjx7d62H1jAApcP78+d1XHwW8wrTOnR/dKWzOOS0sLrSsKJH8ShOmsCG0uLjoh7NB09KoMIRMZYDUIT9ySvcUtnCHwxubVrVapaqkBXZQG5jCtlW5XJaywXo3k1WxxBS28ODFZceCz4XUH9BI0cqsfP1EKutcYOeoQGqgAsnnnNMzR4+pMrm/9c8Lk7KxKQKkJDl95qyqQQPs3XJj01pdWRnZndiVlRX/inX51surmpvQhQtMYYNvYWGhPrVxs7ACKW2Bo3Oui8lpluoSpHBacW3mYNP3aCBAarh06ZJccBXUS5cuxTya4VAulyULp2pRgSRFzn7nggqkbEHrVDg29lepQAJ2JTzxR4DUEN0mp3n7fPr0aa2vrcoLKo1aKU/s11NPP7OHo9oZAiT5b/YLF87L9bECSdLI9kEKp6e5wtYeSJLf12ZungAJvoWFBVVbTF+T0juFzdfFFLY9GMWwOn36tKwwodrklfXv0YwpbA1nz51XdfIKWSanCxcuxD2coVAqleTCys9MjibailYgBVeQzRVUrVRSH66FAZI/ha3QdBuA3hEgNdTbmlgm1S1Ojhw5IkmqTR/Y9j7e9AGdPXN66E+sEyDJL9OtlMv1g9ndCn/PqDYGrgdI21QgeYVJLS0tsfKEJGl+YXH791YmK8uPpzRA6iDlF385ffq0aoUZeeOzkqQzZ87EPKLhEJ3WmPaD3pBzTvPBlUHd2BQXcQiUSiU58wMkeiD5NgdI4VS2tE9jqwdImbxEE21g16gQbpifn5fM5E3uT3WAdPjwYVlhQt74ZdvepzpzjSTp8ccf36th7QgBkqSxMX8HQl6HN3utrPHxcb3pTW/S+Pi4VNvmbJ7nnxUeH29ddZF04Zvf264HUn5SXq02sgEauuec08WlNgGS/MA1bQHSlt5G26xb0twD6eQLp1QrzEi5MVl+jAqkQDQE4ADPt7q6qlKpKK8wrWp+cmSrf3tVKpXkWbCbl8mpTIDUCJAiU9iit6dVOK3E5cbryybNU02A3SJAapifn5cVplQrTOp8SlucOOf0yKFHVZ66OrjKcmve1H5ZrqDHHntsD0fXOwIkSdlsVvlCQeZV2t7PqmXdfvvteuc736k3vvGNsmrrAMmCAGlioj8VTcOmUYG0XRNtvzJp2MvvMHhra2uqVCry2gRI1ey4FlIeILVet1hqA6RyuayF+Tl5435Pm1phRqdOESBJzX1JCJB8YWDkClNyhWmdPUeAJElLFy/KC6YPu9yYisUNVSrt93NG3erqqr/zHlTZhP1+0h4g1a+WWpiULCMb42IowG4wC6PhwoULquUn5PJTfrVwCvdtT58+rcWFedVmr2l/R8uoMnW1Dj366N4MbIe2XkMupcbHJ7RWa99PwuUKuuuuu+Sc09133y2Xax2gqObvoI1ygLTdVbWkxpW15ufndcstt+zl0DBkwio0l2tXgTSuhYU0BkiNMxDbr1vSt5GV/IbZzjl5Y/70tdrYjE6dPhXzqIZDNDSiya3v+PHjkiRvfFZecUZLp5/VysqKZmZm4h1YzBYXl+RyfrNOFwRJS0tLOnBg+/4Lo251dVWWK9TPALscU9ikyInBYFvt5SZTPdUE2C0CpIbjJ06qNnaZvPFZFS9saHFxUfv3t74S2ag6dOiQJKk20yFAklSdvUZnXnhY586d08GDBwc9tB2hAikwMTHesQJJ2YKKxaLuvPNOFYtFKWzCuMmoVyAtLCxsO31NCs5gSex8oBEgdZjCdjGF0x2boqGW6xZL7UXYwulqYf8jb2xWcxcu0DRazaERl9n2Pfnkk7JsXt7E5apNXy1Jeuqpp2IeVbw8z9PK8qX6ujf8fPHixTiHFbvV1VUpCI0k1ffj0h4gLSwsyAqTUsY/LKjlJjTHPhywY0xh862urmppcUHexGXyJvzeP+FJnzR54IEHpfFZeeP7Ot63tu96SdJDDz006GHtGAFSYHJysl45tFs24hVIF+bmVMu2DwQkprCF0nwWohEgbd8PzOUmVCxupKrBa7flu2ks85UaDbPDy7J747PyPE/nzp2Lc1hDgQqkrR4/ckTVqasky6g2daVkpieffDLuYcVqeXlZnufV173eiF/co1urq6vyMo2Tf/RA8s3PzzdNNfcKVCABu8FVL30nTpyQJNXGL68HSOFtaVEqlXTo0UMqz17Xtv9RyBvfJ43P+qHTkCJACkxOTnauQOqWV1Emm1U+n+/P7xsyi4vtmyLLMrJC+hojbyfNVRPdViBF75sGm6ewtWRSWqewnThxQpYr1KfdhEFS2nY6WqEHUrPV1VUdf/55VcPL4mbz8ib368gTT8Q7sJiFlUbhlKToFLY0W11dVS3T2DcLG0anPYydm5tXLdKWweUntXzpUqr3X9BB5EDYujgoTgvP8/fb0nRStJ1wv82buEwuNyHLj6WuAunw4cOqlMuqXnZDdw8wU3n2Oh169NDQvo4IkAJTk5PKeP3ZUFqtqvGx8ZFcofpX1VpqOlM1dvJBjZ1sTknTeGWt7VCB1Dh4kba+Xrx8+g5snHMd86O0NtF2zunBhx5WZbpxpYra1JWybF5f/OIXYx5d/KhAavb000/LOVefuiZJ1ekDeubpZ1LdMHpzeJ/GoL6V5ZXVeuNsSZJlpUw29RVIc/Pz8gqN/bqwFUHa9+NGcT8eg1UKKo+G9cB/rz3zzDP+CcGxaclM1Ykr9NRTT8c9rD31wAMPyLI51Wa672dUvewGVcrlob0aGwFSYGJion8BklfRxORoTl9bWVlRrVZrugJbZn1RmfXmnYxqNn2NkbeT5gBpcXFRVpiQrLGq2fx6Cc+Qp+nAJpPJqHODI5fKndeTJ0/qwvlzqu6LnKnJ5FSZOaj77n8glaFaVD00yuapQJJ07733+jtm043G0NXZa1WplPXwww/HOLJ4bZk+nM3LsvlUrWdbWV1dae6BZCbLjaU6QKpWq0G/rMZ+XfRiKAC6FwZHTGHzPfrYY6pMHagfB1SnD+q5576ilZWVmEe2N5xzuvcL96k8c62U6f7aZbWZg7JsXvfdd98AR7dzBEiByclJWa1Pb/Zq2e+pNIK66Wnj/3widZdm306aG+ldvHix7RXYpMaZ8TSd6czlcjJ1CBY9T/ncaE6DbeeBBx6QJFWDJoKh6r4bNHfhfOpKnzerh0aFqVQf9Er+svjEPfeofPmLpUhVSW3f9bLCpD72d38X4+ji1fIKmPnx1AdIa6tr9b5HIZcrpPq9tLi4KOdcU4AUfk0vS6A35SBAogLJX3+cPnVK1ciVx2ozB+Wc0xMpmWb+7LPPamF+TtXLb+rtgZmcyrPX6d57vzCUhQgESIEbbrhBrrQmVXf/hs+XLupFN/X4QkmI8CA/uqPRSnhlrbRXC0jpDpAWFhdVzY61vY9L4d8f+uIAACAASURBVBS2QqEgc40Ngjd5hVw2L5fNqzpzUN7kFTJXU76QvgDp/vsfkJva75c7R4Rzxx98cHibCu6Fubk5WX5M1fykLszNxT2cWH36059WqVhU+aqXNf/AMiruf6kefughnT9/Pp7BxWxpaUkyq1+mXpJquXQHSNVqVcXixpYAycvkUx0ghSFR9Oq6XE0X2JkwOCoWizGPJH6PP/64JDVN3apNXyXLZHX48OG4hrWnvvCFL0hmqu3rsv9RRPXym3Tx4pKOHj06gJHtDgFS4Oabb5YkZTd2uXNVq0gbl/SSl7ykD6MaPo0AqX1ViZefUKVSZopFyi0sdGi4LkmZnCxXSNXlpfP5vMxrBIulG29TbXK/apP7tfHy71Tpxtv8CqR8oc1vGT0rKyt68skn/CtVbOIKU3JT+3V/UKGUVqdOnVJtzL8U7KlTp1Id0v/txz4mN3mFvKmrtvysctUtcs7p4x//eAwji9/S0lIwfbgxDdbLjae6MjjcH9kaIBVSM52ilTAkaqpAyo1LZlQgAT0qV/zZLExh80/4Wa4gb2p/48ZMTtXpA3rggQdTsf/y+Xu/oNr01S1n7oydfFDZ9QVl1xc0cfTjW/oJV/ddL5kN5TQ2AqRAGPhs7uXTq0wQQI16gOR1CAXCsvk0TUvaThpWkNu5eHGpc4Ck9DVdz+VykutQkupqI3slx+188YtflOd5ql52Y8ufl2ev11NPPpnqg70TJ0+qVpiVNzarjfX1VAWvUc8++6ye/dKXVLrylnpIEm3Q78ZmVN13ne666+5UXklqaWlJXrAdDpeLl5vQ4mJ6K5DCKqPwymshl81reYUKpKbKcjNZYZIKJKAHnuepGly8Ie0VSBsbG/rc5z6v0mUvauqDKkmVy1+sF144qS996UvxDG6PnD9/Xseff06VbaqPMuuLslpFVqsot3JuawaRG1Nt5qC+QIA0vPbv36/pmdldB0jZ4PFhRdOoWVxc9FcE2faVEWnsa7OdYZy7uheKxaJKxWLHflmSVMuOazFFUysKhYLktZ/aaK6mQsqmsD344IOy/IS8qStb/rx62Q3yPC+1zZFLpZIW5ufljc/KG5+V5FckpdH733+HLFdQZX/jZM3mBv3lA6/QwsK87r777jiGGKvFxSXVgunD4XJx+XGtLF9K7TapPk2NHkhN5ufn/emOm7bVtRwBEtCL6DHP/Hy6q/fuvfdelUpFVa/cejxcueLFskxWn/jEJ2IY2d4JWy7ULut9+lqosu8GnTh+XOfOnevXsPqCAClgZrrlpTcrt7HLCqT1RU1MTOrgwe4v1Zcki4uLsrHJprL4VsIzWWnutxBKawVS+L/3OjTRlvyKtjRdtS+fz0uuQ28sz/ODppSo1Wq6/4EHVJ69dsvZqpA3daUsP5HaPkinT5+Wc07e+D554/skpTNAevjhh/XQQw9q4+Crm6+otUlt3w2qzV6j//b+96euam1hcev0YZefkOd5Wl5ejmlU8apXIG0+AZYd0/paegOkhYUFWWFyy3q3lp/Q3BwBElqLHgak8YqxrZw5c0aSVBvfpzNnzqR2/1+S/uETn5DGZ1SbvnrrD3NjKu+7QZ+455MjXSF8//33S+Oz9f21nQivSDxs+70ESBE333yzPwVtm6klrRrdbpbdWNTNN79kZFemS0tLqmU7V5SEZ7KoQEpvBVLjin3dTGEb19JSel4r+XxerkNzdXM1FVI0he2JJ57Q6spKfWPZkmVUnr1W9z/wYCqvcBKGRd74rN9k3DJ64YUXYh7V3qpWq3rf7/+BND6rytWvbH9nMxVveK1WV1b0oQ99aG8GOCQuXbzo97GJCKeWp3Xa4/ZT2AqqVCqpXKdIfgVSrcWJHpef1Dw9kICu1QOk2WtVLG7o0qVLMY8oHmfPntWjhw6pdPlXbVtwULnyZq0sX/KbTI+gYrGoRx99VOXZ6zsWXbTjxmeliX1+GDVECJAiXvKSl0heTZli6zd8y0a3Uc4pt7E0stPXJGl+YaGripKwASMBUnqvwtZTgJSb0Nrq6kifiYjyK5A8qc3ZKXMuVRVIf/VXf+VfXaxDqW/lypdqbXVF99xzzx6NbHhEAyRZRhqfTV0F0l133aUXTp7QxvXfIGWyHe/vTe5X+cpb9Nd/fWdqwrb19XWVy6WWFUhSeiuDGxVIzVVrYaC0tra252MaBnNz86q1uLKuK0xqbXUltcEa0KszZ874V9wKLlsfBkpp84EPfECyrCoHXr7tfWr7rpcmLtMdf/qBkTxOeuKJJ1SpVFS97Prd/SIzlWeu02OPHVYl6K81DAiQInbbSNtKK3K1ysg20Jb8q2p1aqAtqd6AkQCJCqTNZ8FbCQ9s0nJmvB4MtZnGllF6mmifOHFC991/v4pXvULKtn/OtZlr5E1dqQ9/5COpe2+dOnXKn2oSTMGpFmZ08mQ6QhFJWl5e1vvvuEO12Wu2bbTeSvn6r5fLZPX7v/8HqZhSEK5HN2+rw8pgAqStFUjRn6fN/MJCcwPtgBfcxn4c0J0zZ87IxqblTfhTls6ePRvziPbe888/r0/cc49KB14uV5ja/o6W0ca1X6sXTp7QJz/5yb0b4B45cuSIHya2msLXo9rMQVUq5aFqOk6AFHHTTTcpm83uOEAa9QbatVpNy5cudlVRIvmXDGbHgwqkbqewRR8z6nK5nP9FuwDEeY37jbiPfvSjMsuqcuAVTbdHr6pVZ6bSwa/WmdOnh/LSpoP0wgsvqDo2U//eG5/V6TOnUxOk/e7v/q5WV9dUvOF1PZWEu/yENg6+Wg899OBI7qhutl14H05hS8t6drN6hdGmkDoMkNJYgVQul7W6sixXaF2BJDWu0gagvTNnzqiSn5YXbKfTWIH0/ve/X5bNq3TN13S8b/XyF8lNXak77vjToaqu6YfDjz8ub3J/x5Oi3ajN+CHUkSNHdv27+oUAKSKfz+slN9+s3Nrcjh6fXb2gXC6vr/qqr+rzyIbD8vKynHNdB0i13AQ7HtLIrRS7tbS0JMuNdTfNJJeuq/aFlUXWpgLJvFoqprAtLCzo7//hH1Taf/OWdcvmq2qFqpe/SBqf1Z9/+MOpqCiR/Gb8x0+cVG1stn6bN75PlXJZFy5ciHFke+Mzn/mMPvWpT6l07Wta9h/spHLwVfJmDug9v/M7I7+8tgvvXW5MMkttgLS6uupvkzaFj2GAlLZG61Jjm9uqAim8jSuxAd05dfq0Hx5lcrKxqdQFSE899ZTuu+8+Fa/+aqmL2Qcy08Z1X6cLF87rYx/72OAHuEfK5bKeeeYZVftQfSQF2/KJfXr8cQKkofWaV79aubX5jpfYbiW3dkEvf8XLR/agr7Gj0V2A5PITWlhM545q9KA2zQFSL6+V8DFp0JjC1q4CKR1T2O68807VajWV/3/2zjxAivJO/89bR99z9pwwwDDMOAMDIogIyKCAEqPEI2LiFc3Gc41ZdWOM2U1QVLySmJ9BjRuTbKJZb1AQ0fV2FTRRQQU55D7nYO7ps67390d39fTM9D19V33+maG7uvprW1Nd9bzP9/lWTY39RYSBp7IZO3fswNatW1NXXBaxf/9+3wh2W0XgMdlWDgDYvHlzpspKC52dnfjNbx+GYiuHEMOqZkgIA1ftAni8Ih544IG8dm2FdX8SAmIwa+Y8OxyHwwFwIa7PNJyBpIpDoaIJVAHp+PHEFlV1dLSEy+VCf18fqN99JBlsOKohAcnj8eC+++8HjFYIlc0xv04uHAu5aCz++Mcn8ybTcc+ePZBEMSntayqCtRJbt23LmkVTXUAaxrRp00AVCYwzzhUX2fea6ScmeHGbA8QrICmcGX29PVlzsKeT4DBoQRAyWEnm6O7uhhxhxHYwWhOQAsJQJKFaUfJeQHI6nXj5lVcgFk/wTZqIA9HeAMKb8Oyzz6aouuxCbdcLnlKnmEsBoy2vW/kopXjooYfgcrvhql0wYtR4XPsyFcJdcwo2b96MV155JYlVZheR8ucUzqSZrLnhOBwOKOxIAUnLGUjt7e0A4JvqOAzKGUFYLu8de5HI14nKOsnn888/BwDIlhLfT1MJdu7YqRln4+OPP46jR47AVdsSX9sWIXDXzocgU9xzz715MUxHHdihHgvJQDEXw+kYQH9/f9L2ORp0AWkYU6f6VsE5R3tcr2OdxwGqYNq0aakoKytQL0pjCtGGTxSQZVkzJ89gPB5PyN+1RGdXd0wT+wD47L4spzkBKVILG5T8dyCtX78ebpcLQlUC502Wg6d8Mj7++GMcOHAg6bVlGxs3boRiKx+aVUIIhKIafPrpZ3k7KWndunX45z//CffYWaD+YNLRIJY3Qi6qwR+eeAKHDh1KQoXZR09PDwgfun1YZk3o6tJGq/BwHA4HFGbkOVXLGUiqgKQYRgpIIATUYAtso6MTTLC4pgttwAsvvAiYCnzTxQCIFY0QBC/Wr1+f4cpSz6ZNm7Bu3ToIlVMhF46J+/XUYIVrwlzs2rUTTz/9dAoqTC9Hjx4NnD+TheJfZD169GjS9jkadAFpGCUlJRgzdizYeAUkRzsIIWhujt22l2tE6pUPheoq0UquTTB9fX2B37NFLU43vb09gXDsqBAC8NpprRh0IIVvo6F5noEkiiKef+EFyIXVUPytWPEiVE4GYXk899xzSa4uu+ju7sauXbsg+t1HweHiUvF4CIIXW7ZsyWSJKeHIkSN47LHHIReOGRGwnjD+1U6JMrh35cq8WO0cTk9PTyAweziUM6NLg9/JANA/MBDSgQSGAwjRrAOJ8MawjgGJt6K1rS3NVeno5BY7d+7E1q1f+SbJ+l2yisUOuXAMXnzppbz8nlHp7u7G/Q88CGophbfm5IT3I5XWQbTX46mnnsK2bduSWGH6OXr0KIipIHoGrCzAZDJh2bJlMJlMgBy+Y4UadQEp6zlp+nTwzg4gjtYrdqAdE2onoqCgIPrGOUp3dzcIy/kutmJAF5BG/q4VJEmC0+EIexMTCpkzaU9ACnIgKZbSwXBgSvN+Cts777yD7q4ueBNxH6lwJnjtDXjrrbfyOqfjk08+AaUUUrFPQAoOF5cLqkFYHps2bcpkiUlHkiTcu3IlRAVwT2yJa+paNKjBAtf4ufhm1668WO0cTnt7O6Qw517FYEF3V2deZ0CFw+FwhhZKCAHhjJoUkNra2kK7j/woRiva2nQHko5OJF588UUQzgCx/IQhj3srm9Hd1YX3338/M4WlGEmSsGLFCgw4HHBNPD2moTmR8EyYA2q04c4778rpe8fDR45A5KO7j4gkYOnSpbjppptw7rnngkjhBSR1sl+25ETpAlIIpk2bBip6wXhizAmgCnhnB06anr/5R4Df3s0ZYr6QpxoOpgzOmNBi3kTYENcIyJwZnRpprVCdRSQoA8k7fg684+f4/uEXlvK1hY1Siueeex7UUgq5cOyo9iVUNUNWFKxZsyZJ1WUfGzduBIw2X+bRcBgWQuEYfLRxY17lzT3zzDPYuWMHXOPnghqsSd+/VDoRon0Snn76aezYsSPp+88krW3tITNtAF/WjSzLmpyQ6nQ4QNkwuXycQZMCUmtbGyQ+/N8XNdgw0N+n2VZ8vTVLJxodHR1477334bU3AMMcjnJRDai52He9k0ffzyqrVq3Cl19+CfeE06AkI++HNcBZtwjdvb345S9/lbMZsv39A76pp1GgnAHr16/HqlWr8NprrwXum0PCsFm10KELSCFQc4zYgdhWXRhXD6gs5nX+EQDIshxngCkz+DqNEZwZoMUAStV1FSrENRxUQ+GuJpP/c1FC25qJ7HvcbI5dgMslPvvsMxw4sB+eyuZRO0uosQBi8QSsXbcOLpcrSRVmD16vF59++hmEopqwn5VUPB7dXV3YvXt3mqtLDbt27cJf//o3iKUTIdnrUvY+nvFzoPAW3HPvvXlzgywIAnp7usO6StTHtfa9pCgK3G4XaJhWLYUxaG6xi1KK9vb2iDkd6vGi5yDp6ITm5ZdfhkKV0JPHCIG3Ygr27NmNr77KnhHsyWDt2rVYu3YthKppkMrqk7ZfxWqHq7YF27d/jYcffjgnhTdFifF+mTXA4/Fg9erVvmuQUC3WwRCSNe5hXUAKwdixY1FUXByzgKTmJekC0jD8NztaFJB27doFYjBDKhqH7Xm2uh0LgRN+POIAITn5RZEIFosvR4zIYugNFHHIdvnGs889BxgskEqTIw4IVVPhcjqxYcOGpOwvm9iyZQsEwQupeHzYbdTQznxoY/N6vbjn3pVQeBM8E+al9s04I1y1LTh29CieeOKJ1L5XmlBbOZUIDiTA17qkJdxuNyilYVd4ZYbHwEB2rOymi4GBAXg9nrDHCjB4vGhVQNIdSDqRcLlceGXtWojFtWFdn2JZPQhvwvMvvJDm6lLHli1b8Mgjv4dUVDOq3KNwSKUT4R1zEt544w2sXr066ftPNfEbLmKEkKy5p9YFpBAQQnDitGngXbFlarCOdtjLylFRUZHiyjKLLMugw/4gjIc+AevqAuvqgnnnhkCwK4DAttlysKeT7Tt2QDSXQbaW4cjhw3npjIjE4EXXUEEo0vECSsFo5GJNdRaRsA4kcch2+cTevXux+fPP4S2fPOp+eRXFVgGloBIvvPBi3oVVbtq0CYTlIRdUhd2G8mYoBRX4aOPGNFaWGtauXYsjhw/BNeE0IAYLuErEc0sE5MJqCBVTsHbt2ryY5hcYyx6m7U+rjpKAuyjMCi9lDRjIktaAdBHtWAG061jT0YmFN954wz9JNsIAJYaDp6wRmzZtypr8mtHQ0dGBXy1fDsVYAHfdGakRSgAIY2ZAKhmPxx57DJs3b07Je6QKRVZAkYL7GcJkzT21LiCFobm5GfD0g4juqNvyrk5MbZ6Shqoyi++gHfoHwbi6QWQRRBbBDbQFgl0BBE4q2XKwpwuXy4Ujhw9DtvoEJEopdu3alemy0grD+E8twwxFEY8XUBBGG6ekgDAUzoGUxwLSCy+8AMJyECqakrpfb+VUdHS046OPPkrqfjOJJEn4vw8/glAwJurwArFoHPbs3o3W1tY0VZd8nE4nnnr6aciFYwKuqliJfG6JjHfsSQDL409/+lO8JWcdEceyAwDLg/BGzQlIam4EDdciwBngcAyksaLME/VYgS9wHoRozrGmojuQdMLR2tqKp55+2reAZYtsIBArfdPZHnnk9xDFMNd9OYAkSbjzrrvgdHvhqF/sy8WNkeDpsTFBCNwTTwc1F2PF3XfnVG4fy7IgNAX3vooMlk3Owuto0cbdWgJMmeIThBhnZBcSEd2AZyCwfT6jt7DFxueffw5KKWRbBWRbOUAIPv3000yXlVbCOZAivgbauVgbdCCFvpBQnUn51sLW2dmJt99+2xc2GYe7JBak4nGAuRDPPvtc3rRCbty4Eb093THlC4ilkwBCsG7dujRUlhpeeOEFOAYG4KmZld435kzwVDTjo48+wvbt29P73kkmVleJLiANhbIGOJ3acgoHjpUILWwgDIhRe8eLTnS0cr0Wivb2dvzbzTejz+GGO4ZWa8pb4Bl3Kj799J9YsWJFzjqln3zySezYvh2uCfNATUVxvTZ4emzMsDycE89A/4AD99xzT87cT1ZUVoAISc7Uk0VQ0ZM13U66gBSGE044AQzDgHVEFpAY//NaEJAkSYrPkqdRB9Krr74KGK2QC6sBzgSpqAYbXn89Z78wEmHQgRTHjTylg6/Lc3ieB8dxYR1I+drCtmbNGshKmLDJ0UIYeCqasWvXTmzdujX5+88AL61eDZgKfOJYFKjRBrF4Ata9uh5erzcN1SWX3t5ePPf88xBLaqFYy9L+/kLVVBCDGX988sm0v3cyaW9vBzFaI7aHSrwVra3acpREF5B4eNwuTV2vtLe3g7Bc1GEXEm/VrANJR2c4nZ2duPmWW9DZ3QdHwxIolhDTUUMgVjTBM/5UfPTRR1i5cmXO3RNs2rQJzz//PISKpqTlV8aCYimBa/xcfPHFF3jqqafS9r6jobqqCryU3AUJxi9IVVZWJnW/iaKNu7UEMJlMmDixDmwUBxLr7ADDsjjhhBPSVFnm8GUgxS4gUQ06kNra2vDpp5/6HBZ+AU0ob0RvTw8+/vjjDFeXPhJxIAFUUytaJrM5rAMpH0O0B8MmJ4CaClPyHqK9wRdW+fzzKdl/OtmzZw+2fvUVPGVNMTs/xcopcDoG8Pbbb6e4uuTzzDPPwOv1Qhg7MzMFsDzclSfiiy1b8Pnnn2emhiTQ3t4OOcJYdsA3mr29vT1vnHqxoGYghQvRpqzPEamlvMK2tjbfBLYo37uKQXuCo45OKLq7u3HLLbeivaMTjoaz4l7sECub4ak5Be+99x4efPDBnLk/6ujowMqV94Fa7fCOm53295fKGiDa6/G3p57KiTykqqoqUI8DoMmbmEYE3yKILiDlAM3NU8C7OiO6KDjncdTV1cFoTG47RjYiyzJoXIeM9hxIGzZsAKUUYtmgoCgX1QBGK9atezWDlaWXhJxEGnIgAYDJZAaRtROi/eabb8LldEKomhrT9gmFIrO+sMqNmzbh2LFjo6w4s6xZswaE5SCWx744IdsqQS2lePGl1TknDrz/wf9BLBoHxVycsRrEikYQzoAPP/wwYzWMlmOtbZAjtK8BgGK0wuNxB1w5WiDw3xrBgTRkOw3Q2tYGKYrYCPhaHru7u3LOMZEMtLSopROZ3t5e3Prv/46jrW1wNpwVNfcoHGL1NHjHzsRbb72F3/72t1kzlj0Szz33HJxuF5x1C6PmMYYi0SEXwXgmzAWMBTnhEq6qqgKoktQ2NsY7MLjvLEA7d2sJMGXKFFBJAOPpDb0BVcC5ujC1OQXtGFlIvA4krWUg9ff3Y83LL0MqqgE12gYD4wgDr/0EfPrZp9i5c2emy0wLgYuuuG5iKQijnYs1i8UcvoVNyT8BaceOHSBGa8wXXYmGIkulE4EcD67v6+vDW2+9BW/ppPiyogiBt2IKDuzfhy+//DJ1BSYZr9eL4x3tUCz2xHciCzCZTFi2bBlMJhMgC/Hvg+Egm4pw6NChxOvIIIqi4PjxDp+rJAJUg5PYYgnRDt5OC7S3t0MxRheQqNEGRVFyKsRWRyeZ9Pf3499/+lMcOnQEzvrFEaeixoIw5iR4q6djw4YNeOSRR7J6wcfhcOC1DRsglkxM2D0+miEXAVgenoop2LljB3bs2JFQHemisbERAMA6kje9knV0oKi4GOXl5Unb52jQBaQITJ48GcBgztFwGHcfqCRoIv8IACRZjmp1HoLGMpD+9Kc/weFwwOsPgA0OjBOqmgHejN8+/LAmPo9BJ1E8GUgAk6JxoNmI1WIJ38ImS2AYBgZD7BMusp3W1lZIUW5sk4FiLACAnM7seO211yCKIsSKyXG/VrTXgfAmrFmzJgWVpYbDhw+DUgrFHF8oZzBEErB06VLcdNNNOPfcc0GkBAQkALKxCPsPHEi4jkzS09MDWZKgRHMgaVBAcjqdIAwXNhtKFZbUVrd8x+v1or+vL6rYCGjzeFHRHUg6DocDt/3sZ9i3/wCc9YsgF45Jyn6FsTMhVE3D2rVr8fjjj2etiPT666/D6/GkJrsyTsSyBhDOgJdeeinTpURk0qRJMJnMYAeSd87kne04afr0rDknaeduLQHGjRsHi9UaNgdJfVwVmvIdWZIR1yGjIQFp586dWPfqqxAqpoQO1GMNcNecgt3ffIMNGzakv8A0k6gDidGUA8kCRgnfwmY0mbLmiyIZHD3WGnFcdNJgeRDelLPj7CVJwuo1L0MurI45nHMIDAePvQEffvhhztzwHTx4EACgmBJvX6OcAevXr8eqVavw2muvhc26iYZiLkJPd3dOOlECY9kjTdXC4NStXDk+koHD4Yg4cloVkHLx/3siBI6VOASkXBbldXQSweVy4fbbf45vdu+Ga9JCXyRFsiAE3ppZECqn4MUXX8STTz6ZdSKSLMt4afVqKAWVGRluMQKWh9fegPfefx/Hj0fOKM4kLMti2rSp4J3J+Y4lXgfgcWD69OlJ2V8ySKmARAj5CyGkgxCyLeixUkLIW4SQ3f6fJamsYTQwDIPJTU2+HKRQzzs7YbFaUVOTxBNKFiNJUsxhrgACbqV875tXFAUP/+53AG+Gd8yMsNtJpXWQC6vxxH/9Eb29Ydoi8wTVgRSf/EFBNORAiiQgQRFhNudPgLYoiuju6gy4g1KNbLDl7M3Opk2b0NV5HEIC7iMVsWIyKIC1a9cmr7AUcujQIYAQKHGOBR4Ca4DH48Hq1avh8XjCZt1EQxWxcrGNLTCWPVoLG2cCGDZn/0YSwel0RhQVteZAChwrUcRG3zbWIa/REvm0iKMTH16vF3fc8Qts37Ed7olnQC4en/w3IQTecadCKG/CM888k3VTxvbs2YP2tjZ4y7JnUJRY3ghFlrFp06ZMlxKR6dOng7h6QERP2G0USykoy4OyPKSCqrCLhuyA77t62rRpKak1EVJ9t/ZXAGcPe+wOAO9QShsAvOP/d9YyadIkMO6+kEnqrKcHdRMnauYLRpKl+DKQAIAwee9Aeuqpp/DNrl1w15wScYUThMAzfg6cTiceeOCBvP9cfMTTwqYtB5I5whQ2Ikt5lX/U0dHha1FKhwMJPgHpaI6GaL/00mrAVABpFBer1GiDWDwea9e9Cq/Xm8TqUoO66krCZIKlFb+om20rwbEQs6uEEMBoQ0dH8vIZsh2HwwGF4cM+TzWWgRSPAwkMB2KwaFJA0gmPeu+Tj/dAsizj3nvvxVdffQn3xAWQSmtT92aEwDthLkR7Pf77v/8br76aPQN3eN5/zgzT+psJqL+WbI94OPnkkwEAbN/hsNt4x8+BbLFDttjhbjoH3vFzQm7H9R5GYVEx6urqUlJrIqRUQKKU/h+A4UlZ5wP4m//3vwG4IJU1jJba2lpQRfLZx4KhFJynFxMnTsxMYRlAluWRDqQowaWEyW8B6YMP+hZYxQAAIABJREFUPsBf//pXiPZ6SKXR/7AVcwk840/FJ598gr/85S9pqDAzBDKQht+ERTletJSBZDZHDtG2WPJHQFKdDjQeB9IoQpGp0YaO9o6cEwEOHjyIr776Et6yxvjcniEQK6bA6RjA+++/n5ziUkhLS4vvO7X3YKZLAde9HyWlpTnZmt7e3g7CGSMvZPiReCtaNeRAGhhwQGEGP5fAkAsVjTmQ2traAEJADUOdriM+Fz8yb9WUY00lH8URnchQSrFq1Sp8+OGH8Iw7FZJ9UlyvD/c3FBFC4KmdD7moBg8//DA2btwY3+tTRGGhLzSbSKNciErGkAs/ai0FBelxtCdKY2Mj7PYycD2jvK5RJBj6j+D0BS1g2ewR8jJxt1ZJKW0FAP/PsCN5CCHXEUI+I4R8lqlex9raWgAA6+4B4LObKZZSENENKno1JSCFCtGOGlyaxw6kPXv2YOXK+6DYKuCpnRdzwLhY3gShvBH/8z//g3feeSfFVWaGcBddkY4XQikIox0ByWKxgEYQkGzW6NNxcgX1xiNaNkswowlFVgw2iKKA7u4EJn1kkHfeeQcgBKK9ftT7kguqAFMB3n47+88x9fX1qK4eA757f2YLkQUY+o9i0cKFQYMAcodYp2oBvr+RtlbtCAL9AwOg7KADKXjIBQCAMCAsrxkHUk9PD4jBPEKoHvG5+JF5M7py7Hyqo5MIzzzzDF555RUIVdMgVsUfHB3ubyj6CxlfzpK1DHetWIGvv/46/n0kmWQJSMkachFci1pbtsIwDM4443QY+o+GXSyOBa7vKKgsYsGCBUmsbvRwmS4gEpTSPwL4IwDMmjUrI0vJqoDEuHuBkgkBexnbd3TI81pAlkY6kNTgUkqpP7h0WG4LIXkpIPX29uIX//EfEAgH16RFABPHnxIh8I6fA87ThwceeABjx45FU1NT6orNAOGmsEU+XrTXwgZFBhQFGHazyij51cLW2trqX+2OXRSLem6JQPAkNrt9FKPh0wilFG+9/Q7kgqoRroCEIATe4on4/PPP0Nvbi+LixAOqUw0hBIsXL8Lf/+d/fIszfGaOfa73MKgi44wzzsjI+4+WY61tkLnY/saowYq+zl54vV4YjcYUV5Z5nE4nKB9l/DFn1IyA5HQ6QZk4WkA0JK7paJc33ngDTz75JMTSSYGJymmF5eGqPxPMrg24/ed34PHHHsWECRPSX4cfg8EAo9EEQXCNaj+juZ4bDhF8LtGiolFkJqaJBQsWYPXq1eB6D0OyJ9Z+xvUcgNVqw4wZ4TN2M0EmltjaCSHVAOD/mdVN+BaLBWXl5WD8DiQVxu0LQdaSAylkC1u04NI8dCB1dHTg5ltuQWdnN5yTFid2s8ewcE1aCJE14baf/SwrVhqSSdgpbBGPF5qTq/6JEhCIQuQgMYoEiyV/QrTb2tpAjLb42rJGEYqsBsPm0iS2b775Bq3HjkKMoRU2ViT7RCiKgg8++CBp+0wVZ5xxhq+NredAQq+PNYwyEnz3PpTa7Whuzvy44kToaG+P2eWnbpfNk2ySicvpjHoOoRoSSZxOZ8RMqOFQ1qCZ9j4dbfKPf/wDDz30EOTCMfBMnB9zV0GyobwZjvqz4BIk3Pazn6GrqysjdajMmXMqjN17A8JNIigFVXALIl5a8zIcjAVKQVWCO1Jgat+GqupqjB07NuF60sXUqVNRXFICLlF3tSLB0HcYLS3zwXHZ5fnJxN3aOgBX+X+/CkDWj4mZVFcHzts35DHG3QNbQSFKSrJ2iFzSUWQZNM65WvkmIO3duxc3/Ou/4tCRY3A2nDmqsZaUN8PR8C04JAa33HILPvzwwyRWmlnCOZAiQgFGQ3kDqkAUMjhYEfPKgWS1WgHRA8jpmcioXuhYc6gN8N133wUYBmJJbdL2qZhLAUsJ3s6BVtlJkyahvqEB5mNbRmYOxkCsYZTh4LoPgOs9jKXnnpuTQrbT6YTL5Yw5qJ5qaDS7IAgQRSEwaS0cMsNrRiQZGHBAYeMTkDxuV87lyunoxMLOnTuxfPmdkM0lcNUvynhoNDUVwlF/Fjq7enDbz36W0fPSDTfcAJYAxsOfJbwP7/g5kK3lkG0VcDdfEPf3swp/fAeIuxc/uemmrBNUQsGyLM4680zw/YeBBNoAud5DoJKAs846KwXVjY6UXiURQp4F8DGARkLIEULI1QAeAHAWIWQ3gLP8/85qamtrQdy9QyaxcZ5e1NVpx30EqBlIcR4yhIEkpeemMdV89tln+PFNN6Hb4YGj8RzIhWNGvU9qKoSj8Rx4jSX41fLlWLNmTRIqzTyDDqR4XqWtDCRV3CChwgRFIafEj2i0tLSAyiK4/iNpeT+u+wBMZjNmzpyZlvcbLYqi4O2334FUOBbgIrcTGQ99AtbVBdbVBfPODZHDOgmBt7gW27ZuzfqJW4QQLP/Vr2BgAcv+932tnel6b08/LAc/QmNjE37wgx+k7X2TyeBY9qHnjXDHi+pA0sJkLY/HN0aZRnHcUIaDyzW6Vo1cYcDhiCqoBUNZAxRFgdvtTmFVOjrp5+jRo7j953fAS3g4G86Ky+08HOOhT8A6j4N1dMD89Svxh2kHoVjL4Jy0EPv3H8Avf/kriGJmppRWV1fjkku+D757L5iBzH1fENED87EvcPKsWZg3b17G6oiXJUuWAIoCvntf3K/lu/ai1G7HSSedlILKRkeqp7BdSimtppTylNIaSumfKaVdlNLFlNIG/8+sT+Wrra0FFBnEO+B7gFKwnl7Uaah9DQAMBh6ExukmUqTBMZA5zP/+7//i9tt/Djcxw9G0NKH2iHBQ3gznCWdDKh6H3//+93j88cehpPHmKRUk5kDSVgvboIA07KJAkUEVKa8EpJNOOglWWwG47jRM2aIKjH2HMW/u3JzJdtm2bRu6ujpjal9jXN0gsggii+AG2qKGdYr2OlBKc2Ia2/jx43H7z34GZqADxqOfp+dNFQnWfe/BYjTgrrvuzNnvq3Bj2cMdL5T3OSCzXVhMBgEXdDSHax4teEXD6XTGJSDB71bSikNLRxv09vbip7fdhgGXB46GJYHzYqIwA20wG3hcfNF3YVNcYAZG5/CUi2rgrj0NW7Zsxv33358xB+Bll12GklI7zIf/McRMkU4MRz8HUUT85Kabcmo6Yn19PcZPmABD1964XkdEN7i+o/jWkiVZNX1NRTt3a6NAzTli/blHRHSDSkJGg80yQVFhEYjoif0FlIKKnpwIOgtHb28vVq5cifvvvx+irQKOxnPiCgKOGZaDe9IiCBWT8cILL+An//ZvOHgw8yOtEyVsBlJEqCZb2IaPM1UFpXwSkDiOw+kLWmDoP+wLDk8h7EAbqOjOqSDkd999F4TlIBWPT/q+qakI1FqWE21sALB48WKcd955MLRtBdt7KOXvZzz0TxBnF/7zP/8D1dXVKX+/VBFwzsQqCjAsCMdrwnETEIWiOKgpYXxOaw3gy4SKr4UN0AUknUFIvJEWWcjGjRvR1toKZ20LqGn09yrJnDamIpU1QKiYjHfffTdjeUgWiwU/uenHYJydMB7cFOe1vQ91inki8Md3wXB8F5YtW5Zzw6sIITj7W98C4+gA8fTH/Dquez9AlaxsXwN0ASkmqqp8YV9qLoPqRBozZvQtTLlEcXERiBxHD6csAJRm/ajFUFBK8fbbb+MHV16Jt95+B97q6XA1LAG4xK2tUSEMvOPnwD2xBdt37caPrr4aTz31VMZsq6NBdRKR+HrYdAcSEBCU8ilEG/BNo6CSALb/WErfh+s+AIPBiNmzZ6f0fZKFJEl45933IBTWxHVDFw/ekon4ZtcuHDmSnhbC0fLjH/8YkybVw3rgw7guuOKF69oLw/GduOSSS3LKEh8KQfCdN2g82R2Ezcnvl3hRBSQarQVfIw4kSZIgCN74Wtg4XUDSyT/UgQmM2mEyStRpY6tWrfJPG0vOPQPjHUBFRWVGp8ouWrQIV1xxBQzHv4Hh2Bdxv947fk5C2Uds7yGYDm7CKbNn47rrrov79dnAmWeeCUII+DhcSIbuvaibNAl1dckbrJJMtHO3NgqKiorA8wYw/mBW9Wd5eZSRsHlGUVER2GFuiUiTb4g/MCzXBKT29nb8/I47cO+996JPMcE55TwINSenJ1SPEEhlDRho/i48hePwl7/8Bddeex127NiR+vdOIoP20qECUsTjRbMtbMMcSEr+OZAAYObMmTBbLOBjnLKV0FQtqsDYdwhz586ByWQaXcFpYsuWLRjo70t4xGssSKU+F+27776bsvdIJkajEXffvQIWAw/bnrdAxOTnrrD9rTAf+AhTp03DNddck/T9p5uAEETi+J5i2IDwlM8MtrDpAhIwKALFm4EEQDNT6nS0QW1tLSbU1sLQk+CUrOGMYnpsWCQPuP5jWLx4UcZbt66++mosWbIExmNbwB//JuXvxzg6YN33PhoaGrDirrtyIjg7FBUVFZg+fTqMPXtjcm8RTx8Yx3F8a8mSNFSXGNq5WxsFhBCUlZcFJvuoPysqKjJZVtopLCwEkYa2sEWafKNumysCkizLWLNmDa688ip8+tlmeMadCmfTOQlZLuMKug0B5c3wTFoIV/2ZONDagX+98UY8+uijOdNuEBCChp0nI09Kohn/ckwnAYFomANJtTznm4BkMBgw/7TTYOg7FFNAciJTtVhHB6jgwoIFC5JRclrYvHmz78a1qCZl70GNNijWMmzevCVl75Fsxo4diwceuB+85IJlz9sj/k5GA+PqgnXvOxhXMxb3rVyZsxelwcTapjUEjQgmsQtIBJKU/y1sAQEpHneEnoGkk6csXrQIzED7qMbUpxK+5yBAFSxcuDDTpYAQgttvvx2zTjkFpoMbwfYeTt17efpg2/M2KivK8dCDD+a8K3/JkiWAux+M83jUbfmuvSCEYPHixWmoLDF0ASlGqiorwYiDDiSTyQybLbZxuflCYWEhqOSNufdVdSDlQgbSvn37cOOPf4zf//73cJnsGGi+AGJVc/xT5/zEG3QbDrlkPAaaL4RQ3oiXXnoJV/3wh/jHP/6R0L7SSTgHUsTXQFstbGazGYSQkVPY/A6kXP+yDMXpp58OKnrBDrSmZP9c9wFwHI+5c+emZP+pQJIkEJYDmNSKGArDQ5JzSyyYNm0a7rzzTrDOTpj3vpeUyWzEOwDb7rdQUlSA3/7mNzmzwBGNRFrYKKOtFrZYMpBkDWQgBUQgPQNJRycgzHDdBzJbSBj47v2orh6DhoaGTJcCwJdpefeKFaifVA/rvvdTMpmNCE7Ydr8Jm9mI3/z61ygpKUn6e6SbBQsWgOP46G1slMLYvQ8zZsxEWVlZeopLAO3crY2SiooKcKLP/UEEJ8ortNW+BvidRJSOCP0NRy4ISF6vF3/6059wzTXX4pu9B+CeuACuhiWgxoJMlzYIa4B3wjy4ms5Bx4CAn//851ix4m50d2fvAEOGYXwiUhyByYQqWTlpIFUQQmAym0dkIOVjiLbKKaecAqPRBC5ZdvFgKIWh7xBmzz4lp8S3tE1cJGl8ryQyf/58/PSnPwXXdwSmAx8lFN6pQkQPbLvfhJkn+O1vfpNXLuJEHUhaEpD0DCQfahtaIi1suoCkk2+MGzcOdZMmJa+NLYkQ0Q12oDUr2teCsVgseOihB1FVWQHbnrcTXiQPieSBdfebMEHCrx96EDU1qXNnpxObzYa5c+fA2HtwyHXM8HBxxtUFePqxePGiTJQZM7qAFCMVFRWgghOgCljRiarKykyXlHZUIWh4G1s4sj0DacuWLfjhv/wIf//73+EtmYiB5u9CKquPPuo3Q8gFVXBMOR/eMTPw3gcf4Ac/uBKvv/56xsZ6RoJhGBQUFoJIsWeXMJI7L1YZ4sFisQQyj1RUR1I+CkhGoxELF54BY9e+pNvFua69gNfhswnnGmk555BRiS+ZZOnSpfiXf/kX8F17YDj6eWI7USRY9rwNXnLhgfvvD0xXzRcGM5Biv6xToC0BKerfGWEg55hLLxESyUACwwGE6BlIOnnJ4kWLfFOyvNl1fHM9PrEhG9rXhlNaWorfPfxblBTZYNv9ZnIGXsgirLvfAi84cP/996GpqWn0+8wiFixYACq4hrSxDQ8X53oOgmEYnHbaaZkoMWZ0ASlGKioqAEpBBBdY0ZVXK5exogpBqjAUDSJ5QAjJula//v5+PPjgg7j11lvR2j0A1wnfgqduASifA6G7DAth7Aw4p5yPAcYa+O/IxulKdrsdjBCjgEQVUMGV0QkTmcBqtQHDxrzms4AEAFdddRUYBjAcTWIejyLB3LoF9fUNOZV/BKTTFUSgKLkpIAHAlVdeiXPPPRfG1q98F9VxYjz0DzCODixfvhwnnnhiCirMLIIg+AY9xCFGUo1MYYsnRFvWUgZSPAISISCcQXcg6eQlg21so3MhJTT8IwJ8937UjBuXtZO4qqqq8LuHH4bNyMG2+39HtzDoX+ThXF1YseIuzJgxI3mFZglz584Fy7IRh8kY+w7hxOnTUVxcnL7CEkAXkGJEFYwY7wCooAtIsUAkL6w2W1bl2lBKccstt+L1N96At2oaBqZcALlobKbLihvFXAxn4znwTJiHL7ftwLXXXofe3t5MlzWE8rIyMDE6kIg/W6u0dHRftrmGzWYFUYa1hEoiGJaFwZCc8a/ZRnV1NS684AIYunaDcfckZZ98x07AM4Abbrg+q843seBzEKbBgUQAGkcmWbZBCMHNN9+MhhNOgOXARyBxjF3muvbCcHwXLrvsMrS0tKSwyswhSRJInMc+JQwEXUAaRM9AigyrUQEpS13pmUb9WLKptSpRxowZg4YTToCxc9eoXEiJDP8IB9t3xNe+tii72teGM2HCBPzmN7+GiUiw7n4z5piTIVAK877/A9vfijvuuCPr3TeJYrPZcPLJJ8PQeyikI5xx9wKuHpyeAwuhuXWlnUHKy32ZR6yjA4D2JrABwQJS7C1s2da+tnnzZuzbtxeeCadBGHcKwObw9B1CIFY0wdH4bbjdLrz22muZrmgIZWVlYGMVkPz5YlpzINmsVjDK0JYJogi+1rYsvmAYLVdccQXMJjOMRz4b/c4kL8xtX+HkWbMwa9as0e8vE6SphS0XM5CCMRgMWHHXXTAZWFj2vR9Txhpx98FycBOap07Fj370o9QXmSFEUQRInBlyDBMI385nhudDhZuSSgmBHEduX64SLgMp2vRYheW1KSDpaIKbfvxjmImEgp3rwTg7M1oL37ETlt1voXZiHS688MKM1hILjY2NuP+++8B6+mDaH39WId+2DVzPAdxwww25GUMQBy0tLYCnH4xn5KK/OtUuFwQ0XUCKEdUZof4P11pWCxCcgRSjA0n2oDjLArTXrHkZhDdBtKfYDioLMJlMWLZsGUwmU2KKfIwollLIhdV4+ZVXsioAtLS0FFRwATT6TSsRtCkgWa1WMCMykMScCoFOhOLiYlxxxeXgeg+DHWgb1b4MrVtBRQ9uuP76JFWXXuIWdRI+t+R2C5vKmDFj8Is77gDjOA7jkU8jb6xIsO57DzaLGXcuXw6Oy+EFgyiIouhrYYsDrbSwDQ/RDjsllTBQZDkrcwWTidPpBGG4EcdLtOmxCsNrMgMpf5dydIKZPn06Hn/sUZQV22DbtSGhVulRQxUYD/0TpoObMHv2bDz+2KNZ38qkMmPGDFx77bXgew6A79ge8+vYgTaYjn6GBQtOx/e///0UVpgdqAudbP+xEc9x/ccwbvz4nDCp6AJSjKh5JKq1MdtyfdKBzd+ONtyBNDxBXoWVhayawNbW1oZNmzbCU3ZCykdmE0nA0qVLcdNNN+Hcc88FkVK7yitUTEbn8eP4+OOPU/o+8WC32325YcMEx1DHCxHdg6/REFarNZB5pEJkIW/zj4K56KKLUFJqh+nIZwmHOxPBCVPHdpx55plZM+I2XuJtYUv43EKQsyHaw1mwYAEuuugiGNq3D7nIH35uMR76B4irG7/85X/mxAXZaPA5kOK8pCMMBCH/BaTBFrboIdpDts9TnE4nwMXfIk0ZAwY0KCDpaIe6ujo88Yc/oKF+Esx73gHfti3u781w90RRkUWY974LQ/s2XHjhhbhv5cqcW0z8/ve/j3nz5sF05FMw/o6dSBDRDeu+91FdPQY///ntee28V6murkZlVRXY/tahTygyeGc7TskRJ70uIMUIz/MwGIxgNCwgEUJgtRWMEASGJ8irMHJ2tbC99957oJSCGlL//45yBqxfvx6rVq3Ca6+9BprAxVo8KP7/prfeeiul7xMPqhiktqephDpeGP82WstAslgsgDTsBk4WUaCB84vJZMLVP/oXMI6OhFf6DEc3g2GAq6++OsnVpQ9KaVxL3ImeWygIlBjcgLnC9ddfj9raiTAf/Szgcgw+tzDuXhiO78LFF1+MU089NZOlpgVRFEHjdCCBYSGK2mthC4v/+Wxy8qYCp9MZX4C2H8oaNOlA0tEWdrsdv3/kEbQsWADT4X/CePDjmJz0KuHuiSJBBBesu14H13sYP/nJT3DzzTfnpGOWYRj84he/QEV5Baz73gciRZ5QBeZ974ODhJX33qOJhVOVU2bNgsHRNuS4Yh0doLKEmTNnZrCy2NEFpDiw2mxgRF//d0FBQYaryQyFhYUxt7BB9GaVA2nhwoWor2+A6eAmGPd/BMgpXHllDfB4PFi9ejU8Hg+QwMVaTFAKvnUrrDvXo7ikFMuWLUvN+yRAQEASXFG29IlMFqsNRqMx1WVlFTabDVQWh36JKKJmvkjPPvtsjBs3HuZjnwNxtnIx7h4YuvbguxdeiOrq6hRVmHpsNhuo6I29FS3BcwsnOPJq4cNgMOCHP7wKcPeB6zk04nm+bSt4gwGXX355BqpLP4k4kChhIIr5LZYAsYdoU404kNxuN5QEXNiU5eFyxThZVUcnhzGZTFhx11249NJLYTi+E5bdb6csioJxdcO2cz3MkgP3rVyJiy66KCXvky4KCgpwz90rwIhuGI9+EXY7rmsf2P5W3HLzzVk7ZS5VzJw5E1QSwDi7Ao+xA60ghGD69OkZrCx2dAEpDmwFgxff+XQhHg/FxUWxCUiKBCqLWSUgVVVV4Q9/eByXXXYZDF27UbBjLRjH8UyXlTDE64DlmzdgOvIpWk47DX/7639n1XjqQG6YGP2Ckwhu2O3ach8BGLQnB4mZjJL/GUgqHMfhhhuuB9x94Du/ieu1xiOfwWwy44orrkhRdemhpaUFUOSU5i0w7h4QVzfOOP30lL1HJmhpaUH1mDEwtn01pM2ACE4Yuvdi6bnn5kx+xGgRRRFKvJd0Gs1ACotGHEgGgwEMjV8kI1SG0Zif00F1dIbDMAyuv/563HbbbeAHjsG2c8OoJrSFgu07AtuuDSixGvDoo6swb968pO4/UzQ2NuLb3z4bhnBT7RQF5tYvMGlSPb797W+nv8AM09zcDABgnYP3oKyzE+MnTMgZg4ouIMVBof9/KstxeTtiOxrFRUVglegCkioyZVMLG+BrRbzuuuvw/373O9itRlh3rofh2Bdx2VOzAa57Hwq2r4XF24Pbb78dd999d1aJdcCggDS8hS0UjORCeVlZqkvKOlShiAS74TQQoh3MvHnzMHnKFJjat8X8d8i4esD1Hsall16Sdcd9vEyZMgVV1dUwdO1N2XtwXXvBMAwWLlyYsvfIBCzL4rJLLwXj7AQ7MJgnYGj7GgyA733ve5krLs2IoggaagpbpNB1hs17sQQI4UAK95n48zfy/TOxWCwgSgjhMFpAv0by+XR0glm6dCkeeughWOBJ6oQ2vmMHLLvfwsQJ4/BfTzyRszmO4bjyyivBMgSG1i9HPMd37QY8/bj66h+BYbQnRVRUVKCgoBCMy+9AohS8uxtNjY2ZLSwOtPd/bRSoApLVatNE0FcoCgsLwcTgQMpWAUnlpJNOwl//+y9YtHAhjEc3w/b1K+Dbt6d0WtqoURRw3fth2bkB5r3v44T6ifjzn/+Ec845JyuPR6PRCIvVFpOAxEkezQVoA4DZbAaAoRfzGhOQCCH4/ve+B3j6wfYdGfJcuDBKvmM7eJ7H+eefn64yUwYhBEvOOstnX46h3TNuKIWxZz9mnnxyXmaMLVmyBMUlJTC2fuV7QPLC2LkLixcvzunWxngRRDGkwyZS6DolDKThGWx5yPAMpLCfiUZa2KxW68jsPUQP6CeyCJsuIOn4CVx3ZuH1Z7KZNWsW/vD44ygvLoBt14bAuPVEMRz+FKaDH2POqafi0VWr8nLIQ2VlJc77zndg6NwN4ukffEKRYWr9Eo1NTZg7d27mCswghBA0NTWCd/smXRLRBSq40KgLSPmJ2ram1fY1wC8IibkvIAG+Pt3ly5fjrrvuQuP4SpgOfYLCL5+H8eAmMO6eTJcXgAguGI5uQeG2F2He+x6qzRQ33ngjHnv0UdTU1GS6vIjY7aUgQpQWNkpBBZcmBaQRLWxUAZWlgLCkFebPn49Sux3G9qGjX0OGUUpeGLv34swzz8x595HK4sWLAUrBde9L+r5ZRwfgGcCSs85K+r6zAaPRiPO+8x3fSFxJANd3FFQWceGFF2a6tLQiCAIQYiU3Yug6w0ISxbwfWz8oIPludMN9JlQjLWxWqxVU8o6YLhUtoJ9RRE1f/+pom9raWjzxxB8waeJEWPd/AOLpS2g/3PFvYGzbivPOOw8rc3DSWjxcccUV4DkWhrZtgce47n2A14Frr7kmKxe/00VjYyOIqwdQpEAWUi650HQBKQ7UvsSiwtzoT0wFhYWFoIoUNYCa+JP3c+EG74wzzsAf/+u/8MQTT2DJmYtg6d4L67aXYdn1Orju/XGH+wI+5wRleVCWh1RQFf9IT0rBDrTBtOc92L56AcZjWzDrxGbcd999ePbZZ/C9730vJyY0lJeVgZWiCEiyACiyJgWkgANJ/Xvy/8znC4pQcByHCy+4AGz/MTDu3ojb8p27QWWNWL1RAAAgAElEQVQJ3/3ud9NUXeqZMGEC6usbYOjeH3XbeM8tXNde8AYD5s+fn6xysw41+411Hgfr6ABvMOCEE07IcFXpJWwLW6TQdY04btT/voBDK9xnopHPI/D9ogwTyqIE9DMaGvCgoxOK0tJS3HffSljNRlj3vgfI8YnNjKsLlkOfYMaMmbj55pvBsnFOzswx7HY75syZA0P/4YBgzfUchL2sHCeffHKGq8ssdXV1AFXAeAbAenoHH8sRdAEpDtQvXa3d3AUzmGsTWRRQn8+llommpib84he/wEsvvYjrrrsOVSYZ5r3voWDbizAc3RJXe4l3/BzIFjtkix3upnNiH+kpi+A7dsK2fS0sOzegSOjA9y5ehr///e/49a8fwrx583LqC8dut0cVkBh/i1suHSvJYngGEtGogAT4cgZYjgPfsSP8RlSB6fhONE+dmlMrNbGwZMlZYJzHo65qxnVuURQYew+gZf78vD6mJk+eDEIIWEcHONdxNDU15YTAnkwEIZEpbKz/tVncup0EYp3CppUMJFUEInG27BONtVfr6ISioqICy3/1KxB3D0yHPo79hZIA6773UVxciOXLf5VT1/KjYe7cuYDX6evsUGQYBlpx2ry5mnYfAcDYsWMBAIy3H8TTj8KiopwS6HUBKQ54ngcAzV2YBlNeXg4AYARnxO0YwQmO53PCgTSc4uJiXHbZZXju2Wdx3333YdaJU2A8tgW2rS/AeGBTanJKZBGGY1+i8KsXYDq4CZOqS3DbbbdhzerVuPHGG7O+VS0cdrsdVHCNsMoHo36eWnQgDa4E+wUk/0+ttbABQElJCRYvWgRj156wWWRs3xHA049lOT7mNhSLFi0CIQR8EsO02f4joKIHZ555ZtL2mY1YrVZMmFALdqAVjLMLU/0TTrSEKIoAE+cNCaONlq3hGUhh0UgLW8jhDbEgaTVEW9s3ujojmT17Nq668krwnbvBHY9hgiylMB/4EIx3AHevWIGSkpLUF5klnHrqqQAArvcw2IE2UFnEnDkxLqrnMWPGjAEAEE8/GG8/avyCUq6gXSUkAVQBScuoQW8kioBEBCfs9rKcVphZlsW8efMwb948HDlyBC+++CJeXb8exu498JRPhlB9IsAZR/cmigz++C6Y274CFVyYM3cuLr/8cjQ3N+f0Z6dit9sBRfYJAmE+K9WtpmUBSestbCrf/e538eabb4Lv3A2xcqQIYOzYgVK7HS0tLRmoLrWUlZVh+kkn4YsdeyGMmZGUYFK+ax+stgKccsopSagwu5k6tRkH1q8HMDgiV0uIogga7zQbvwNJFPM7SDtWAYlqpIUtIALF40CiCqjuQNIJxv8dlftXqolx5ZVXYuvWrdjyxSdwWO1QLOGvYfn2r8H1HMQNN96IadOmpbHKzGO321Ff34Bv2o+ASB5wHI8ZM2ZkuqyMU1BQAFtBAQTvAHjRgZqaEzNdUlzoDqQ4MBgM0TfKc8r8o9YZMYoDSXSiqjJ/pgrU1NTg1ltvxdNPPYXFC8+AsX0bCre+BMOxL6PmQYWEKuA696Dg65dhOvQJpjU14NFHH8X999+PqVOn5oV4BAyKQkyESWzqc1oUkIZnIGm5hQ3wtZE2TZ4M0/GdI1xrxN0Htu8oLjj//Lx1gS456yzA0w/GeTziduGm0w1BFmHoO4zFixZqYvGjvr4+8PukSZMyWElmMJvNcTtK1BamfHc8KrHmGGpEQErIgeTfVpMOpPy4HNNJMizLYvny5SgpKfLlIYWZUM0OtMF05FPMnz8fF198cZqrzA6mTz8RrKsbrKsLJ5zQkPffObEyZswYMJ4+UI8j56bG6gJSHGjhIjwaFosFFqs1ahsXJ7kD7W75xNixY/HLX/4Sf/nznzHnlJkwHv0chdtWg2/f7nPaRINScD0HYdu+Dub9/4dJNRV46KGH8Mgj/w9Tp05N/X9AmlFFoUjHCxHdMBpNmhRNDAYDGIYZ0cKmxc9CZdlFFwHuPrD9R4c8bujYDpbj8J3vfCdDlaWeBQsWwGg0wRApBwphptMNwxc2LuJb3/pWMkvMWoqLiwO/a6k9QKW6qhJslIWd4RDBCbPFkvfnm8C1G40sJBH/d3i+Lxaqk9TiEZCIlgUkHZ0wFBcXY8Vdd4ERnDAf+HDkwpfohmX/B6iqqsIdd9yRN4vD8VJTUwMqi2AdHRg3blymy8kayux2sB7f1O9cy4HVBaQ4UC8qtHoCUCkvK4/cwkYpqMeRlwKSSl1dHe6//348+uijmNpUD9OhT1CwY13kcHFFgXnPOzDveQdji82488478eQf/4jZs2fn7TEVEJAifC5EdKEkx06cyYIQApPJDKJO8vD/1PLqzOmnnw6rrQB88EQySmHsPYAFLS15LQ7YbDYsXXou+O79IF5H4juiCkwdX2PKlGbNtHMF5+2ZTKYMVpIZKioqwIZwekaa2kcEJyrK88cpHI7A8eAXiMJ+Jv6pZEbjKFvTs5yAYDishS3iseLfNt/FxlAwDBNobywuLh7idtTRmTZtGv71X28A13MIfPvguHpQBeZ9H4BXBNxz990B4VaLqHk/oEogPFrHt9hFRN/Ucl1AymPyfVUqVqqqKsFFaEkikgegSiAvKZ+ZOnUqfv/II7jvvvvAS05Ydr8VuqWNUpgOfASu9xBuuOEGPPXU37Bw4UKf+ySPUU+IkVvY3Cgv0177morZYg44j7Qcoq3C8zyap0wB5+oKPEYEJ6jgDoxrz2cuvvhiMAQwtH+d8D647gOAZwCXXXZp8grLcoIdSFqkoqIC1OsEhrVrRZrax4kuVFVVprvUtKMKQsQvEIX7TFQHUr4LkINT2IZeq0Q6VrTsQDIYDKCcCWBYzJo1Cz/5yU8yXZJOlrFs2TLMn98C05HPA61sXM8hsP3HcPPNN+fd1Nh4CRaNdAFpkOAF0VxbHM3vu9cko9qgaYSJUlqgvLw8oiCgupPy2YEUDCEE8+bNw4q77gLr6oJ57/sjrPKGY1vAd+3BD3/4Q1xyySV5m+EyHIvFAqPJFNGBxEruQLaWFrFYLAHRUesZSCpNTY0g7p7A58K6OgEAjY2NmSwrLVRVVWHhwoUwdn4TNlMhIpTC1L4NY2tqMG/evOQXmKXk4sTPZKJ+35II383DYUSnJhZ6Bh1IUaaracSBNJi9F0eItoYdSEQPQQpJwDmfpw76eCCE4IILzgeoAtbpu15hHe3gDQacffbZGa4u81RVVYX8XesEu450ASmP0cpNfzTKy8t9o9nDZP4wGhOQVObNm4dbb70VXN9hGA9ugmL2Bd3yx3fBeOwLfPvb38ZVV12V6TLTTmlpacSbGiK4cs66mUysFuuQKWy+trb8XgGPRmNjI0ApGFc3AIBxdoFhWc2EI19yySWgsgjD8V1xv5YdaAVxduLSSy7Je4djMEVFRZg8ZQouv/zyTJeSEVQhiBFibH1UJFAhP7MKhzPcgRQO9fl8P/9yHAeDwRgyAylcQL+WHUg6OrHQ1NQEQghY/xAMznkcTY2N+r0jht4/a7mVbzjBn0VhYWEGK4kf7VxdJgH1Quvkk0/OcCWZJbDSGSYHSWsOpGDOO+88XH755TAc/waKuRiivR6mg5sw65RT8NOf/jRvs44iUV5WFt6xJougsqjJCWwqluAWNlmE0WTW5HESjOo0Up1HrLMTtbW1ee8MUGloaMDMmSfD2BFjOH8QxrZtKCouxllnnZWi6rITlmXxh8cfx7XXXpvpUjKCKiBFzCcMQh1soDuQgvA/r4W4ArPFAigjHUjhAvo1PeAh6PtY69/NOuGx2WwYWzMOrOM4oMhgXF2YMmVKpsvKOnQRepDgzyLXoit0ASkOGhoasG7dOs2OYVQJrHSGEQWI4ATLcZrNpLjmmmtQWzsRfM9+cN37wTIM7ly+XLOrEHa7HazkCfmc6kzStoBkAeu/cSGKmHNfIqmgrKwMxSWlPis4peDdXWjSQPtaMJdeegkguMB17Y35NYyrG2zfESy76CLNiG06PgYdSLEJSOp2WhCQBh1IkcVYokg+Z44GRAKr1QoixT6FDZJPbNLdAzo64ZnaPAW8q9PnnlZkTJ48OdMlZR2aFKHDEPxZ5No9oi4gxUlhYaEmLi4iEc2BxAgu2O12TbVPBEMIwamnzgbr6ICh7zCmNDejoKAg02VlDLvdHljtHg7jz0bSuoCkru5CFvUvVz9TJjeBd3eDCA5Q0aOJ/KNgZs2ahYl1dTC1bxsxGjgchrZtMBpNOP/881NcnU62YbFYYLZY4nAg+VrdtCAgxeNAMmhEeLXZrCAhHEjhIIp226sDl/xUdyDpRGby5Mmgoht89z4A0B1IQaj3hPoi6SC57MbS5h2+zqhQBaRwK52M6ESlBi5KIzFz5kxAkUHcvZil8ZbH0tJSUFkMOZ1OdSBpOQNpSIi2IsJi0b9cAX8bm6sHbH/r4L81BCEEl116KYi7F2zf4ejbex3gu/dh6dJzc66XXic5VJRXxCwgaSmrUG1Ji56BJMNozP/2NQCwWa0hM5DCQWQBRpNZkwuDPtGIBv2uAwx+FvpnMogqGPHt21FSWqqJ82usrFq1Cnfffbd+vASRy2Ka9r4JdEaNxWKByRx+pZOTXJpY1YxE8LhxrWdmqeJQqEls6mNaFpBMJhMg+29sZAlW3YEEYFAwMhz/BizLoq6uLsMVpZ+FCxfCXlYOU9u2qNsaOnaAIdB8i7WWqaqqBBeitTxUMDIRnLAVFGii1TGUAylkWLQswWjUhsPGarWCpVEcWUEQTbtj9RtendiYOHGirw0WFFObm3WxJIjm5mYsWLAg02VkFbmct6cLSDoJUV5eFlpAohTU69S86h6sKk+YMCGDlWSeaAISwzCadkwYjUZQRfJNHaOyJm7oYqG+vh4AwDo7MG78hJz+ok0UjuNwwfnngRloi+wsoRSGnn2YO3euPiJXw1RUVIARRx4noYKRGcGpmYWeUBlIoT4Tokgwa6RFq7CwEEQMnU0YCiJ6UFSkze9poodo68QIx3Goq5sIAHr+kU5Ucvm6VheQdBKiqrISbIiVTiJ5AEXWzIVpLOSyRTEZqAISE0ZAKiou1qQtXiUgGCmyLiAFUVRUFPjdXlqSwUoyi7pix/UcDLsN4+wEvE59dU/jlJeXgwru6Fk/AFjRharKyjRUlXniyUAymbUhIFVWVoIKrpiOFQBgRSfGVFenuKrsZFAzii2LTkfb/OhHP8LZZ5+NM888M9Ol6GQ5uSwg5Vbkt07WUF5eDlb6esTjaliy1h1IweRasn6yCTiQpJECEiO6UVqu3QBtIEhAohKILiAF4HkeBoMRguDV9OSfCRMmYGxNDQ71HoJYGTqQk+s5CIZhMHfu3DRXp5NNqAs3RHCBmiK7RRhRiw6kyGIJQ2XNOJBUpyLxOkHNRZE3phSM4NDdjdAdSMEQf2uf/okMZfbs2Zg9e3amy9DJAdTvphkzZmS4kvjR9p2tTsKUl5eDel2AIgMMG3icaCiYUyc2ioqKQAgJ2cLGSh6U2cdmoKrsIXBzI0uALGlyyk04LFYrBMGb05MqksHpCxbgmWefBSQvwI0UGI19hzD9pJM03QqqMyggMYITciQBSRZBRa9mvqc5jgPLslHdNloS8FUxiBEGIEcTkGQBVBJQqRHH2kj0FjYdHZ3kw3EcXnnllZzsVNFu34jOqFAvPMmwNjY1f0ErF6aRuOeee3D99ddnuoyMw7IsCgqLRhwrAMBIbk0HaAPBDiTZN0Y6hy2tycZms/p/ateBBAAtLS0ApeB6D414jnH3Au5eLGhpyUBlOtnEoAPJEXE7dQKbVhxIAGAwGqM7kBTtCPgBAckb+VgJ3karDiRdNNLR0UkVxcXFOblwoTuQdBJiyEqnsSDwOBGcYFgWJSXazSxRadFv6ALY7aXo6h4W2EkpqKALSOoNC1EkUN2BNAR1VUbrAlJjYyNK7Xa09xyEVNYw5Dk1G2n+/PmZKE0ni1AXbphIgesYdAprSUAyGo0xZCBpx4Fkt9vBsGxUsRHwuZQAaNaBRAgJxB/pYpKOjo6O7kDSSZBwk7UY0Y2iIm2HIuuMpMxuBzssA4lIXoAqmheQVMcRkUWAKpq5gYkFxn+xrnUBiWEYLGhpgWHgGCAPvQnmew+isbFJd33qwGg0wlZQGHliHzTqQDIYQWQ58kaKqJnzL8uyKCsri8mBRLy+40WzDqRMF6Cjo6OTZeh3+ToJUVxcDMA/dS0IInpQUlKciZJ0spjS0lKwI44Vd+A5LRNwIEleANDMDUw8aF1AAnyORipL4PqPBB4jXgcYZycWLNDdjjo+KisqYnAgOUAIQVlZWZqqyjwmkwmgkR1IWnOAVldXg4nRgWQ0mrSbsUb0DKRQBD4K/TPR0dEcuoCkkxDqiG0iDhUFGNmDUr19TWcYpaWlvpHBdHAMrpqJpHUBKSAY6QLSCKj/eNEFJGD69OmwWm2BljUAgUwkvV1WR6WqqhJsiLy5YIjgRGFRMXieT1NVmcdsNkXOQKKKplrYAKC6qgqcGFlsBHxCdWVVpWbFE6ILSDo6OjpD0AUknYTgeR4Wi3WEA4mVvQF3ko6OSmlpqW9inywEHlMdSFrPywpMYdMFpBFMmeIbW691kRHwTeuYP/80GPqO+G52AfC9hzBu3HiMHz8+w9XpZAvl5eWBYRbhYAQnKiu1074GAGaTyfcdFA7/c1pyIFVWVoJ6nZE/FwCc6ES1RtvXdHR0dHRGogtIOglTXFI8cjS74Na8IKAzElUAYIKOF72FzceggOQZ8m8d4Prrr8djjz2GxsbGTJeSFUydOhVU8oIIPocJ5+nBiSdOy3