no-shows-ks4-final.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Project:-Investigate-a-Dataset-(Medical-Appointments-No-Shows)">Project: Investigate a Dataset (Medical Appointments No Shows)<a class="anchor-link" href="#Project:-Investigate-a-Dataset-(Medical-Appointments-No-Shows)">&#182;</a></h1><p>Krzysztof Satola (August 29, 2018)</p>
<h2 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h2><ul>
<li><a href="#intro">Introduction</a></li>
<li><a href="#wrangling">Data Wrangling</a></li>
<li><a href="#questions">Questions</a></li>
<li><a href="#eda">Exploratory Data Analysis</a></li>
<li><a href="#conclusions">Conclusions</a></li>
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<p><a id='intro'></a></p>
<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p>In this project I have investigated a dataset of appoinment records for Brasil public hospitals. The data includes some attributes of patients and state if the patients showed up to appointments. The analysis is focused on finding trends influencing patients to show or not show up to appointments.</p>
<p>The original problem description and data set can be found here: <a href="https://www.kaggle.com/joniarroba/noshowappointments/home">https://www.kaggle.com/joniarroba/noshowappointments/home</a></p>
<h3 id="Dataset-Description">Dataset Description<a class="anchor-link" href="#Dataset-Description">&#182;</a></h3><table>
    <tr>
        <th>Name</th>
        <th>Value(s)</th>
        <th>Description</th>
    </tr>
    <tr>
        <td>PatienID</td>
        <td>number</td>
        <td>identification of a patient</td>
    </tr>
    <tr>
        <td>AppointmentID</td>
        <td>number</td>
        <td>identification of each appointment</td>
    </tr>
    <tr>
        <td>Gender</td>
        <td>F or M</td>
        <td>it says 'F' if female or 'M' if man</td>
    </tr>
    <tr>
        <td>ScheduledDay</td>
        <td>date</td>
        <td>tells us on what day the patient set up their appointment</td>
    </tr>
    <tr>
        <td>AppointmentDay</td>
        <td>date</td>
        <td>the day of the actuall appointment, when they have to visit the doctor</td>
    </tr>
    <tr>
        <td>Age</td>
        <td>number</td>
        <td>how old is the patient</td>
    </tr>
    <tr>
        <td>Neighbourhood</td>
        <td>string</td>
        <td>indicates the location of the hospital</td>
    </tr>
    <tr>
        <td>Scholarship</td>
        <td>0 or 1</td>
        <td>indicates whether or not the patient is enrolled in Brasilian welfare program Bolsa Família</td>
    </tr>
    <tr>
        <td>Hipertension</td>
        <td>0 or 1</td>
        <td>indicates if the patient has hipertension</td>
    </tr>
    <tr>
        <td>Diabetes</td>
        <td>0 or 1</td>
        <td>indicates if the patient has diabetes</td>
    </tr>
    <tr>
        <td>Alcoholism</td>
        <td>0 or 1</td>
        <td>indicates if the patient is an alcoholic</td>
    </tr>
    <tr>
        <td>Handcap</td>
        <td>0 or 1</td>
        <td>indicates if the patient is handicaped</td>
    </tr>
    <tr>
        <td>SMS_received</td>
        <td>0 or 1</td>
        <td>1 or more messages sent to the patient</td>
    </tr>
    <tr>
        <td>No-show</td>
        <td>Yes or No</td>
        <td>it says ‘No’ if the patient showed up to their appointment, and ‘Yes’ if they did not show up</td>
    </tr>
</table>
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<p><a id='wrangling'></a></p>
<h2 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></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">sns</span>

<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s1">&#39;ignore&#39;</span><span class="p">)</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"># Load data to a dataframe</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;noshowappointments-kagglev2-may-2016.csv&#39;</span><span class="p">)</span>

<span class="c1"># Learn the size of the dataset</span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(110527, 14)</pre>
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<p>There are 110527 records and 14 columns in the dataset.</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">columns</span>
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<pre>Index([&#39;PatientId&#39;, &#39;AppointmentID&#39;, &#39;Gender&#39;, &#39;ScheduledDay&#39;,
       &#39;AppointmentDay&#39;, &#39;Age&#39;, &#39;Neighbourhood&#39;, &#39;Scholarship&#39;, &#39;Hipertension&#39;,
       &#39;Diabetes&#39;, &#39;Alcoholism&#39;, &#39;Handcap&#39;, &#39;SMS_received&#39;, &#39;No-show&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Typos in the column names as well as their format should be corrected / unified</span>
<span class="n">df</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;patient_id&#39;</span><span class="p">,</span> <span class="s1">&#39;appointment_id&#39;</span><span class="p">,</span> <span class="s1">&#39;gender&#39;</span><span class="p">,</span> <span class="s1">&#39;scheduled_day&#39;</span><span class="p">,</span> 
              <span class="s1">&#39;appointment_day&#39;</span><span class="p">,</span> <span class="s1">&#39;age&#39;</span><span class="p">,</span> <span class="s1">&#39;neighbourhood&#39;</span><span class="p">,</span> <span class="s1">&#39;scholarship&#39;</span><span class="p">,</span> <span class="s1">&#39;hypertension&#39;</span><span class="p">,</span>
              <span class="s1">&#39;diabetes&#39;</span><span class="p">,</span> <span class="s1">&#39;alcoholism&#39;</span><span class="p">,</span> <span class="s1">&#39;handicap&#39;</span><span class="p">,</span> <span class="s1">&#39;sms_received&#39;</span><span class="p">,</span> <span class="s1">&#39;no_show&#39;</span><span class="p">]</span>
<span class="n">df</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;patient_id&#39;, &#39;appointment_id&#39;, &#39;gender&#39;, &#39;scheduled_day&#39;,
       &#39;appointment_day&#39;, &#39;age&#39;, &#39;neighbourhood&#39;, &#39;scholarship&#39;,
       &#39;hypertension&#39;, &#39;diabetes&#39;, &#39;alcoholism&#39;, &#39;handicap&#39;, &#39;sms_received&#39;,
       &#39;no_show&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s have an initial view on the data</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>patient_id</th>
      <th>appointment_id</th>
      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>age</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hypertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handicap</th>
      <th>sms_received</th>
      <th>no_show</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2.987250e+13</td>
      <td>5642903</td>
      <td>F</td>
      <td>2016-04-29T18:38:08Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>62</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>1</th>
      <td>5.589978e+14</td>
      <td>5642503</td>
      <td>M</td>
      <td>2016-04-29T16:08:27Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>56</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>2</th>
      <td>4.262962e+12</td>
      <td>5642549</td>
      <td>F</td>
      <td>2016-04-29T16:19:04Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>62</td>
      <td>MATA DA PRAIA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>3</th>
      <td>8.679512e+11</td>
      <td>5642828</td>
      <td>F</td>
      <td>2016-04-29T17:29:31Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>8</td>
      <td>PONTAL DE CAMBURI</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>4</th>
      <td>8.841186e+12</td>
      <td>5642494</td>
      <td>F</td>
      <td>2016-04-29T16:07:23Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>56</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># And another view on the 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: 110527 entries, 0 to 110526
Data columns (total 14 columns):
patient_id         110527 non-null float64
appointment_id     110527 non-null int64
gender             110527 non-null object
scheduled_day      110527 non-null object
appointment_day    110527 non-null object
age                110527 non-null int64
neighbourhood      110527 non-null object
scholarship        110527 non-null int64
hypertension       110527 non-null int64
diabetes           110527 non-null int64
alcoholism         110527 non-null int64
handicap           110527 non-null int64
sms_received       110527 non-null int64
no_show            110527 non-null object
dtypes: float64(1), int64(8), object(5)
memory usage: 11.8+ MB
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<h3 id="Here-are-some-initial-observations:">Here are some initial observations:<a class="anchor-link" href="#Here-are-some-initial-observations:">&#182;</a></h3><ol>
<li>There are 13 independent variables and one dependent (no_show) in the dataset.</li>
<li>The dataset does not contain any missing values (NaNs).</li>
<li>The patient_id data type is float but should be int.</li>
<li>The scheduled_day and appointment_day columns type should be changed to datetime.</li>
<li>The appointment_day has no hour specified (it equals to 00:00:00). We will not be able to analyze if the appointment hour has anything to do with no shows.</li>
<li>There could be interesting to know how much time passed between a visit scheduling time and the actual visit time. There is no such data column but this can be calculated from scheduled_day and appointment_day columns.</li>
<li>Another interesting question would be how show and no-show appointments are distributed among days of week. To explore this I will calculate a column called appointment_dow.</li>
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<h4 id="Observation-3:-The-patient_id-data-type-is-float-but-should-be-int">Observation 3: The patient_id data type is float but should be int<a class="anchor-link" href="#Observation-3:-The-patient_id-data-type-is-float-but-should-be-int">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Check how many patients_ids are not integers</span>
<span class="n">non_int_patient_ids</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="o">~</span> <span class="n">df</span><span class="o">.</span><span class="n">patient_id</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">is_integer</span><span class="p">())]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;There are </span><span class="si">{}</span><span class="s1"> patients_ids that are not integers&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">non_int_patient_ids</span><span class="p">)))</span>
<span class="n">non_int_patient_ids</span>
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<pre>There are 5 patients_ids that are not integers
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>patient_id</th>
      <th>appointment_id</th>
      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>age</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hypertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handicap</th>
      <th>sms_received</th>
      <th>no_show</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>3950</th>
      <td>93779.52927</td>
      <td>5712759</td>
      <td>F</td>
      <td>2016-05-18T09:12:29Z</td>
      <td>2016-05-18T00:00:00Z</td>
      <td>33</td>
      <td>CENTRO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>73228</th>
      <td>537615.28476</td>
      <td>5637728</td>
      <td>F</td>
      <td>2016-04-29T07:19:57Z</td>
      <td>2016-05-06T00:00:00Z</td>
      <td>14</td>
      <td>FORTE SÃO JOÃO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>No</td>
    </tr>
    <tr>
      <th>73303</th>
      <td>141724.16655</td>
      <td>5637648</td>
      <td>M</td>
      <td>2016-04-29T07:13:36Z</td>
      <td>2016-05-02T00:00:00Z</td>
      <td>12</td>
      <td>FORTE SÃO JOÃO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>100517</th>
      <td>39217.84439</td>
      <td>5751990</td>
      <td>F</td>
      <td>2016-05-31T10:56:41Z</td>
      <td>2016-06-03T00:00:00Z</td>
      <td>44</td>
      <td>PRAIA DO SUÁ</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>105430</th>
      <td>43741.75652</td>
      <td>5760144</td>
      <td>M</td>
      <td>2016-06-01T14:22:58Z</td>
      <td>2016-06-01T00:00:00Z</td>
      <td>39</td>
      <td>MARIA ORTIZ</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
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<p>As there are only 5 float patient_ids, it seems they are typos. I will check if they would be unique ids when the decimal part is truncated. If yes, I will truncate their decimal part and keep them in the dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Extract float patient_ids from the list above</span>
<span class="n">patient_ids</span> <span class="o">=</span> <span class="p">[</span><span class="mf">93779.52927</span><span class="p">,</span> <span class="mf">537615.28476</span><span class="p">,</span> <span class="mf">141724.16655</span><span class="p">,</span> <span class="mf">39217.84439</span><span class="p">,</span> <span class="mf">43741.75652</span><span class="p">]</span>
    
<span class="c1"># Convert all float patient_ids to int (by truncating the decimal part)</span>
<span class="c1"># and check if such patients exist in the rest of the dataset</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">patient_ids</span><span class="p">)):</span>
    <span class="n">patient_ids</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">patient_ids</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="k">if</span> <span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;patient_id == </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">patient_ids</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Patient id == </span><span class="si">{}</span><span class="s1"> does not exist.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">patient_ids</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Patient id == </span><span class="si">{}</span><span class="s1"> already exists.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">patient_ids</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
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<pre>Patient id == 93779 does not exist.
Patient id == 537615 does not exist.
Patient id == 141724 does not exist.
Patient id == 39217 does not exist.
Patient id == 43741 does not exist.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Convert patient_id from float to int</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;patient_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;patient_id&#39;</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"># Check if the patient_id is int64</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: 110527 entries, 0 to 110526
Data columns (total 14 columns):
patient_id         110527 non-null int64
appointment_id     110527 non-null int64
gender             110527 non-null object
scheduled_day      110527 non-null object
appointment_day    110527 non-null object
age                110527 non-null int64
neighbourhood      110527 non-null object
scholarship        110527 non-null int64
hypertension       110527 non-null int64
diabetes           110527 non-null int64
alcoholism         110527 non-null int64
handicap           110527 non-null int64
sms_received       110527 non-null int64
no_show            110527 non-null object
dtypes: int64(9), object(5)
memory usage: 11.8+ MB
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<h4 id="Observation-4:-The-scheduled_day-and-appointment_day-columns-type-should-be-changed-to-datetime">Observation 4: The scheduled_day and appointment_day columns type should be changed to datetime<a class="anchor-link" href="#Observation-4:-The-scheduled_day-and-appointment_day-columns-type-should-be-changed-to-datetime">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Convert columns types</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;scheduled_day&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;scheduled_day&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">date</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;datetime64[ns]&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;appointment_day&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;appointment_day&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">date</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;datetime64[ns]&#39;</span><span class="p">)</span>

<span class="c1"># Check if the type is now datetime</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: 110527 entries, 0 to 110526
Data columns (total 14 columns):
patient_id         110527 non-null int64
appointment_id     110527 non-null int64
gender             110527 non-null object
scheduled_day      110527 non-null datetime64[ns]
appointment_day    110527 non-null datetime64[ns]
age                110527 non-null int64
neighbourhood      110527 non-null object
scholarship        110527 non-null int64
hypertension       110527 non-null int64
diabetes           110527 non-null int64
alcoholism         110527 non-null int64
handicap           110527 non-null int64
sms_received       110527 non-null int64
no_show            110527 non-null object
dtypes: datetime64[ns](2), int64(9), object(3)
memory usage: 11.8+ MB
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<h4 id="Observation-6:-Create-a-new-column-awaiting_time_days">Observation 6: Create a new column awaiting_time_days<a class="anchor-link" href="#Observation-6:-Create-a-new-column-awaiting_time_days">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create awaiting_time_days column</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;awaiting_time_days&#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">appointment_day</span> <span class="o">-</span> <span class="n">df</span><span class="o">.</span><span class="n">scheduled_day</span><span class="p">)</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">days</span> <span class="c1"># and convert timedelta to int</span>

<span class="c1"># Check if the column exists</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: 110527 entries, 0 to 110526
Data columns (total 15 columns):
patient_id            110527 non-null int64
appointment_id        110527 non-null int64
gender                110527 non-null object
scheduled_day         110527 non-null datetime64[ns]
appointment_day       110527 non-null datetime64[ns]
age                   110527 non-null int64
neighbourhood         110527 non-null object
scholarship           110527 non-null int64
hypertension          110527 non-null int64
diabetes              110527 non-null int64
alcoholism            110527 non-null int64
handicap              110527 non-null int64
sms_received          110527 non-null int64
no_show               110527 non-null object
awaiting_time_days    110527 non-null int64
dtypes: datetime64[ns](2), int64(10), object(3)
memory usage: 12.6+ MB
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<h4 id="Observation-7:-Create-a-new-column-appointment_dow-(day-of-week-appointment)">Observation 7: Create a new column appointment_dow (day of week appointment)<a class="anchor-link" href="#Observation-7:-Create-a-new-column-appointment_dow-(day-of-week-appointment)">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create appointment_dow column</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;appointment_dow&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">scheduled_day</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">weekday_name</span>