BVOtlERUUFqOgFZDHsNpzkQpXGApFNJhOYCEKJ6k7S0vlXzTSKnpnlQHV1dTpKykoIAShnBAijO5B0dHR0oAtIOqOgpKRkqANJlkBlUXcg6YwgVOg6I7nB8wZYrdZMlZUVDHcgaWkFPBpmsxnNzc36RbufMWPGAAAY7wAgi6CCO/CYjg4wOCkrbLYNpSBeh6YCtAHfeZaJlIHkF5C0dP5VBaSIOUiyACp6NTuBzQeBYi0D4bTT8qmjo6MTiYwJSISQswkhuwghewghd2SqDp3EKS0pASd7A/9WxSRdQNIZTigBiYhuFJeUaF4cGC4gqVPZdHSGM3bsWAAA4+0H4+0f8piODhDkKgkzXYtIHlBZ0txELZMpcgaSph1IESaxqVPatHa8BKNnIIVG/SyIPqdOR0dzZERAIoSwAB4D8G0AUwBcSgiZkoladBKnuLh4iANJF5B0whFOQCqza7t9DQiawibrDiSdyJSXl4NlWRBPPxjPAABdQNIZSjRXCdGoIGA0GvUMpGGUl5eDEBLRgUT8z2nZgeQTSqjPvacLSDo6OjoZcyDNBrCHUrqPUioAeA7A+RmqRSdBiouLQQV3INBVFQd0AUlnODabDRzHBSavAQAneWC32zNYVXbAcRwYhtEzkHSiwrIsKquqwHgHAg4kvYVNJ5iSkhJwPB9wjgxHFQu0JiCZzWZAEsI+T/yZUWazOV0lZRyO41BqLwt7rAC6AwnQp9Tr6OjoDCdTAtJYAIeD/n3E/5hODqGGZautN7oDSScchBAUF5cMDdGW9MB1FYPBqLew6cTEuJoacMIAiHcAtoJCzWeI6QyFYRhUVFSAeAdCPq86kLTmKCksLARVpEDW0XDU86/NZktnWRlnTHVVRAcS43WA53mNf1cTgPp/09UkHR0dHRBKafrflJCLAXyLUnqN/98/ADCbUvqTYdtdB+A6/z8bAexKa6HhKQPQmekisoz/397dx8pZ1mkc/15LRQTd+AK4auuCBBGXQEVFhNhVWBWRtKCSYNAQNe66EReNryyJL1ETXdx1N5towkI9JCJGEZSgYgkqmpjiSmmlWFmyK2ChUowvqCQiy88/5jl60vPMtIUy93My309yMnNO56TXuTLnzDO/ee577KSfvfSzl372spid9LOXfvbSz14Ws5N+9tLPXvrZy2J20s9e+g2pl7+uqgN2dqNl00jSYyuwYsHny4G7drxRVV0AXDCtULsqyQ+q6nmtcwyJnfSzl3720s9eFrOTfvbSz1762ctidtLPXvrZSz97WcxO+tlLv6XYS6slbP8NHJrk4CR7A2cAVzbKIkmSJEmSpAmanIFUVQ8kORv4BrAXsLaqbm6RRZIkSZIkSZO1WsJGVX0N+Fqr//9hGtyyugGwk3720s9e+tnLYnbSz1762Us/e1nMTvrZSz976Wcvi9lJP3vpt+R6abKJtiRJkiRJkpaOVnsgSZIkSZIkaYlwgLQbkqxNsj3J5tZZhiLJiiTfSrIlyc1JzmmdaQiS7JPk+0k2db18qHWmoUiyV5Ibk1zVOstQJLktyU1JNib5Qes8Q5Hk8UkuS/Lj7m/MC1tnai3JYd39ZP7j3iRvb52rtSTv6P7Wbk5yaZJ9WmcagiTndJ3cPMv3k77jtyRPTHJNklu7yye0zNjCmF5O7+4vDyZZUu8MtKeM6eX87rHoh0muSPL4lhmnbUwnH+762JhkXZKntszYwqTnhknelaSS7N8iW0tj7i8fTHLnguOXk1tmbGHc/SXJ25Lc0v3t/ZdW+XaVA6TdMwec1DrEwDwAvLOqDgeOBd6a5NmNMw3B74ETquooYCVwUpJjG2cainOALa1DDNBLqmrlUnsrz0fYfwBXV9WzgKPwfkNV3dLdT1YCzwXuA65oHKupJE8D/gl4XlUdwejNOc5om6q9JEcAbwaOYfT7c0qSQ9umamaOxcdv7wOurapDgWu7z2fNHIt72Qy8CvjO1NMMxxyLe7kGOKKqjgT+Bzh32qEam2NxJ+dX1ZHd49FVwPunnqq9OXqeGyZZAbwUuGPagQZijv7nzJ+cP4bp9kOeNXPs0EuSlwBrgCOr6m+ATzTItVscIO2GqvoO8IvWOYakqrZV1Ybu+m8YPcF7WttU7dXIb7tPH9V9zPyGY0mWA68ELmydRcOW5C+BVcBFAFV1f1X9qm2qwTkR+N+qur11kAFYBjwmyTJgX+CuxnmG4HBgfVXdV1UPANcBpzXO1MSY47c1wMXd9YuBU6caagD6eqmqLVV1S6NIgzCml3Xd7xHAemD51IM1NKaTexd8uh8zeJw74bnhJ4H3MIOdgM+ZxxnTyz8CH6uq33e32T71YLvJAZL2mCQHAc8Brm+bZBi6pVobge3ANVVlL/DvjB5QH2wdZGAKWJfkhiR/3zrMQDwDuAf4TLfk8cIk+7UONTBnAJe2DtFaVd3J6BW7O4BtwK+ral3bVIOwGViV5ElJ9gVOBlY0zjQkT66qbTB6MQw4sHEeLR1vBL7eOsQQJPlokp8CZzKbZyAtkmQ1cGdVbWqdZYDO7pY9rp3FZcNjPBN4UZLrk1yX5PmtA+2MAyTtEUkeC3wJePsOr0jMrKr6/+603uXAMd1ygpmV5BRge1Xd0DrLAB1fVUcDr2C0DHRV60ADsAw4Gvh0VT0H+B2zucSkV5K9gdXAF1tnaa07CF0DHAw8FdgvyevapmqvqrYAH2e09OZqYBOjZeeSHqIk5zH6PbqkdZYhqKrzqmoFoz7Obp2ntW5Yfx4O0/p8GjiE0dYe24B/bRtnMJYBT2C0Fcy7gS8kSdtIkzlA0sOW5FGMhkeXVNXlrfMMTbfs5tu4f9bxwOoktwGfB05I8tm2kYahqu7qLrcz2s/mmLaJBmErsHXBmXuXMRooaeQVwIaqurt1kAH4O+AnVXVPVf0BuBw4rnGmQaiqi6rq6Kpaxei0+VtbZxqQu5M8BaC7HPyyAbWV5CzgFODMqprJpUkTfA54desQA3AIoxczNnXHu8uBDUn+qmmqAaiqu7sX1x8E/guPdedtBS7vtj/5PqNVGoPeeN0Bkh6WbkJ6EbClqv6tdZ6hSHLA/Dt0JHkMoyc4P26bqq2qOreqllfVQYyW3nyzqmb+LIEk+yV53Px14GWMlp7MtKr6GfDTJId1XzoR+FHDSEPzWly+Nu8O4Ngk+3aPSSfihusAJDmwu3w6o42Rvc/82ZXAWd31s4CvNMyigUtyEvBeYHVV3dc6zxDssCn/amb8OBegqm6qqgOr6qDueHcrcHR3TDPT5gf2ndPwWHfel4ETAJI8E9gb+HnTRDuxrHWApSTJpcCLgf2TbAU+UFUXtU3V3PHA64Gbuv1+AP55RnfWX+gpwMVJ9mI0qP1CVfm29erzZOCK7mzVZcDnqurqtpEG423AJd1yrf8D3tA4zyB0p8i/FPiH1lmGoKquT3IZsIHR0pIbgQvaphqMLyV5EvAH4K1V9cvWgVroO34DPsZoqcCbGA0hT2+XsI0xvfwC+E/gAOCrSTZW1cvbpZy+Mb2cCzwauKZ7vF5fVW9pFnLKxnRycvciz4PA7cDM9DHP54b9xtxfXpxkJaN9P29jBo9hxvSyFlibZDNwP3DW0M9wzMDzSZIkSZIkqTGXsEmSJEmSJGkiB0iSJEmSJEmayAGSJEmSJEmSJnKAJEmSJEmSpIkcIEmSJEmSJGkiB0iSJEmPoCSnJnl26xySJEkPhwMkSZKkXZSR3T1+OhVwgCRJkpY0B0iSJEkTJDkoyZYknwI2AK9PclOSzUk+vuB2v11w/TVJ5pIcB6wGzk+yMckh3cfVSW5I8t0kz5r+TyVJkrR7lrUOIEmStAQcBrwB+AiwHngu8EtgXZJTq+rLfd9UVd9LciVwVVVdBpDkWuAtVXVrkhcAnwJOmMYPIUmS9FA5QJIkSdq526tqfZI1wLer6h6AJJcAq4DeAdKOkjwWOA74YpL5Lz/6EcgrSZK0RzlAkiRJ2rnfdZeZcJtacH2fMbf5C+BXVbVyj6SSJEmaEvdAkiRJ2nXXA3+bZP8kewGvBa7r/u3uJId3m2yftuB7fgM8DqCq7gV+kuR0+NOm3EdNL74kSdJD4wBJkiRpF1XVNuBc4FvAJmBDVX2l++f3AVcB3wS2Lfi2zzqPhikAAAB5SURBVAPvTnJjkkOAM4E3JdkE3AysmVZ+SZKkhypVtfNbSZIkSZIkaWZ5BpIkSZIkSZImcoAkSZIkSZKkiRwgSZIkSZIkaSIHSJIkSZIkSZrIAZIkSZIkSZImcoAkSZIkSZKkiRwgSZIkSZIkaSIHSJIkSZIkSZroj0gQajf+DAnnAAAAAElFTkSuQmCC
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<p><strong>Comment</strong> 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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<h3 id="Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-How-did-the-feature(s)-of-interest-vary-with-other-features-in-the-dataset?">Talk about some of the relationships you observed in this part of the investigation. How did the feature(s) of interest vary with other features in the dataset?<a class="anchor-link" href="#Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-How-did-the-feature(s)-of-interest-vary-with-other-features-in-the-dataset?">&#182;</a></h3><ul>
<li>Relationships between two variables were obsereved. We plotted relationship between hour and dow where we found that the most popular time when bikes are taken during the weekdays is 8am and 4pm and this supports analysis from the univariant exploration.</li>
<li>On another heat map we plotted gender against age. We plotted these parameters in the univariant plots but now we could get a better understanding of distibution between age and gender.</li>
<li>The violin plot was drawn of duraion against routes where we can see the modes and KDE distributions.</li>
<li>Also we found relationship between average duration time and dow. </li>
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<h2 id="Multivariate-Exploration">Multivariate Exploration<a class="anchor-link" href="#Multivariate-Exploration">&#182;</a></h2>
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<p>Plot the clustered bar chart of the average duration with respect to weekdays for each gender.</p>

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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">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">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">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;clustered barchart of the average duration with respect to day of the week for each gender&#39;</span><span class="p">);</span>
</pre></div>