<span class="c1"># Check the values</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;appointment_dow&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>Tuesday      26168
Wednesday    24262
Monday       23085
Friday       18915
Thursday     18073
Saturday        24
Name: appointment_dow, dtype: int64</pre>
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<p>The distribution of appointments among days of week (Monday-Friday) is almost equal with a little bit less visits on Thursday and Friday. There are 24 visits on Saturday and none on Sunday.</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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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>patient_id</th>
      <th>appointment_id</th>
      <th>age</th>
      <th>scholarship</th>
      <th>hypertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handicap</th>
      <th>sms_received</th>
      <th>awaiting_time_days</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>1.105270e+05</td>
      <td>1.105270e+05</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>1.474963e+14</td>
      <td>5.675305e+06</td>
      <td>37.088874</td>
      <td>0.098266</td>
      <td>0.197246</td>
      <td>0.071865</td>
      <td>0.030400</td>
      <td>0.022248</td>
      <td>0.321026</td>
      <td>10.183702</td>
    </tr>
    <tr>
      <th>std</th>
      <td>2.560949e+14</td>
      <td>7.129575e+04</td>
      <td>23.110205</td>
      <td>0.297675</td>
      <td>0.397921</td>
      <td>0.258265</td>
      <td>0.171686</td>
      <td>0.161543</td>
      <td>0.466873</td>
      <td>15.254996</td>
    </tr>
    <tr>
      <th>min</th>
      <td>3.921700e+04</td>
      <td>5.030230e+06</td>
      <td>-1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>-6.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>4.172614e+12</td>
      <td>5.640286e+06</td>
      <td>18.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>3.173184e+13</td>
      <td>5.680573e+06</td>
      <td>37.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>4.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>9.439172e+13</td>
      <td>5.725524e+06</td>
      <td>55.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>15.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>9.999816e+14</td>
      <td>5.790484e+06</td>
      <td>115.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>4.000000</td>
      <td>1.000000</td>
      <td>179.000000</td>
    </tr>
  </tbody>
</table>
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<h3 id="Additional-observations">Additional observations<a class="anchor-link" href="#Additional-observations">&#182;</a></h3><ul>
    <li><b>age:</b> The patients are 37 years on average. 25% of patients are below 18 and most of them are below 55. There is a data range problem in the dataset. The age value cannot be below 0, and there are some very old people as well. To be investigated.</li>
    <li><b>handicap:</b> is represented by 4 classes as opposed to other categorical variables in this dataset. This can be a result of an error or there are 4 categories used. Both options are potentially valid and this should be confirmed by an SME.</li>
    <li><b>sms_received:</b> 75% of patients received sms regarding an appointment.</li>
    <li><b>awaiting_time_days:</b> 10 days on average patients waited for an appointment. 50% of patients waited up to 4 days and 75% up to 15 days for an appointment. The longest awaiting time was 179 days. There is at least one case where a visit happened 6 days before it was scheduled. This should not happen and will be further investigated.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">14</span><span class="p">));</span>
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<h4 id="Histogram-observations">Histogram observations<a class="anchor-link" href="#Histogram-observations">&#182;</a></h4>
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    <li><b>age:</b> There are many very young people in the dataset but in general the patients age is distributed evenly and the number of patients goes drastricly down for patients older than 60 years.</li>
    <li><b>alcoholism:</b> Most of the patients are not alcoholics.</li>
    <li><b>diabetes:</b> Most of the patients are not diabetes but more than alcoholics.</li>
    <li><b>handicap:</b> There are for handicap categories with most of the people not being handicapted.</li>
    <li><b>hypertension:</b> Most patients do not have hypertension diagnosed.</li>
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<h4 id="gender">gender<a class="anchor-link" href="#gender">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `gender` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">gender</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>Unique Values in `gender` =&gt; [&#39;F&#39; &#39;M&#39;]
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<h4 id="scheduled_day">scheduled_day<a class="anchor-link" href="#scheduled_day">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `scheduled_day` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">scheduled_day</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>Unique Values in `scheduled_day` =&gt; [&#39;2016-04-29T00:00:00.000000000&#39; &#39;2016-04-27T00:00:00.000000000&#39;
 &#39;2016-04-26T00:00:00.000000000&#39; &#39;2016-04-28T00:00:00.000000000&#39;
 &#39;2016-04-25T00:00:00.000000000&#39; &#39;2016-04-20T00:00:00.000000000&#39;
 &#39;2016-03-31T00:00:00.000000000&#39; &#39;2016-04-19T00:00:00.000000000&#39;
 &#39;2016-04-06T00:00:00.000000000&#39; &#39;2016-04-18T00:00:00.000000000&#39;
 &#39;2016-04-11T00:00:00.000000000&#39; &#39;2016-04-12T00:00:00.000000000&#39;
 &#39;2016-04-15T00:00:00.000000000&#39; &#39;2016-04-01T00:00:00.000000000&#39;
 &#39;2016-04-05T00:00:00.000000000&#39; &#39;2016-04-08T00:00:00.000000000&#39;
 &#39;2016-04-14T00:00:00.000000000&#39; &#39;2016-04-13T00:00:00.000000000&#39;
 &#39;2016-04-07T00:00:00.000000000&#39; &#39;2016-03-17T00:00:00.000000000&#39;
 &#39;2016-03-30T00:00:00.000000000&#39; &#39;2016-03-29T00:00:00.000000000&#39;
 &#39;2016-03-18T00:00:00.000000000&#39; &#39;2016-03-28T00:00:00.000000000&#39;
 &#39;2016-03-04T00:00:00.000000000&#39; &#39;2016-03-15T00:00:00.000000000&#39;
 &#39;2016-03-14T00:00:00.000000000&#39; &#39;2016-03-21T00:00:00.000000000&#39;
 &#39;2016-03-23T00:00:00.000000000&#39; &#39;2016-03-22T00:00:00.000000000&#39;
 &#39;2016-03-16T00:00:00.000000000&#39; &#39;2016-03-10T00:00:00.000000000&#39;
 &#39;2016-02-29T00:00:00.000000000&#39; &#39;2016-03-08T00:00:00.000000000&#39;
 &#39;2016-03-07T00:00:00.000000000&#39; &#39;2016-02-24T00:00:00.000000000&#39;
 &#39;2016-02-22T00:00:00.000000000&#39; &#39;2016-01-29T00:00:00.000000000&#39;
 &#39;2016-02-23T00:00:00.000000000&#39; &#39;2016-02-05T00:00:00.000000000&#39;
 &#39;2016-02-11T00:00:00.000000000&#39; &#39;2016-02-02T00:00:00.000000000&#39;
 &#39;2016-01-05T00:00:00.000000000&#39; &#39;2016-01-11T00:00:00.000000000&#39;
 &#39;2016-02-26T00:00:00.000000000&#39; &#39;2016-02-19T00:00:00.000000000&#39;
 &#39;2016-02-17T00:00:00.000000000&#39; &#39;2016-03-03T00:00:00.000000000&#39;
 &#39;2016-03-02T00:00:00.000000000&#39; &#39;2016-03-09T00:00:00.000000000&#39;
 &#39;2016-03-01T00:00:00.000000000&#39; &#39;2016-03-19T00:00:00.000000000&#39;
 &#39;2016-03-11T00:00:00.000000000&#39; &#39;2016-02-16T00:00:00.000000000&#39;
 &#39;2016-02-25T00:00:00.000000000&#39; &#39;2016-04-09T00:00:00.000000000&#39;
 &#39;2016-05-24T00:00:00.000000000&#39; &#39;2016-05-25T00:00:00.000000000&#39;
 &#39;2016-05-31T00:00:00.000000000&#39; &#39;2016-05-17T00:00:00.000000000&#39;
 &#39;2016-05-30T00:00:00.000000000&#39; &#39;2016-05-12T00:00:00.000000000&#39;
 &#39;2016-05-19T00:00:00.000000000&#39; &#39;2016-05-10T00:00:00.000000000&#39;
 &#39;2016-05-02T00:00:00.000000000&#39; &#39;2016-05-16T00:00:00.000000000&#39;
 &#39;2016-05-04T00:00:00.000000000&#39; &#39;2016-05-13T00:00:00.000000000&#39;
 &#39;2016-05-20T00:00:00.000000000&#39; &#39;2016-05-05T00:00:00.000000000&#39;
 &#39;2016-05-18T00:00:00.000000000&#39; &#39;2016-05-06T00:00:00.000000000&#39;
 &#39;2016-05-09T00:00:00.000000000&#39; &#39;2016-05-03T00:00:00.000000000&#39;
 &#39;2016-05-11T00:00:00.000000000&#39; &#39;2015-11-10T00:00:00.000000000&#39;
 &#39;2016-02-18T00:00:00.000000000&#39; &#39;2016-02-03T00:00:00.000000000&#39;
 &#39;2016-01-14T00:00:00.000000000&#39; &#39;2016-01-21T00:00:00.000000000&#39;
 &#39;2016-01-28T00:00:00.000000000&#39; &#39;2016-02-01T00:00:00.000000000&#39;
 &#39;2015-12-14T00:00:00.000000000&#39; &#39;2015-12-08T00:00:00.000000000&#39;
 &#39;2016-01-07T00:00:00.000000000&#39; &#39;2016-04-30T00:00:00.000000000&#39;
 &#39;2016-04-16T00:00:00.000000000&#39; &#39;2016-02-04T00:00:00.000000000&#39;
 &#39;2015-12-03T00:00:00.000000000&#39; &#39;2016-01-04T00:00:00.000000000&#39;
 &#39;2016-01-13T00:00:00.000000000&#39; &#39;2016-02-12T00:00:00.000000000&#39;
 &#39;2016-01-20T00:00:00.000000000&#39; &#39;2016-01-22T00:00:00.000000000&#39;
 &#39;2016-01-25T00:00:00.000000000&#39; &#39;2016-01-27T00:00:00.000000000&#39;
 &#39;2016-01-19T00:00:00.000000000&#39; &#39;2016-02-15T00:00:00.000000000&#39;
 &#39;2016-05-14T00:00:00.000000000&#39; &#39;2016-05-07T00:00:00.000000000&#39;
 &#39;2016-06-02T00:00:00.000000000&#39; &#39;2016-06-03T00:00:00.000000000&#39;
 &#39;2016-06-01T00:00:00.000000000&#39; &#39;2016-06-06T00:00:00.000000000&#39;
 &#39;2016-06-07T00:00:00.000000000&#39; &#39;2016-06-08T00:00:00.000000000&#39;
 &#39;2016-06-04T00:00:00.000000000&#39; &#39;2016-01-26T00:00:00.000000000&#39;
 &#39;2015-12-07T00:00:00.000000000&#39; &#39;2015-12-15T00:00:00.000000000&#39;
 &#39;2016-03-05T00:00:00.000000000&#39;]
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<h4 id="appointment_day">appointment_day<a class="anchor-link" href="#appointment_day">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `appointment_day` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">appointment_day</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>Unique Values in `appointment_day` =&gt; [&#39;2016-04-29T00:00:00.000000000&#39; &#39;2016-05-03T00:00:00.000000000&#39;
 &#39;2016-05-10T00:00:00.000000000&#39; &#39;2016-05-17T00:00:00.000000000&#39;
 &#39;2016-05-24T00:00:00.000000000&#39; &#39;2016-05-31T00:00:00.000000000&#39;
 &#39;2016-05-02T00:00:00.000000000&#39; &#39;2016-05-30T00:00:00.000000000&#39;
 &#39;2016-05-16T00:00:00.000000000&#39; &#39;2016-05-04T00:00:00.000000000&#39;
 &#39;2016-05-19T00:00:00.000000000&#39; &#39;2016-05-12T00:00:00.000000000&#39;
 &#39;2016-05-06T00:00:00.000000000&#39; &#39;2016-05-20T00:00:00.000000000&#39;
 &#39;2016-05-05T00:00:00.000000000&#39; &#39;2016-05-13T00:00:00.000000000&#39;
 &#39;2016-05-09T00:00:00.000000000&#39; &#39;2016-05-25T00:00:00.000000000&#39;
 &#39;2016-05-11T00:00:00.000000000&#39; &#39;2016-05-18T00:00:00.000000000&#39;
 &#39;2016-05-14T00:00:00.000000000&#39; &#39;2016-06-02T00:00:00.000000000&#39;
 &#39;2016-06-03T00:00:00.000000000&#39; &#39;2016-06-06T00:00:00.000000000&#39;
 &#39;2016-06-07T00:00:00.000000000&#39; &#39;2016-06-01T00:00:00.000000000&#39;
 &#39;2016-06-08T00:00:00.000000000&#39;]
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<h4 id="age">age<a class="anchor-link" href="#age">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `age` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</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">unique</span><span class="p">()))</span>
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<pre>Unique Values in `age` =&gt; [ 62  56   8  76  23  39  21  19  30  29  22  28  54  15  50  40  46   4
  13  65  45  51  32  12  61  38  79  18  63  64  85  59  55  71  49  78
  31  58  27   6   2  11   7   0   3   1  69  68  60  67  36  10  35  20
  26  34  33  16  42   5  47  17  41  44  37  24  66  77  81  70  53  75
  73  52  74  43  89  57  14   9  48  83  72  25  80  87  88  84  82  90
  94  86  91  98  92  96  93  95  97 102 115 100  99  -1]
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<p>Age value cannot be less than 0. I will remove all records with such values. I have also concerns with age values greater than 100 although they happen sometimes ( see: <a href="https://en.wikipedia.org/wiki/Oldest_people">https://en.wikipedia.org/wiki/Oldest_people</a> ). I will remove all records with age greater than 110 as they are unlikely to happen in such small dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Before change&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Patients with `Age` less than -1 -&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">age</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Patients with `Age` equal to 0 -&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">age</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Patients with `Age` greater than 110 -&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">age</span> <span class="o">&gt;</span> <span class="mi">110</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>

<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[(</span><span class="n">df</span><span class="o">.</span><span class="n">age</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">age</span> <span class="o">&lt;=</span> <span class="mi">110</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">value_counts</span><span class="p">()</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;After change&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Patients with `Age` less than -1 -&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">age</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Patients with `Age` equal to 0 -&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">age</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Patients with `Age` greater than 110 -&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">age</span> <span class="o">&gt;</span> <span class="mi">110</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
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<pre>Before change
Patients with `Age` less than -1 -&gt; 1
Patients with `Age` equal to 0 -&gt; 3539
Patients with `Age` greater than 110 -&gt; 5
After change
Patients with `Age` less than -1 -&gt; 0
Patients with `Age` equal to 0 -&gt; 3539
Patients with `Age` greater than 110 -&gt; 0
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s see a boxplot showing what is age values distribution (already seen above in a histogram and basic descriptive statistics table)</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">16</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">_</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">age</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s see how many there are patients of each age</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">16</span><span class="p">,</span><span class="mi">4</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">age</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;No of appointments by age&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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>
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<p>The above histogram shows a peak for the infants (patients of age 0). For higher age values the distribution starts to be uniform. After the age value of around 60 we see a right-skewed distribution.</p>

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<h4 id="scholarship">scholarship<a class="anchor-link" href="#scholarship">&#182;</a></h4>
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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="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `scholarship` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">scholarship</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
</pre></div>

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<pre>Unique Values in `scholarship` =&gt; [0 1]
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<h4 id="hypertension">hypertension<a class="anchor-link" href="#hypertension">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[23]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `hypertension` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">hypertension</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>Unique Values in `hypertension` =&gt; [1 0]
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<h4 id="diabetes">diabetes<a class="anchor-link" href="#diabetes">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[24]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `diabetes` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">diabetes</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>Unique Values in `diabetes` =&gt; [0 1]
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<h4 id="alcoholism">alcoholism<a class="anchor-link" href="#alcoholism">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[25]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `alcoholism` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">alcoholism</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>Unique Values in `alcoholism` =&gt; [0 1]
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<h4 id="handicap">handicap<a class="anchor-link" href="#handicap">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[26]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `handicap` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">handicap</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>Unique Values in `handicap` =&gt; [0 1 2 3 4]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The handicap column contains 4 numeric values (classes), which is unusual comparing to other cathegorical variables in the dataset</span>
<span class="n">df</span><span class="o">.</span><span class="n">handicap</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>0    108284
1      2038
2       183
3        13
4         3
Name: handicap, dtype: int64</pre>
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<p>There are too many values other than 0 or 1 to consider them as typos, so there most likely is a meaning for different kinds of hendicapness. This should be confirmed by an SME and as such will not be changed for now.</p>

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<h4 id="sms_received">sms_received<a class="anchor-link" href="#sms_received">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `sms_received` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">sms_received</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>Unique Values in `sms_received` =&gt; [0 1]
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<h4 id="awaiting_time_days">awaiting_time_days<a class="anchor-link" href="#awaiting_time_days">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `awaiting_time_days` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">awaiting_time_days</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>Unique Values in `awaiting_time_days` =&gt; [  0   2   3   1   4   9  29  10  23  11  18  17  14  28  24  21  15  16
  22  43  30  31  42  32  56  45  46  39  37  38  44  50  60  52  53  65
  67  91  66  84  78  87 115 109  63  70  72  57  58  51  59  41  49  73
  64  20  33  34   6  35  36  12  13  40  47   8   5   7  25  26  48  27
  19  61  55  62 176  54  77  69  83  76  89  81 103  79  68  75  85 112
  -1  80  86  98  94 142 155 162 169 104 133 125  96  88  90 151 126 127
 111 119  74  71  82 108 110 102 122 101 105  92  97  93 107  95  -6 139
 132 179 117 146 123]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Awaiting time cannot be less than 0. I am assuming that a visit cannot happen before it is scheduled.</span>
<span class="c1"># Let&#39;s see how many such values exist</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Before change: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[(</span><span class="n">df</span><span class="o">.</span><span class="n">awaiting_time_days</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">)]</span><span class="o">.</span><span class="n">awaiting_time_days</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()))</span>

<span class="c1"># I will remove all records with such values.</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[(</span><span class="n">df</span><span class="o">.</span><span class="n">awaiting_time_days</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">)]</span>

<span class="c1">#Check if any awaiting time days values below 0 left in the dataset</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;After change: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[(</span><span class="n">df</span><span class="o">.</span><span class="n">awaiting_time_days</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">)]</span><span class="o">.</span><span class="n">awaiting_time_days</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()))</span>
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<pre>Before change: -1    4
-6    1
Name: awaiting_time_days, dtype: int64
After change: Series([], Name: awaiting_time_days, dtype: int64)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s see how many there are patients of each age</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">16</span><span class="p">,</span><span class="mi">4</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">awaiting_time_days</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;No of patients by awaiting time in days&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Return number of patients with awaiting_time_days == 0</span>
<span class="n">awaiting0</span> <span class="o">=</span> <span class="n">df</span><span class="p">[(</span><span class="n">df</span><span class="o">.</span><span class="n">awaiting_time_days</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)]</span><span class="o">.</span><span class="n">awaiting_time_days</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">awaiting0</span>
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<pre>0    38561
Name: awaiting_time_days, dtype: int64</pre>
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<p>It is worth to notice that almost 40k patients scheduled their visit for the same day.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">awaiting0_not_showed_up</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;awaiting_time_days  == 0 and no_show == &quot;Yes&quot;&#39;</span><span class="p">))</span>
<span class="n">awaiting0_not_showed_up_ratio</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">awaiting0_not_showed_up</span><span class="o">/</span><span class="n">awaiting0</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="mi">100</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Out of all patients scheduling an appointment for the same day (in total </span><span class="si">{}</span><span class="s1">), </span><span class="si">{}</span><span class="s1"> of patients did not show up (</span><span class="si">{}</span><span class="s1">%).&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">awaiting0</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> 
                                                                                                                                   <span class="n">awaiting0_not_showed_up</span><span class="p">,</span> 
                                                                                                                                   <span class="n">awaiting0_not_showed_up_ratio</span><span class="p">))</span>
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<pre>Out of all patients scheduling an appointment for the same day (in total 38561), 1792 of patients did not show up (5%).
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># It seems that most of the visits happened within 3 months from being scheduled</span>
<span class="n">sns</span><span class="o">.</span><span class="n">stripplot</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">y</span> <span class="o">=</span> <span class="s1">&#39;awaiting_time_days&#39;</span><span class="p">,</span> <span class="n">jitter</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">200</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>
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
"
>
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<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
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<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="scheduled_day">scheduled_day<a class="anchor-link" href="#scheduled_day">&#182;</a></h4>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[35]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Scheduling visits started on: </span><span class="si">{}</span><span class="s1">.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;scheduled_day&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Scheduling visits ended on: </span><span class="si">{}</span><span class="s1">.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;scheduled_day&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()))</span>

<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;scheduled_day&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;scheduled_day&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">();</span>
</pre></div>

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<pre>Scheduling visits started on: 2015-11-10 00:00:00.
Scheduling visits ended on: 2016-06-08 00:00:00.
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<p>The distribution of appointments scheduled is left skewed. Most of the schedules were made between April and June of 2016.</p>

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<h4 id="appointment_day">appointment_day<a class="anchor-link" href="#appointment_day">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[36]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Visit appointments started on: </span><span class="si">{}</span><span class="s1">.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;appointment_day&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Visit appointments ended on: </span><span class="si">{}</span><span class="s1">.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;appointment_day&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()))</span>

<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;scheduled_day&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;frequency&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;appointment_day&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">grid</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">);</span>
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<pre>Visit appointments started on: 2016-04-29 00:00:00.
Visit appointments ended on: 2016-06-08 00:00:00.
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<h4 id="appointment_dow">appointment_dow<a class="anchor-link" href="#appointment_dow">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[37]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print Unique Values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unique Values in `appointment_dow` =&gt; </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">appointment_dow</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>Unique Values in `appointment_dow` =&gt; [&#39;Friday&#39; &#39;Wednesday&#39; &#39;Tuesday&#39; &#39;Thursday&#39; &#39;Monday&#39; &#39;Saturday&#39;]
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<h4 id="appointment_id">appointment_id<a class="anchor-link" href="#appointment_id">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[38]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Are the appointments ids unique?</span>
<span class="c1"># If yes, then num_unique_apps will be equal to number of all records in our dataset</span>
<span class="n">num_unique_apps</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">appointment_id</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>
<span class="n">all_dataset_rec_number</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1"> == </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">num_unique_apps</span><span class="p">,</span> <span class="n">all_dataset_rec_number</span><span class="p">))</span>
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<pre>110516 == 110516
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<h2 id="Questions">Questions<a class="anchor-link" href="#Questions">&#182;</a></h2><p>Based on dataset analysis, I will focus on putting more light on answers to the following questions:</p>
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<li>How many percent of patients missed their scheduled appointment?</li>
<li>What is the gender distribution for show / no-show patients?</li>
<li>Are there patients with more than one appointment? If yes, what are the top 10 patients with most appointments?</li>
<li>What factors are important to know in order to predict if a patient will show up for their scheduled appointment?</li>
<li>What is age distribution of diabetes who showed and did not show up?</li>
<li>How activities done by an appointment scheduling office (sending SMS, participation in scholarship) influence show / no-show ratio?</li>
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<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2>
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<h3 id="1.-How-many-percent-of-patients-missed-their-scheduled-appointment?">1. How many percent of patients missed their scheduled appointment?<a class="anchor-link" href="#1.-How-many-percent-of-patients-missed-their-scheduled-appointment?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">all_appointments</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">missed_appointments</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;no_show == </span><span class="se">\&#39;</span><span class="s1">Yes</span><span class="se">\&#39;</span><span class="s1">&#39;</span><span class="p">))</span>
<span class="n">missed_ratio</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">missed_appointments</span><span class="o">/</span><span class="n">all_appointments</span><span class="o">*</span><span class="mi">100</span><span class="p">))</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">no_show</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">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Show / No-Show Patients&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}% o</span><span class="s1">f appointments were missed.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">missed_ratio</span><span class="p">))</span>
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<pre>20% of appointments were missed.
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<h3 id="2.-What-is-the-gender-distribution-for-show-/-no-show-patients?">2. What is the gender distribution for show / no-show patients?<a class="anchor-link" href="#2.-What-is-the-gender-distribution-for-show-/-no-show-patients?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">all_appointments_by_f</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</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;gender&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;F&quot;</span><span class="p">])</span>
<span class="n">all_appointments_by_m</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</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;gender&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;M&quot;</span><span class="p">])</span>

<span class="n">missed_appointments_by_f</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;no_show == &quot;Yes&quot; and gender == &quot;F&quot;&#39;</span><span class="p">))</span>
<span class="n">missed_appointments_by_m</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</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;gender&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;M&quot;</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;no_show&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;Yes&quot;</span><span class="p">)])</span>

<span class="n">missed_ratio_f</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">missed_appointments_by_f</span><span class="o">/</span><span class="n">all_appointments_by_f</span><span class="o">*</span><span class="mi">100</span><span class="p">))</span>
<span class="n">missed_ratio_m</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">missed_appointments_by_m</span><span class="o">/</span><span class="n">all_appointments_by_m</span><span class="o">*</span><span class="mi">100</span><span class="p">))</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">gender</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">no_show</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">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Show / No-Show for Females and Males&quot;</span><span class="p">)</span>
<span class="n">x_ticks_labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Female&#39;</span><span class="p">,</span> <span class="s1">&#39;Male&#39;</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Out of </span><span class="si">{}</span><span class="s1"> appointments made by females, </span><span class="si">{}</span><span class="s1"> were missed with the ratio of </span><span class="si">{}</span><span class="s1">%.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">all_appointments_by_f</span><span class="p">,</span> <span class="n">missed_appointments_by_f</span><span class="p">,</span> <span class="n">missed_ratio_f</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Out of </span><span class="si">{}</span><span class="s1"> appointments made by males, </span><span class="si">{}</span><span class="s1"> were missed with the ratio of </span><span class="si">{}</span><span class="s1">%.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">all_appointments_by_m</span><span class="p">,</span> <span class="n">missed_appointments_by_m</span><span class="p">,</span> <span class="n">missed_ratio_m</span><span class="p">))</span>
</pre></div>