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qs8fkZo9nqVUGFNaGqdo7sJ3wxmES6HjE3MawAhU76PcENmURVuv+R0KwhPbN1G2Ab/j7DdmprmRcJB9Urclo01a59NaC14hfBN+2bCdeWSypx/cvxS+6XQGcClZraCUBncVjC/Twjb+6AYd13/FYQK/ETCt6PFrL9Zr5iiy3L35wjb6RZCYrqCcIPbJ3GUqwj74v44/eOEa9CNbYO/Eu7neZhQjh8uGOXXhOvvSwjfqItdIqjzd8L1+JcIZXol9Ztob4//3zKzpxuZ/gZC+Z9G2CcrKS/ZL2Yq4ecDFiS6jfAkWmMeJjw5sdjMlhcZpyLu/jrhxtiLCRX+64R6qE38O49QLt4mtCqdkZj8CWBnQtm8DPiGu9ddgjyZkCw8TzgG7yC0/uDut8fxbyaUj7sIN/dCaN39cTxGzm8k3saOo18A0wk3bc4mPElS7EfNrieUg2fieOvqoHLqDXf/mNC6sxNN1F/u/hDhScE7CcdBT9ZfFi5Hk9uhEWUfV9FUwol+WpFu3H0SoS64xcJtBHMIl+LKrjfi5ZORhHJ1t5ltWsa6VLI/G2gqbkrXAVcS9v/9hJvpxxJauit1KeF89SrwIKH8fxLjq7RuT67bKuBYwjn9HcL5MFmGKzr/N6XuyRwRaURs4XgX2DmRkEuNM7NTCDc675t1LC0tftvfxd1PyjoWqQ1mdjrh5u8hJUeuEjX9I34izcHMjoyXijoS7l+YTbhLX6SmmdlWhMuf12Udi1QvM+tq4RUbbcysF6EFdFLWcVVCyY1IQ0ex/ge4diZ8Y1ETp9Q0M/sO4RLGX919WqnxpVVrR3hCcAXhcvLdwP9mGlGFdFlKREREckUtNyIiIpIremlXznTu3Nl79OiRdRgiIjVlxowZy929S9ZxSDqU3ORMjx49mD59etZhiIjUFDPbkF8Qlyqly1IiIiKSK0puREREJFeU3IiIiEiuKLkRERGRXFFyIyIiIrmi5KYKmNkOZjbZzF4ws+fMbFTsP8bMFprZrPhXzivlRUREWjU9Cl4dVgPnufvT8dXuM8zsgTjs1+5+RYaxiYiI1BQlN1XA3RcBi+LnFWb2AtAt26hERERqky5LVRkz6wH0B56Ivc4ys2fN7AYz+1yRaUaa2XQzm75s2bIWilREpLqMHj2ak08+mdGjR2cdimRMyU0VMbPNgDuBc939feAaoCfQj9Cy86vGpnP369x9kLsP6tJFvx4uIq3T4sWLWbhwIYsXL846FMmYkpsqYWYbExKbm9z9TwDuvsTd17j7WuB6YM8sYxQREakFSm6qgJkZMBZ4wd2vTPTvmhjtGGBOS8cmIiJSa3RDcXXYB/gmMNvMZsV+FwPDzawf4MB84LvZhCciIlI7lNxUAXd/BLBGBv2lpWMRkdZr9OjRLF68mG233ZbLL78863BENpiSGxERAdbfkCtS63TPjYiIiOSKkhsRERHJFSU3IiIikitKbkRERCRXlNyIiIhIrii5ERERkVxRciMiIiK5ouRGREREckU/4iciIlVvwaV9So6z+u2tgI1Y/fZrTY6/4yWzU4xMqpFabkRERCRXlNyIiIhIruiylIhIK6DLOtKaqOVGREREckXJjYiIiOSKkhsRERHJFSU3IiIikitKbkRERCRXlNyIiIhIrii5ERERkVxRciMiIiK5ouRGREREckXJjYiIiOSKkhsRERHJFb1bSkREcqHzpmuB1fG/tGZKbkREJBfO7/tu1iFIlVByIyIigFo+JD+U3IiICKCWD8kP3VAsIiIiuaLkRkRERHJFyY2IiIjkipIbERERyRUlN1XAzHYws8lm9oKZPWdmo2L/rczsATN7Of7/XNaxioiIVDslN9VhNXCeu+8GfBk408x6AxcBD7n7zsBDsVtERESaoOSmCrj7Ind/On5eAbwAdAOOAsbH0cYDR2cToYiISO1QclNlzKwH0B94AtjG3RdBSICArbOLTEREpDYouakiZrYZcCdwrru/X8F0I81suplNX7ZsWfMFKCIiUgOU3FQJM9uYkNjc5O5/ir2XmFnXOLwrsLSxad39Oncf5O6DunTp0jIBi4iIVCklN1XAzAwYC7zg7lcmBt0DjIifRwB3t3RsIiIitUbvlqoO+wDfBGab2azY72Lgl8BtZvZtYAFwXEbxiYiI1AwlN1XA3R8BrMjgr7ZkLCIiIrVOl6VEREQkV5TciIiISK4ouREREZFcUXIjIiIiuaLkRkRERHJFyY2IiIjkipIbERERyRUlNyIiIpIrSm5EREQkV5TciIiISK4ouREREZFcUXIjIiIiuaLkRkRERHJFyY2IiIjkykZZByAiIq3X6NGjWbx4Mdtuuy2XX3551uFITii5ERGRzCxevJiFCxdmHYbkjC5LiYiISK4ouREREZFc0WUpEZGUZHH/iO5ZEWlIyY2ISEqyuH9E96yINKTLUiIiIpIrarkREZFmMfCCG0uO02n5CtoCC5avaHL8SZ1SDExyT8lNMzCztsA2JLavuy/ILiIREZHWQ8lNyszsbOCnwBJgbeztQN/MghIREWlFlNykbxTQy93fyjoQERGR1kjJTfpeB97LOggRqX26Z0Vkwyi5Sd8rwBQzuw/4pK6nu1+ZXUgikoYFl/Zpcvjqt7cCNmL126+VHHfHS2anGJmIJCm5Sd+C+Ncu/omIiEgLUnKTMnf/WdYxSOulX6uVWrO2Xcd6/0XSoOQmJWb2G3c/18z+THg6qh53H5ZBWJmo9RNsLcevX6uVWvPhzodkHYLkkJKb9EyI/6/INIoqUOsn2FqPX0SktVNykxJ3nxH/T806FhFpPXRZR6QhJTcpM7OvAT8HuhO2rwHu7ptnGpiI5JIu64g0pBdnpu83wAjg8+6+ubt3KiexMbMbzGypmc1J9BtjZgvNbFb8O7w5AxfJ2ujRozn55JMZPXp01qGISA1Ty036XgfmuHuDm4pLGAf8Dij8Fa5fu3urv49HWodav9+p86ZrgdXxv4hkRclN+kYDfzGzqVTwI37uPs3MejRvaFLr9CNy1e38vu9mHYKIoOSmOVwGfABsSjo/4neWmZ0MTAfOc/d3Ckcws5HASIAdd9wxhUUWV+qECeWfYLM4udZ6/CIiUpqSm/Rt5e5p3eF3DeHmZI//fwWcWjiSu18HXAcwaNCgSi+HiYiI5IpuKE7fg2aWSnLj7kvcfY27rwWuB/ZMY74iIiJ5ppab9J0JjDazT4BP+QyPgptZV3dfFDuPAeY0Nb5ItdM9QyLSEpTcpMzdOzU13Mx2d/fnGuk/ETgA6GxmbwA/BQ4ws36Ey1Lzge+mHrCIiEjOKLlpeROAAYU93X14I+OObf5wRERE8kXJTcuzrAOQpum3SkREapuSm5aX+6eZaj05qOXfKqn1bS8ikgYlN5K6Wk4Oap22vYiIkpssrMo6AJFqpZYnEUmDkptmYGbdWP9WcCC8XiH+/3JWcYlUO7U8iUgalNykzMz+CzgBeB5YE3s7MC2zoERERFoRJTfpOxro5e6flBxTREREUqfXL6TvFWDjrIMQERFprdRyk76PgFlm9hCwrvXG3c/JLiQREZHWQ8lN+u6JfyIiIpIBJTcpc/fxZtYO2CX2muvun2YZk4iISGui5CZlZnYAMJ7woksDdjCzEXWPgouIiEjzUnKTvl8Bh7j7XAAz2wWYCAzMNCoREZFWQk9LpW/jusQGwN1fQk9PiYiItBi13KRvupmNBSbE7n8HZmQYj4iISKui5CZ9pwNnAucQ7rmZBvxvphGJSFGjR49m8eLFbLvttlx++eVZhyMiKVByk7L4y8RXxj8RqXKLFy9m4cKFWYchIilScpMSM7vN3Y83s9mEd0nV4+59MwhLpNmp5UNEqo2Sm/SMiv+/lmkUG0gnKNlQ1dzyMfCCG0uO02n5CtoCC5avKDn+pE4pBSYizUrJTUrcfVH8eIa7X5gcFt8UfmHDqapHNZ+gSlFiJiIiSUpu0ncwDROZwxrpJymp5cSsFpRqzVDLh4hUGyU3KTGz04EzgC+Y2bOJQZ2Af2YTldQCtTyJiKRLyU16bgb+CvwncFGi/wp3fzubkII07zvI4pt33lsO1PKUrbXtOtb7LyK1T8lNStz9PeA9YDiAmW0NbApsZmabufuCLOMTkcZ9uPMhWYcgIilTcpMyMzuS8Bs32wFLge7AC8DuWcYl2cl7y5NaPkSk2ii5Sd8vgC8DD7p7fzP7CrE1p5rpBCUbSi0fIlJtlNyk71N3f8vM2phZG3efHB8Fr2q1fIJSYiYiIklKbtL3rpltRnin1E1mthRYnXFMuVbLiRkoORMRSZuSm/QdBXwMfJ/wRvAtgEszjUiqWq0nZyIi1UbJTYrMrC1wt7sfBKwFxmcckoiISKvTJusA8sTd1wAfmdkWWcciIiLSWqnlJn0rgdlm9gDwYV1Pdz8nu5BERERaDyU36bsv/omIiEgGlNykzN036D4bM7sB+Bqw1N2/FPttBdwK9ADmA8e7+zvpRCoiIpJPuucmZWb2qpm9UvhXxqTjgEML+l0EPOTuOwMPUf+dVSIiItIItdykb1Di86bAccBWpSZy92lm1qOg91HAAfHzeGAKcOFnDVBERCTP1HKTMnd/K/G30N1/Axy4gbPbxt0XxfkuArZubCQzG2lm081s+rJlyzZwUSIiIvmglpuUmdmARGcbQktOs77u0N2vA64DGDRokDfnskRERKqdkpv0/QqoSzBWE24EPm4D57XEzLq6+yIz60p4y7iIiIg0QclNSszsB/HjvYTkxmK3E56CunIDZnsPMAL4Zfx/92cMU0REJPeU3KSn7tJTL2AwIREx4EjCSzSbZGYTCTcPdzazN4CfEpKa28zs28ACNrwFSEREpNVQcpMSd/8ZgJndDwxw9xWxewxwexnTDy8y6KtpxSgiItIa6Gmp9O0IrEp0ryL8CJ+IiIi0ALXcpG8C8KSZTSLcb3MMeju4iIhIi1FykzJ3v8zM/grsF3t9y91nZhmTiIhIa6Lkphm4+9PA01nHISIi0hrpnhsRERHJFSU3IiIikitKbkRERCRXlNyIiIhIrii5ERERkVxRciMiIiK5ouRGREREckXJjYiIiOSKkhsRERHJFSU3IiIikitKbkRERCRXlNyIiIhIrii5ERERkVxRciMiIiK5ouRGREREckXJjYiIiOSKkhsRERHJFSU3IiIikitKbkRERCRXlNyIiIhIrii5ERERkVxRciMiIiK5ouRGREREckXJjYiIiOSKkhsRERHJFSU3IiIikitKbkRERCRXlNyIiIhIrmyUdQBSmpnNB1YAa4DV7j4o24hERESql5Kb2vEVd1+edRAiIiLVTpelREREJFeU3NQGB+43sxlmNrJwoJmNNLPpZjZ92bJlGYQnIiJSPZTc1IZ93H0AcBhwppntnxzo7te5+yB3H9SlS5dsIhQREakSSm5qgLu/Gf8vBSYBe2YbkYiISPVSclPlzKyjmXWq+wwcAszJNioREZHqpaelqt82wCQzg7C/bnb3v2UbkhSzatUq5s2bx0cffbSu33Un7p7a/JcxLr15zZhR1ni1HH+asUPzxt+hQwd69uxJu3btUluGSGul5KbKufsrwB5ZxyHlmTdvHltuuSW9evWiTRs1jEp51q5dy5IlS5g3bx677bZb1uGI1DzVviIp+uijj9hmm22U2EhF2rRpwzbbbFOvxU9ENpxqYJGUKbGRDaFyI5IeHU0iIiKSK0puRCQzp5xyCnfccUfWYYhIzii5EZGasXr16qxDEJEaoORGRMry85//nF133ZWDDz6Y4cOHc8UVVzBv3jwOPfRQBg4cyH777ceLL74IhBaZc845h7333psvfOEL61pn3J2zzjqL3r17c8QRR7B06dJ1858xYwZDhgxh4MCBDB06lEWLFgFwwAEHcPHFFzNkyBCuuuqqll9xEak5ehRcREqaPn06d955JzNnzmT16tUMGDCAgQMHMnLkSK699lp23nlnnnjiCc444wwefvhhABYtWsQjjzzCiy++yLBhw/jGN77BpEmTmDt3LrNnz2bJkiX07t2bU089lU8//ZSn2ZyBAAAMNklEQVSzzz6bu+++my5dunDrrbfyox/9iBtuuAGAd999l6lTp2a5CUSkhii5EZGSHnnkEY466ijat28PwJFHHsnKlSt59NFHOe6449aN98knn6z7fPTRR9OmTRt69+7NkiVLAJg2bRrDhw+nbdu2bLfddhx44IEAzJ07lzlz5nDwwQcDsGbNGrp27bpuXieccEKzr6OI5IeSGxEpyd0b9Fu7di1bbrkls2bNanSaTTbZpNHp469tN5j/7rvvzmOPPdbovDp27FhpyCLSiumeGxEpad999+XPf/4zK1eu5IMPPuC+++6jQ4cO7LTTTtx+++1ASFCeeeaZJuez//77c8stt7BmzRoWLVrE5MmTAejVqxfLli1bl9x8+umnPPfcc827UiKSW0puRKSkwYMHM2zYMPbYYw+OPfZYBg0axBZbbMFNN93E2LFj2WOPPdh99925++67m5zPMcccw84770yfPn04/fTTGTJkCADt2rXjjjvu4MILL2SPPfagX79+PProoy2xaiKSQ7osJSJlOf/88xkzZgwfffQR+++/P+eddx477bQTf/tbw/e4jhs3rl73Bx98AIRLUr/73e8anX+/fv2YNm1ag/5Tpkz5zLGLSOui5EZEyjJy5Eief/55Vq5cyYgRIxgwYEDWIYmINErJjYiU5eabb846BBGRsuieGxEREckVJTciIiKSK0puREREJFeU3IiIiEiu6IZikWY08IIbU53fjP8+ueQ4ZsZJJ53EhAkTgPAm7a5du7LXXntx7733Fp1uypQpXHHFFU2Ok6YFl/ZJdX47XjK75Dht27alT5/1y73rrrvo0aNHqnHUGTduHNOnTy/66LuINB8lNyI507FjR+bMmcPHH39M+/bteeCBB+jWrVvWYVWF9u3bF31dhIjkhy5LieTQYYcdxn333QfAxIkTGT58+LphTz75JHvvvTf9+/dn7733Zu7cuQ2m//DDDzn11FMZPHgw/fv3L/nLw7VszZo1XHDBBQwePJi+ffvy+9//HggtWUOGDOH4449nl1124aKLLuKmm25izz33pE+fPsybNw+AP//5z+y1117079+fgw46aN1LQpOWLVvG17/+dQYPHszgwYP55z//2aLrKNLaKLkRyaETTzyRW265hZUrV/Lss8+y1157rRu26667Mm3aNGbOnMmll17KxRdf3GD6yy67jAMPPJCnnnqKyZMnc8EFF/Dhhx+25Co0i48//ph+/frRr18/jjnmGADGjh3LFltswVNPPcVTTz3F9ddfz6uvvgrAM888w1VXXcXs2bOZMGECL730Ek8++SSnnXYaV199NRDeu/X4448zc+ZMTjzxRC6//PIGyx01ahTf//73eeqpp7jzzjs57bTTWm6lRVohXZYSyaG+ffsyf/58Jk6cyOGHH15v2HvvvceIESN4+eWXMTM+/fTTBtPff//93HPPPVxxxRUArFy5kgULFrDbbru1SPzNpbHLUvfffz/PPvssd9xxBxC2z8svv0y7du0YPHgwXbt2BaBnz54ccsghAPTp02fdSz/feOMNTjjhBBYtWsSqVavYaaedGiz3wQcf5Pnnn1/X/f7777NixQo6derULOsp0topuRHJqWHDhnH++eczZcoU3nrrrXX9f/KTn/CVr3yFSZMmMX/+fA444IAG07o7d955J7169WrBiLPh7lx99dUMHTq0Xv8pU6awySabrOtu06bNuu42bdqwevVqAM4++2x+8IMfMGzYMKZMmcKYMWMaLGPt2rU89thjtG/fvvlWRETW0WUpkZw69dRTueSSS+o9HQShZaLuBuPCF1zWGTp0KFdffTXuDsDMmTObNdYsDR06lGuuuWZdC9ZLL71U0SW45PYcP358o+Mccsgh9Z6a0k3NIs1LLTcizaicR7eby/bbb8+oUaMa9B89ejQjRozgyiuv5MADD2x02p/85Cece+659O3bF3enR48eqT8iXs6j2y3htNNOY/78+QwYMAB3p0uXLtx1111lTz9mzBiOO+44unXrxpe//OV19+sk/fa3v+XMM8+kb9++rF69mv33359rr702zdUQkQSr+2Ym+TBo0CCfPn16vX5p/tbKpE7/ndq8yj251VL8M2bMYODAgaktQ1qXwvJTS2W/MbUUv5nNcPdBqS1EMqXLUiIiIpIrSm5EREQkV5TciKRs7dq1WYcgNUjlRiQ9Sm5EUtShQweWLFmiE5VUZO3atSxZsoQOHTpkHYpILuhpKZEU9ezZk3nz5vHmm29mHYrUmA4dOtCzZ8+swxDJBSU3Iilq165dg1/xraUnRhpTy/Gn/Vb2LLa/iFROl6VqgJkdamZzzexfZnZR1vGIiIhUMyU3Vc7M2gL/AxwG9AaGm1nvbKMSERGpXkpuqt+ewL/c/RV3XwXcAhyVcUwiIiJVS79QXOXM7BvAoe5+Wuz+JrCXu5+VGGckMDJ29gLmNmNInYHlzTj/5qb4s6X4s1PLsUPzx9/d3bs04/ylBemG4upnjfSrl5G6+3XAdS0SjNn0Wv6JcsWfLcWfnVqOHWo/fmlZuixV/d4Adkh0bw/oOWMREZEilNxUv6eAnc1sJzNrB5wI3JNxTCIiIlVLl6WqnLuvNrOzgL8DbYEb3P25DENqkctfzUjxZ0vxZ6eWY4faj19akG4oFhERkVzRZSkRERHJFSU3IiIikitKbqQsZnaDmS01szlZx7IhzGwHM5tsZi+Y2XNmNirrmMplZpua2ZNm9kyM/WdZx7QhzKytmc00s3uzjqVSZjbfzGab2Swzm551PJUysy3N7A4zezEeA/+WdUzlMrNecbvX/b1vZudmHZdUN91zI2Uxs/2BD4Ab3f1LWcdTKTPrCnR196fNrBMwAzja3Z/POLSSzMyAju7+gZltDDwCjHL3xzMOrSJm9gNgELC5u38t63gqYWbzgUHuXpM/gmdm44F/uPsf4lOXHdz93azjqlR8Hc1Cwg+ZvpZ1PFK91HIjZXH3acDbWcexodx9kbs/HT+vAF4AumUbVXk8+CB2bhz/aupbiZltDxwB/CHrWFobM9sc2B8YC+Duq2oxsYm+CsxTYiOlKLmRVsfMegD9gSeyjaR88ZLOLGAp8IC710zs0W+A0cDarAPZQA7cb2Yz4utOaskXgGXA/8XLgn8ws45ZB7WBTgQmZh2EVD8lN9KqmNlmwJ3Aue7+ftbxlMvd17h7P8IvVO9pZjVzadDMvgYsdfcZWcfyGezj7gOAw4Az42XaWrERMAC4xt37Ax8CF2UbUuXi5bRhwO1ZxyLVT8mNtBrxfpU7gZvc/U9Zx7Mh4uWEKcChGYdSiX2AYfG+lVuAA83sj9mGVBl3fzP+XwpMAvbMNqKKvAG8kWjtu4OQ7NSaw4Cn3X1J1oFI9VNyI61CvCl3LPCCu1+ZdTyVMLMuZrZl/NweOAh4MduoyufuP3T37d29B+GywsPuflLGYZXNzDrGm9CJl3MOAWrmqUF3Xwy8bma9Yq+vAlV/I30jhqNLUlImvX5BymJmE4EDgM5m9gbwU3cfm21UFdkH+CYwO967AnCxu/8lw5jK1RUYH58UaQPc5u419zh1DdsGmBTyYzYCbnb3v2UbUsXOBm6Kl3ZeAb6VcTwVMbMOwMHAd7OORWqDHgUXERGRXNFlKREREckVJTciIiKSK0puREREJFeU3IiIiEiuKLkRERGRXFFyIyKpM7MxZnZ+1nGISOuk5EZERERyRcmNiKTCzH5kZnPN7EGgV+zXz8weN7NnzWySmX3OzLY2sxlx+B5m5ma2Y+yeF3+wTURkgym5EZHPzMwGEl6t0B84FhgcB90IXOjufYHZhF+2XgpsamabA/sB04H9zKw74QWbH7X4CohIruj1CyKShv2ASXWJiZndA3QEtnT3qXGc8ax/o/OjhFdi7A/8B+FFoAb8oyWDFpF8UsuNiKSlkne5/IOQEHUH7gb2APYFpjVDXCLSyii5EZE0TAOOMbP28Q3aRwIfAu+Y2X5xnG8CUxPjnwS87O5rgbeBw4F/tmzYIpJHuiwlIp+Zuz9tZrcCs4DXWH95aQRwbbxJeN3bqN19fnzLdl1LzSPA9u7+TosGLiK5pLeCi4iISK7ospSIiIjkipIbERERyRUlNyIiIpIrSm5EREQkV5TciIiISK4ouREREZFcUXIjIiIiufL/AUGSV7jtsoMmAAAAAElFTkSuQmCC
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<p>We can see that on average men ride bikes less than women, about 12 min per a ride while women about 15 min on weekdays. On weekends these numbers increase upte 15 minutes for men and 23 minutes for women.</p>

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<p>Let's construct duration mean with respect to age and gender.</p>

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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">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;duration mean with respect to age and gender.&#39;</span><span class="p">);</span>
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<pre>C:\Users\Boris\Anaconda3\lib\site-packages\ipykernel_launcher.py:4: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  after removing the cwd from sys.path.
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<p><strong>Comment</strong> We can see that on everage women ride bikes longer than men. The longest average time is about 25 minutes and belonges to women at 61-65 year old.</p>

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<h3 id="Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-Were-there-features-that-strengthened-each-other-in-terms-of-looking-at-your-feature(s)-of-interest?">Talk about some of the relationships you observed in this part of the investigation. Were there features that strengthened each other in terms of looking at your feature(s) of interest?<a class="anchor-link" href="#Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-Were-there-features-that-strengthened-each-other-in-terms-of-looking-at-your-feature(s)-of-interest?">&#182;</a></h3><blockquote><p>In this section we obeserved two multivariant relationships. We noted that on weekends ride duration is higher compare to weekdays while the number of rides on weekends is much lower as we see from the facetgrid from the bevariant part of the project. We also observe mean duration as a function of age and gender.</p>
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<h3 id="Were-there-any-interesting-or-surprising-interactions-between-features?">Were there any interesting or surprising interactions between features?<a class="anchor-link" href="#Were-there-any-interesting-or-surprising-interactions-between-features?">&#182;</a></h3><blockquote><p>As it was mentioned above on weekends the duration of rides are higher compare to weekdays while the number of rides is lower.</p>
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