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<pre>Out of 71831 appointments made by females, 14588 were missed with the ratio of 20%.
Out of 38685 appointments made by males, 7723 were missed with the ratio of 20%.
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<h3 id="3.-Are-there-patients-with-more-than-one-appointment?-If-yes,-what-are-the-top-10-patients-with-most-appointments?">3. Are there patients with more than one appointment? If yes, what are the top 10 patients with most appointments?<a class="anchor-link" href="#3.-Are-there-patients-with-more-than-one-appointment?-If-yes,-what-are-the-top-10-patients-with-most-appointments?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">patient_id</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<pre>822145925426128    88
99637671331        84
26886125921145     70
33534783483176     65
258424392677       62
75797461494159     62
871374938638855    62
6264198675331      62
66844879846766     57
872278549442       55
Name: patient_id, dtype: int64</pre>
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<p>There are patients with multiple appointments. The number of appointments of top 10 patients range from 88 to 55. Taking into consideration, that the time range of visits appointed spans over 1.5 months, an appointment is most likely each examination or each specialist visit. So within one patient visit in a hospital, there could be multiple appointments scheduled. One of the no-show reasons could be the fact, that patients could be too tired to take part in all examinations during a particular visit, or the open hours were not sufficient to show up in all appointments. There could be also other reasons. The high number of appointments over so short period of time should be consulted with an SME to decide if performing (or not) additional analysis in this area makes sense.</p>

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<h3 id="4.-What-factors-are-important-to-know-in-order-to-predict-if-a-patient-will-show-up-for-their-scheduled-appointment?">4. What factors are important to know in order to predict if a patient will show up for their scheduled appointment?<a class="anchor-link" href="#4.-What-factors-are-important-to-know-in-order-to-predict-if-a-patient-will-show-up-for-their-scheduled-appointment?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># First, let&#39;s look at categorical variables</span>
<span class="n">categorical_vars</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;gender&#39;</span><span class="p">,</span> <span class="s1">&#39;scholarship&#39;</span><span class="p">,</span> <span class="s1">&#39;hypertension&#39;</span><span class="p">,</span> <span class="s1">&#39;diabetes&#39;</span><span class="p">,</span> <span class="s1">&#39;alcoholism&#39;</span><span class="p">,</span> <span class="s1">&#39;handicap&#39;</span><span class="p">,</span> <span class="s1">&#39;sms_received&#39;</span><span class="p">,</span> <span class="s1">&#39;appointment_dow&#39;</span><span class="p">]</span>

<span class="n">fig</span> <span class="o">=</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">16</span><span class="p">,</span> <span class="mi">11</span><span class="p">))</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">var</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">categorical_vars</span><span class="p">):</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">var</span><span class="p">,</span> <span class="s1">&#39;no_show&#39;</span><span class="p">])[</span><span class="n">var</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">unstack</span><span class="p">(</span><span class="s1">&#39;no_show&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p>For all categorical variables the distributions of show / no-show for different categories look very similar. There is no clear indication of any of these variables having bigger then others impact on show / no-show characteristics. The charts confirm about 20% no-show rate for most categories.</p>

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<div class="prompt input_prompt">In&nbsp;[43]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Two useful masks to be used in further analysis</span>
<span class="n">showed</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">no_show</span> <span class="o">==</span> <span class="s1">&#39;No&#39;</span>
<span class="n">not_showed</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">no_show</span> <span class="o">==</span> <span class="s1">&#39;Yes&#39;</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s now look closer to numerical variables</span>
<span class="c1"># Age:</span>
<span class="n">df</span><span class="o">.</span><span class="n">age</span><span class="p">[</span><span class="n">showed</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">20</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">not_showed</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">20</span><span class="p">);</span>
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<p>Infants show up most often then people around 50-55. But between 1-65 years old, the rate of no-shows seems to be higher than 20%.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Number of days between the date of scheduling an appointment and the appointment itself</span>
<span class="n">df</span><span class="o">.</span><span class="n">awaiting_time_days</span><span class="p">[</span><span class="n">showed</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">20</span><span class="p">);</span>
<span class="n">df</span><span class="o">.</span><span class="n">awaiting_time_days</span><span class="p">[</span><span class="n">not_showed</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">20</span><span class="p">);</span>
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<p>The shorten awaiting period the more patients show up. Patiens scheduling appointments for the same day are much more likely to show up (ca. 17% of not showing up only).</p>

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<h3 id="5.-What-is-age-distribution-of-diabetes-who-showed-and-did-not-show-up?">5. What is age distribution of diabetes who showed and did not show up?<a class="anchor-link" href="#5.-What-is-age-distribution-of-diabetes-who-showed-and-did-not-show-up?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># This is a helper column representing no_shows in a numerical form (Yes-&gt;1, No-&gt;0)</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;no_show_numeric&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;no_show&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;Yes&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[[</span><span class="s1">&#39;diabetes&#39;</span><span class="p">,</span> <span class="s1">&#39;no_show_numeric&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;diabetes&#39;</span><span class="p">],</span> <span class="n">as_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;no_show_numeric&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<p>In general, 18% of diabetes did not show up, which is about 2% lower from the general average of not showing up. It seems that diabetes are more careful about their health and take medial appointments more seriously then non diabetes.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">grid</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">col</span><span class="o">=</span><span class="s1">&#39;no_show_numeric&#39;</span><span class="p">,</span> <span class="n">row</span><span class="o">=</span><span class="s1">&#39;diabetes&#39;</span><span class="p">,</span> <span class="n">height</span><span class="o">=</span><span class="mf">4.4</span><span class="p">,</span> <span class="n">aspect</span><span class="o">=</span><span class="mf">1.6</span><span class="p">)</span>
<span class="n">grid</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">,</span> <span class="s1">&#39;age&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=.</span><span class="mi">5</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">grid</span><span class="o">.</span><span class="n">add_legend</span><span class="p">();</span>
</pre></div>

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<p>The diabetes distribution shape is symetrical. The mean of this distribution is about 60. To calculate it more precisely, as well as its standard deviation a statistical method should be used.</p>

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<h3 id="6.-How-activities-done-by-an-appointment-scheduling-office-(sending-SMS)-influence-show-/-no-show-ratio?">6. How activities done by an appointment scheduling office (sending SMS) influence show / no-show ratio?<a class="anchor-link" href="#6.-How-activities-done-by-an-appointment-scheduling-office-(sending-SMS)-influence-show-/-no-show-ratio?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The Pointplot uses bootstraping method to estimate of a mean and a std error</span>
<span class="c1"># Appointments related to patients with diabetes and receiving SMS:</span>
<span class="n">grid</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">row</span><span class="o">=</span><span class="s1">&#39;sms_received&#39;</span><span class="p">,</span> <span class="n">height</span><span class="o">=</span><span class="mf">4.4</span><span class="p">,</span> <span class="n">aspect</span><span class="o">=</span><span class="mf">1.6</span><span class="p">)</span>
<span class="n">grid</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">pointplot</span><span class="p">,</span> <span class="s1">&#39;diabetes&#39;</span><span class="p">,</span> <span class="s1">&#39;no_show_numeric&#39;</span><span class="p">,</span> <span class="s1">&#39;gender&#39;</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="s1">&#39;deep&#39;</span><span class="p">,</span> <span class="n">dodge</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">grid</span><span class="o">.</span><span class="n">add_legend</span><span class="p">();</span>
</pre></div>

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2bXANcATJ8+fYByREREpFgUcnfMh7O+TgObCKZW8tkKTMt6PRXY1ruRmZ0HXA8scff2rONjgd8A/4+7P5nrDdz9NuA2gLq6uoFCkYiIiBSJQtaEfOIgrr8WmGNmM4A3gcuAK7IbmNmpwK3AUndvyDpeDtwN/Njdf3UQ7y0iIiJFrJDpmInAp4Fjs/u5+9X99XH3tJldBzxIcIvu7e6+zsyWAfXuvgJYDtQCvzIzgM3hBmj/A1gMHG5mHw8v+XF3f2bw356IiIgUK3Mf3AyGma0GngD+RLBvBwDuflc0pRWurq7O6+vr4y5DREQkKrnWWo5YhawJqXb3/yuySkRERGRUKeQW3V+b2QWRVSIiIiKjSiEh5O8IgkhruGvqvoF2TBURERHpz0HvmNqbmZ3g7usOvSQREREZDQ56x9QcfjKE1xIREZESN5QhpKRW7IqIiEi0hjKEaLdSERERGbShDCEiIiIigzaUIaRjCK8lIiIiJW7QIcTMfmJmnzazubnOu/tZQ1eWiIiIlLpCRkJ+CEwG/tXMXjOzu8zs7yKqS0REREpcIfuE/M7MVgJnAO8BPgOcAHw3otpERESkhBXyFN1HgRpgDcGD7M5w94aoChMREZHSVsh0zHMEi09PBE4GTjSzqkiqEhERkZJXyHTM/wQws1rgEwRrRI4CKqIpTUREREpZIdMx1wHnAKcDbwC3E0zLiIiIiBRs0CEEqAL+GfiTu6cjqkdERERGiUKmY5ab2buAz5gZwBPu/mxklYmIiEhJK2Szsr8F/hOYFH781Mw+F1VhIiIiUtoKmY75FHCmuzcDmNk/Edyu+69RFCYiIiKlrZBbdA3IZL3OhMdEREREClbISMgPgT+Y2d3h64uBHwx9SSIiIjIaFLIw9Z/DbdvPJhgB+YS7Px1ZZSIiIlLSChkJAXgG2N7dz8ymu/vmIa9KRERESl4hm5V9Dvgq8DYH1oM4wRbuIiIiIgUpZGHq3wHHu/sJ7n6yu5/k7gMGEDNbamYvm9kGM/tSjvOfN7MXzew5M3vUzI7JOvcxM3s1/PhYAbWKiIhIkSskhGwBGgu5uJklgVuA84H5wOVmNr9Xs6eBujDQ3Al8M+w7gWDk5UxgAfBVMzuskPcXERGR4jXgdIyZfT78ciPwuJn9BmjvPu/u/5yn+wJgg7tvDK91B3AR8GJW/8ey2j8JXBl+/QHgYXffFfZ9GFgK/HygmkVERKT4DWZNyJjw8+bwozz8GIwpBCMo3bYSjGz055PAA3n6Thnk+4qIiEiRGzCEuPvXeh8zswRQ6+57B+ieazMzz9nQ7EqgDlhSSF8zuwa4BmD69OkDlCMiIiLFopBnx/zMzMaaWQ3BdMrLZvbFAbptBaZlvZ4KbMtx7fOA64EL3b29kL7ufpu717l73cSJEwf77YiIiEjMClmYOj8c+bgYuB+YDlw1QJ+1wBwzm2Fm5cBlwIrsBmZ2KnArQQBpyDr1IPB+MzssXJD6/vCYiIiIlIBCNisrM7MyghBys7t3mlnOqZVu7p42s+sIwkMSuN3d15nZMqDe3VcAy4Fa4FdmBrDZ3S90911m9nWCIAOwrHuRqoiIiIx8hYSQW4FNwLPAqnA/j4HWhODu9xOMnGQf+0rW1+fl6Xs7cHsBNYqIiMgIMejpGHe/yd2nuPsF7u4Ed8q8p/u8NhMTERGRQhSyJqQHD6SzDv3dENQjIiIio8RBh5Acct1SKyIiIpLTUIaQvItURURERLJpJERERERiMZQh5PdDeC0REREpcYXsmDrOzP7FzOrDj2+b2bju8+5+XTQlioiISCkqZCTkdoJ9Qf5H+LEX+GEURYmIiEjpK2SzslnufmnW66+Z2TNDXZCIiIiMDoWMhLSa2bu7X5jZ2UDr0JckIiIio0EhIyGfBf4jax3IbkC7pIqIiMhBKSSErAe+CcwCxgONBA+zey6CukRERKTEFRJC7gX2AE8Bb0ZTjoiIiIwWhYSQqe6+NLJKREREZFQpZGHqajM7KbJKREREZFQpZCTk3cDHzex1oJ1gm3Z395MjqUxERERKWiEh5PzIqhAREZFRZ9AhxN3fiLIQERERGV2G8gF2IiIiIoOmECIiIiKxUAgRERGRWCiEiIiISCwUQkRERCQWCiEiIiISC4UQERERiUXkIcTMlprZy2a2wcy+lOP8YjN7yszSZvaRXue+aWbrzGy9md1kZhZ1vSIiIjI8Ig0hZpYEbiHYbXU+cLmZze/VbDPwceBnvfouAs4GTgZOBM4AlkRZr4iIiAyfQrZtPxgLgA3uvhHAzO4ALgJe7G7g7pvCc129+jpQCZQTPKemDHg74npFRERkmEQ9HTMF2JL1emt4bEDuvgZ4DNgefjzo7uuHvEIRERGJRdQhJNcaDh9UR7PZwDxgKkFwea+ZLc7R7hozqzez+h07dhxSsSIiIjJ8og4hW4FpWa+nAtsG2fcS4El3b3L3JuAB4Kzejdz9Nnevc/e6iRMnHnLBIiIiMjyiDiFrgTlmNsPMyoHLgBWD7LsZWGJmKTMrI1iUqukYERGREhFpCHH3NHAd8CBBgPilu68zs2VmdiGAmZ1hZluBjwK3mtm6sPudwGvA88CzwLPufl+U9YqIiMjwMfdBLdEYEerq6ry+vj7uMkRERKJSUvtlRX2LroiIjADbf7aMdGMDqXGTmHzFV+IuR0YJhRApSvqFKDK80o0NdO7aHncZMsoohEhR0i9EEZHSpwfYiYiISCwUQkRERCQWCiFSlNy7ws8xFyIiIpFRCJGi0v72Jrb//B9J7w6eVZje8za7V/0Sz6RjrkxERIaaFqZK0Wh/exPbfnw93tF24KB3sfuJX9CxczOTLvkCZiV1i7yIyKimkRApGrt+99OeASRL8/o1tG1+cZgrEhGRKGkkRIpCpq2Z1o1P523TsOK7VB1zEsmasSRrxpOsGUeyelzW12OxpP5Ji4iMFPqNLUXBO1oHbJPZ+w5Nzz+et02iqjYIJdXjgmDSHVC6A0vteJLVQYhJlFcOUfUiInIwFEKkKCRrDyNZM45Mc2OeVgbkv12mq7WJrtYmOtk64HtaWUXf0ZRcwaVmPImqGsw0eykjy5dvXU3DrhYmTajm69cuirsckT4UQmTY5PuFaIkkY09byu4nfpGzr5VXMu0zN2OJBJnmRjLNe8i0NB74urkx6yN47ZnOvPV4ZzvpPQ2k9zQMXHwiuX8EZf900P7RlnF9XmtaSIpBw64Wtu1sjrsMkX7pN6UMm4F+IY4/+8/p2LmZ5vVrehy38kqOvPR/kRpzGADJmnHA9Lzv5e54R2vOcBKEl6zg0tJIV9sAv6i7MmSadpNp2j2o7zVRWZsVUPKPtlhZpe76EZFRSSFEIre3uYP7nthIw+4WAHbtbeP5DTs5afYRPdpZMsWkS75A2+kv8tavvoG3t5CoGsO0a78bBo/BMzOsoppERTVlEyYP2N7TnWRa9maFk+zA0jvE7IVwM7X+dLU10dXWROc7bw5ca6o8xxRQ9/qVnqMtiapaTQuJSMlQCJFIvdPYypdu+W/eeqdl/7G2jgz/97//nmsuPokPnzOzR3szo+qYE0jVjKOzvYVkVW3BAeRgWKqM1NjDSY09fMC27l10tTb1mgbqObKSfdzTHfmvl+4g3dhAunEQ00KWCKeFcoysVGfdNRS+tlTZYH8EIiLDTiFEIvWDFet6BJBs37v3ec6YfyRHHV4zzFUdGusOAtVjYWL+tu6Od7b1v3alR2BppKutaYALdoXX2QO8MWCticqa/u8U6hFixmHlVZoWEpFhpRAikWlq7WT1c9v6Pe8ON/7oj5w4+wiqK8qoqUpRXVlGdWWKIzsyJIHOdBfvNLZSXVlGZXlyxP2RNDOsvIpEeRVlhx01YHvPdJJp3tvv2pXg9YFpo4GnhZrpamumc1f//x3215oq7zkdlCe4JKpqsURy0D8HEZFcFEIkMnv2tZHpyn9L7cZte9m4bW+f49ePa2VSEhp2t/B3yx4CIJEwqitSVFceCCvVlWXU7P+6+3WK6qqyoG34uaaqbH+fVLJ411RYstBpoeYcIyq5gksj3tme/3rpDtKNO0g37hhEod3TQgPcKRSua9G0kIjkohAikRk/ppJkwgYMIrns6qrt8Rmgq8tpau2kqbUTGHhzs/6UlyWprkwFYSVnmMk6VpWiuqKM6qpUjzBTDKMywbTQGJLVY4BpA7bv6mgLA8teMk05gkvWLc9drYVMC20e8L0TFdUHFtdWjyVVM55EzThSOUZbrKI69p+tiAwPhRCJTG1VGWe/62hWPZ37DhEz+NbfLqamqoyWtk5aWtO0tHfS3Jqmpe1ENrWnaW7t5P1t6eB8+Lk563Vre+FP1+3ozNDRmWHPvvwjA/kkDKrCsNI7vOQMM71eV1cGgWY4R2US5ZUkyo8a5LRQOrxbKPfald6jLXRl8l6vq72FrvYWOndtH/C9LVnWI6AkqseRqh0XfK4ZT6ImDDHV40hWj9G0kMgIphAikfrkhSfy6uY9bH+n7z4c1158EsdNP+yQrp/pctra0zRnhZQeYaW1k5b24POBNkHYaWnt7tdJOlPYaE2XQ3NrJ82tnew4lFGZVKLH1FFNrzBT1SvU9J56qq5MUVWRGvKRA0umSI2ZQGrMhAHbujtdbU09p4Caem8mt3d/mOnvIYX7r5fpJLN3J5m9OwdTKYnqMSRrxpOqGUcix8Zx2RvMJVLlg/wJiMhwUAiRSE0YW8m3/34xv/n96/zi4ZdJZ5zK8iRf/dRZnDjriIEvMIBkwqipKqOm6tDWHHR0ZrLCS89A0yO8ZB/rEXAOclQm3UXHvvZDGpUxo8f6l2AaqeeamOqqvmGmd8ApSx3cqIyZkawaQ7JqDBwxdcD2XZ3tedeuHBh92UtXyz7yb9XvdLXspatlL52DWcpSUd3rVub+N5JLaFpIJHIKIRK5MdXlXPa+43msfgvbdjYzYWzlkASQoVRelqS8LMn4MRUHfY2uLqe1Pd1vmOk9ldQ35ARTUelM/jteenOH5rY0zW2Fh6Bs5alE1pTRgTBT1b0WpqLvOpneYaayPEUikf8Pd6KsgsT4SZSNnzTw99aVyZoWyrPrbfhBV/6fgbe3kG5vIb37rYF/IMlUVkAZILhUj9W0kMhBUAgRGSKJHqMyVQd9nc50JlgX02PKqLAw09qexgtcD9yR7qKjqZ09TYc+KlNVOYippaoUVRV9Q011ZYqyVPAH3RJJUrWHkaodeNrO3elqbxlgE7kDrwd8cnMmTWbfO2T2vTOY7zycFurnFudeoSVRdvBhV6SURB5CzGwp8F0gCXzf3b/R6/xi4DvAycBl7n5n1rnpwPcJlv47cIG7b4q6ZonGpAnVPT5LbmWpJOPHHPqoTFtHuk+Yae098tJPwOlu15k++FGZwazo6E9ZKpEVXHIs6s07tTSBmkmTqB5gVKarsz0MJt37rvRcu5IdZAqaFmLLgN+flVf2WrvS/2hLorIm0mkhT3fS9NIa0k17AMi0tdDV0UaivDKy9xTpFmkIMbMkcAvwPmArsNbMVrj7i1nNNgMfB/4hxyV+DNzg7g+bWS1Q2G9EKSp6lPjwSSQs/IN96KMyuaaMWrvvYsobcNK0tgXrZgodlelMd7FnCEZlqipSWYt+cy30TYXHJlFdOYXqSX1Ha8pSyXBaaB9dLY2k+4y07A2DSiPp8BiZAaaFOtpId7w1uGmhRKrnfiy14/pOE2W97p4WamnrpL0zuGvJ+/kPkG7azVs/X0ZHw4HbrLtaGtl6298z+YqvUDbh6EH+tEUOTtQjIQuADe6+EcDM7gAuAvaHkO6RDTPrETDMbD6QcveHw3YDbFwgIkOtLJVkXG2ScbWHPirTHWb6hJXuMNMW3JLdGt6a3b3ot7tdx0GMynQvKKYx/x05+aSSib7rYCoqqKmaQnXlMUFYOTJrCqoiRXWyk2pvpaKrmfLOZpKdTXS1NNLVHISYrqyHJXa1536swYEfYJrMvl1k9u0aVL2JqjE0eRXbmxN8KF3JvupKmporeegn21m4YC5ltQeeL7Tjvpt7BJBu6cYdvH3XcqZ86p+1OFciFXUImQI9xia3AmcOsu9xwB4z+y9gBvAI8CV377EhgZldA1wDMH16/se7i8jwyx6VOeKQRmW6eqx/yTW11BpDufOYAAAgAElEQVROBe1v1x1qsu5mKnRUJp3porGpg8am/A8iHEhVRS01leOpqpx9YFffSSnGVBjjUu2MTbRRY61UeytV3kxFpoVUZxOpjiasbS/eupeu1n0Db9Xfuo9q9jErSTAJ3m3zM+zYfO+g6+1o2EzbGy9QdexJB/cNiwxC1CEkV4Qe7K+AFHAOcCrBlM0vCKZtftDjYu63AbcB1NXVFb41p4iMCGWpBONqKw5pVMY9uINp/2hLW7rvdFOeqaXuvWcKHZUB9r/vwKMy5eFH38W4ZUk4ojLDERWdTCjvYHxZB+OSbdRaG7W0UNHVQvPudxhjbYxJtFJmhzaD3dHwhkKIRCrqELKVnvtJTwUGfpLWgb5PZ03l3AOcRa8QIiIyWGYHRmUOH3foozI9w0yvsJLjrqXe7Qp9okFnBrY3J9nenAQGWjjqVNDJmERb8BEGk/edfBjHjIf2hjdo37I+7xUSlSPrCdcy8kQdQtYCc8xsBvAmcBlwRQF9DzOzie6+A3gvUB9NmSIigzdUozJtHZleG+AdeHTB/sW/Oaeguo+l6ejsb8t8o51y2rvK2dk1dv/R02ecwulnHoNnOtn8r58Jn/+To3eqjOo5Zxz09ycyGJGGEHdPm9l1wIMEs5O3u/s6M1sG1Lv7CjM7A7ibYOzxw2b2NXc/wd0zZvYPwKMWrIz6E/C9KOsVERkuZkZVRbDt/uHjDv466UzX/hGWLW83sewHT+ZtP39m8IRmS5Zx+PuvpuHufyHXLPmE91xJsqq2z3GRoRT5PiHufj9wf69jX8n6ei3BNE2uvg8T7B8iIiI5pJIJxtaUM7amnKMOr2HxqVP6fWjkwpMmM2XigWBRO/9sEuWV7F71S9q3bwgOJlNM+tB11J54znCUL6Pc8D3CU0REIve5j57CWSf2fVJy3bwj+fvLTu1zvHr26Uy5+p9IjT8SgNS4iQogMmwUQkRESkhlRYrrP3EmN33hXMbWBE8Nnji+iq9+6qxw87rcLBH8OdCuIDKcFEJERErQjKPHURs+Xfpgn5AsEjX9yxQREZFYKISIiIhILBRCREREJBYKISIiIhILhRARERGJhUKIiIiIxEIhRERERGKhECIiIiKxUAgRERGRWCiEiIiISCwUQkRERCQWCiEiIiISC4UQERERiYVCiIiIiMQiFXcBIiISjUkTqnt8Fik2CiEiIiXq69cuirsEkbw0HSMiIiKxUAgRERGRWCiEiIiISCwUQkRERCQWCiEiIiISi8hDiJktNbOXzWyDmX0px/nFZvaUmaXN7CM5zo81szfN7OaoaxUREZHhE2kIMbMkcAtwPjAfuNzM5vdqthn4OPCzfi7zdWBlVDWKiIhIPKIeCVkAbHD3je7eAdwBXJTdwN03uftzQFfvzmZ2OnAk8FDEdYqIiMgwizqETAG2ZL3eGh4bkJklgG8DX4ygLhERyZIaN4myCZNJjZsUdykyikS9Y6rlOOaD7PvXwP3uvsUs12XCNzC7BrgGYPr06QUXKCIiMPmKr8RdgoxCUYeQrcC0rNdTgW2D7LsQOMfM/hqoBcrNrMndeyxudffbgNsA6urqBhtwREREJGZRh5C1wBwzmwG8CVwGXDGYju7+l91fm9nHgbreAURERERGrkjXhLh7GrgOeBBYD/zS3deZ2TIzuxDAzM4ws63AR4FbzWxdlDWJiIhIcTD30pnBqKur8/r6+rjLEBERiUr/iyRHIO2YKiIiIrFQCBEREZFYKISIiIhILBRCREREJBYKISIiIhKLkro7xsx2AG/EXYcclCOAnXEXITKK6P+5kWmnuy+Nu4ihUlIhREYuM6t397q46xAZLfT/nBQDTceIiIhILBRCREREJBYKIVIsbou7AJFRRv/PSey0JkRERERioZEQERERiYVCiIiIiMRCIURERERioRAiIiIisVAIERERkVik4i5AREREorXxhkuPB64B5hJs1/9T4JGZ1991SLfImlkGeD7r0MXuvmnQ/XWLroiISOnaeMOlVwPfo+/sx8+Av5p5/V2Zg722mTW5e+3B9td0jIiISInaeMOlJ5A7gABcAXxueCvqSSFERESkdH2G/H/r/+YQr19lZs+EH3cX2lkhREREpHSdMMD52RtvuLT8EK7f6u6nhB+XFNpZIUREhoyZrR6i6/zIzD4yBNf5rZntMbNfD0VdIiPQOwOcbwI6h6OQXBRCREY5M0sO1bXcfdFQXWuILAeuirsIkRj9bKDzh3qHzKFQCBEpImZWY2a/MbNnzewFM/uL8PgmM/s/ZrbGzOrN7DQze9DMXjOzz4RtJpvZqnBu9gUzOyfP+zSZ2TIz+wOw0MxON7OVZvan8LqTw3azzeyRsJ6nzGxWePyLZrbWzJ4zs69lXzf8/AszuyDr+I/M7FIzS5rZ8qy+14bnzcxuNrMXzew3wKSh+Hm6+6PAvqG4lsgIdS/Q30jgVmDZMNbSh0KISHFZCmxz93e5+4nAb7PObXH3hcATwI+AjwBnceCXyBXAg+5+CvAu4Jk871MDvODuZwJ/AP4V+Ii7nw7cDtwQtvtP4BZ3fxewCNhuZu8H5gALgFOA081sca/r3wF0B6hy4M+A+4FPAo3ufgZwBvBpM5sBXAIcD5wEfDp8rz7C8PNMjo+b8nyvIqPWzOvv6gIuBb4MbAsPtwI/BBbOvP6uNw/l+odyey5oszKRYvM88C0z+yfg1+7+RNa5FVltat19H7DPzNrMbDywFrjdzMqAe9w9XwjJAHeFXx8PnAg8bGYASYKwMQaY4u53A7h7G0AYQt4PPB32ryUIJauyrv8AcJOZVRAEq1Xu3hr2PTlrvce4sO9i4OfungG2mdnvchXt7ssJplhEZJBmXn9XB/CPG2+49AZgDNAy8/q70jGXBSiEiBQVd3/FzE4HLgBuNLOH3L17pKM9/NyV9XX365S7rwpHJD4I/MTMlrv7j/t5q7bwDz6AAevCUZb9zGxsP30NuNHdb83zfbSZ2ePABwhGRH6e1fdz7v5gr/e6ABhwXtrMvgj8ZY5Tq9z9bwfqLzKahWs/9sZdRzZNx4gUETM7Gmhx958C3wJOK6DvMUCDu38P+EEBfV8GJprZwvA6ZWZ2grvvBbaa2cXh8QozqwYeBK42s9rw+BQzy7WG4w7gE8A5YR/Cz58NR2sws+PMrIZgFOWycM3IZOA9uQp19+VZtwNmfyiAiIxAGgkRKS4nAcvNrIvgtrnPFtD3XOCLZtZJcNvdXw2mk7t3hNMjN5nZOILfC98B1hHcWXKrmS0L6/mouz9kZvOANeH0TRNwJdDQ69IPAT8GVrh7R3js+8CxwFMWdN4BXAzcDbyXYKrpFWBlAd93v8zsCYJnZdSa2Vbgk71HYUQkPnp2jIiIiMRC0zEiIiISC03HiJSwcB+Qil6Hr3L353O1F5HS9OEv3Hs8cA3B9ORO4KfAI/d9+6JDmg4xMwd+6u5Xha9TwHbgD+7+oQH7azpGRESkdH34C/deTe4n6f4M+Kv7vn1Rpm+vwQk3KHwVWBTehn8+cCOwdTAhpKRGQpYuXeq//e1vB24oIiIyMlkhjT/8hXtPIHcAgWCDw7UEC9EPxQMEWwPcCVxOcEt+vzs2ZyupNSE7d+6MuwQREZFi8hny/63/myF4jzsIbrGvBE4m2IV5UEoqhIiIiEgPJwxwfvaHv3Bv+aG8gbs/R3Dr/eUEj2cYtJKajhEREZEe3hngfBPBHkCHagXBBovnAocPtpNGQkRERErXzwY6f6h3yIRuB5YVeuedQoiIiEjpuhf4dT/ntnLgKdyHxN23uvt3C+2nECIiIlKi7vv2RV3ApcCXgW3h4Vbgh8DC+7590ZuHcn13r81x7PHB3J4LJbZPSF1dndfX18ddhoiISFQKukU324e/cK8BY4CW+759UXroSjp4WpgqIiIyCoRrP/bGXUc2TceIiIhILBRCREREJBYKISIiIhILrQmRorT9Z8tINzaQGjeJyVd8Je5yREQkAgohUpTSjQ107toedxkiIhIhTceIiIhILBRCREREJBYKISIiIhILrQmRYfPlW1fTsKuFSROq+fq1i+IuR0REYqaREBk2Dbta2LazmYZdLf22Se/bzc6HfkDn7reD1407aVr3BKX0eAEREQloJESKRrpxB2/+x/Vk9r2z/5hnOmm45zuMe3sTh7/3qhirExGRoRb5SIiZLTWzl81sg5l9Kcf5z5vZi2b2nJk9ambHZJ37ppmtM7P1ZnaTmR30g3uk+L3z2E97BJBsjWvuof2t14e5IhERiVKkIcTMksAtwPnAfOByM5vfq9nTQJ27nwzcCXwz7LsIOBs4GTgROANYEmW9Ep+ujlaa16/J26bp+ceHpxgRERkWUY+ELAA2uPtGd+8A7gAuym7g7o+5e/cigSeBqd2ngEqgHKgAyoC3I65XYtLV2gRdmbxtml9ZS8vGZ/BMUTyBWkREDlHUa0KmAFuyXm8FzszT/pPAAwDuvsbMHgO2Awbc7O7re3cws2uAawCmT58+RGXLcEvUjMPKK/GOtn7bpPe8zVs//zqJqjHUHLeAmnkLqTr2JCyppU0iIiNR1L+9c63hyHmbg5ldCdQRTrmY2WxgHgdGRh42s8XuvqrHxdxvA24DqKur0y0UI1QiVc6Yk9/D3voHBmzb1bqPfc8+yr5nHyVRVRsGkkUKJCIiI0zUv7G3AtOyXk8FtvVuZGbnAdcDS9y9PTx8CfCkuzeFbR4AzgJW9e4vpWHCuVfQvm0D7dte7XnCjMPPv5byCUfTvH41zS89SaZ5DxBM4+x79nfse/Z3JCprqT5uAbXzFlI14yQsWRbDdyEiIoMVdQhZC8wxsxnAm8BlwBXZDczsVOBWYKm7N2Sd2gx82sxuJBhRWQJ8J+J6JUJdA+z1kaioZvJVy2h6fiXvPHQ7nu7Ayqs4+qplVBw1E4CqY07g8PdfTdvWl2lev4bml9aQadodXL+tiabnfkfTc78jUVmTFUhOViARESlCFvUmUGZ2AUF4SAK3u/sNZrYMqHf3FWb2CHASwdoPgM3ufmF4Z82/AYsJpnB+6+6fz/dedXV1Xl9fH9n3Igdnw5Y9/Mf9L/LMKzsASCSMK5fO5c/fM4dkIvdd11v+/To6d22nbMJkpn325n6v7d5F+9aXaVq/mub1T5Jp2tWnTRBIzqB27iKqZiqQiMiIVlJbVUQeQoaTQkjxeWXzbv73v/03HZ1dfc69t24a//Py03L2G2wIyRYEkleCQPLSGjL7cgSSimqqj1tAzdyzqJ55CpZSIBGREaWkQohW8Umkbr9vXc4AAvC7+i188OwZHDf9sCF5L7MEldPmUjltLoe/7+O0v/kKTevX0Lx+zf5N0LraW2h6/nGann8cq6imZk5dsKh15rtIpMqHpA4RERkchRCJzO69bazbmHsH1G5PPPPmkIWQbGYJKqfOpXLqXA4/72O0v/kqzetX0/TSk2T27gTA21toemEVTS+swsqrqDnuDGrmLqRq1ikKJCIiw0AhRCLT3NY5YJs3tu/F3YlyR/4gkBxP5dTjmXDex2jftiG4y2b9GtLdgaSjtWcgmVMX7EMy61QFEhGRiCiESGQmHVZNTWWK5rb+dzh9+pUd/M3yx7h4ySzOPW0q5WXJSGsyS1A55TgqpxzHhD/7GO3bXt1/l026MVg46x2tNK17gqZ1T2DllVTPqQsWtc46hURZRaT1iYiMJlqYKpH64X3r+K/HNwyq7fjaCj747hmcv/BYWlb8E+nGBlLjJjH5iq9EXCW4O+3bXzswQtLY0KeNlVdSPft0auctCkZIFEhEZPiV1MJUhRCJVGc6w43/sZa1L/Z87E91ZYqrzp/Hcxt28uQL28n+Z1heluTPzpjGxYtncfTE2mGuOAgkHdtfo+mlNTSvX016T45AUlZJ9ZzTqZm3kOpZpymQiMhwUQgpVgohxcndefbVHdz4H2tpaUsztqacf/tf72VcbfCHe/vOZlaseo2H126mvePAQ+zM4MwTjuLiJbOZP2NCpOtG8tXe8dbGcB+SNaT39H2GopVVUD37dGrmLaJ6tgKJiERKIaRYKYQUt2tvfIRtO5s5+ogabv3f5/U5v6+lgwdWb+LX/72R3fvae5w7bvp4Ll4ym0UnTSaZjPrhz7kFgeR1ml9aTdP6NaR3v9WnTRBITqNm7kKqZ59OorwyhkpFpIQphBQrhZDiNlAI6daZzrDyqTe5Z+UG3nhrX49zkyZUc+E5M3nfgulUV8a30Zi70/H26zSvX0PT+tW5A0mqPAgk3SMk5VUxVCoiJUYhpFgphBS3wYaQbu7O0y/v4O6VG/Zv+d6tpjLF0oXH8qF3z+SI8fH+cQ8Cyabw4Xpr6Ny1vU8bS5VTNetUauctonrO6QokInKwFEKKlUJIcSs0hGR7fVsj96x8jVVPbyWdOfBvNpkwzjl1Cpcsmc3MKeOGuuSCuTsdDW/sv8umc1efh0ZnBZKFVM+uI1GhQCIig6YQUqwUQorboYSQbu80tvLr/36dB9Zsorm152Zo75pzBBcvmc3pcyfFsoi1twOBZA3NL62m851+AsnMU8IREgUSERlQ/L/chpBCiAyboQgh3Vrb0zzyx83cu+o13t7V0uPctCPHDNvmZ4Pl7nTu2LL/4XqdO7f2aWPJMqpmnULNvEXUzKkjUVEdQ6UiUuQUQoqVQkhxG8oQ0i3T5Tz5/HbuXrmBl9/Y3ePc+DEVfOjsGZy/aAZja4pr6/WOHZvDh+ut7j+QzDyFmnkLg0BSWRNDlSJShBRCipVCSHGLIoRkW//6Lu5euaHoNj8bSMeOLcFdNi+tpnPHlr4Nkimqw0BSPecMkgokIqOZQkixUggpblGHkG7bdjaxYtVGHinCzc8G0rFza/C03/Vr6NyxuW+DRIrqme8KAslxCxRIREaf4vvFdQgUQmTYDFcI6TbQ5meXnDubhSfGt/nZQIJAEixq7WjIHUiqZpwc3GVz3AKSVcU3yiMiQ04hpFgphBS34Q4h3YLNz7Zyz8rXcm5+dtE5Mzkv5s3PBtLxzptBIFm/mo6GN/o2SKSomnFScJeNAolIKVMIKVYKIcUtrhDSbTCbn334nJkcPq64b5PteGfb/n1IOho29W2QSFJ17MnBotbjF5CsGjPsNYpIZBRCipVCSHH78q2radjVwqQJ1Xz92kWx1pJv87PFp07hknNnM+Po+Dc/G0jnrm3hXTZr6Hj79b4NEkmqjj0pCCTHnUmyWoFEZIRTCClWCiFSqIE2P7vk3NmcdnxxbH42kM5d2/ff9pszkFiCqhknUTN3UTBCUj12+IsUkUNV/L+MCqAQIkKw+dnDf3yDFas29tn8bPpRY7h48SzOPX0qZani2PxsIJ273wofrreGjrde69vAEgdGSI4/U4FEZORQCClWCiFyqEbq5mf5dO5+i+aXnqR5/Wrat/cXSE6kZm4YSGqKfxpKZBRTCClWCiEylPJtfnbeGdO4aMksjj5iZN2F0rnn7fAumzW0b9/Qt4ElqDzmBGrnLqRm7lkKJCLFRyGkWCmESBQG2vzsknNnM+/Y4tz8LJ/OPQ00vxQGkm2v9m1gCSqnzw/2ITn+LFK144e/SBHpbWT9ohlA5CHEzJYC3wWSwPfd/Ru9zn8e+BSQBnYAV7v7G+G56cD3gWmAAxe4+6b+3kshRKK0t7mDB9a8zq//+3X29Nr87Pjph3HxubOKevOzfDobG2heH07Z9BtI5gWLWueeSar2sOEvUkRAIaSAi5slgVeA9wFbgbXA5e7+Ylab9wB/cPcWM/sscK67/0V47nHgBnd/2MxqgS53b+n9Pt0UQmQ4dG9+dvfK19g8Qjc/yyfduIOm7hGSN1/J0cKonD4/WNQ69ywFEpHhpRAy6IubLQT+X3f/QPj6fwO4+439tD8VuNndzzaz+cBt7v7uwb6fQogMp/2bnz2+gWdeHbmbn+WT3rtz/z4k7W++nKOFhSMkC6mZu5DUGAUSkYgphAz64mYfAZa6+6fC11cBZ7r7df20vxl4y93/0cwuJpim6QBmAI8AX3L3TK8+1wDXAEyfPv30N97IsaW1SMRKZfOzfNJ736H5peC23/atL+VoYVROm0vNvEXBCMmYCcNeo8gooBAy6IubfRT4QK8QssDdP5ej7ZXAdcASd28PA8wPgFOBzcAvgPvd/Qf9vZ9GQiRu+TY/O2XORC4+d9aI2fwsn/Ted2h++Uma16+hbctLBEu2snUHkoXUHH8WqbGHx1GmSCka2b88eimK6RgzOw/4V4IA0hAeOwv4hrufG76+CjjL3f+mv/dTCJFiUWqbn+WT3rdr/z4kuQMJVEw9ntp5i4IpGwWSorT9Z8tINzaQGjeJyVd8Je5ypH8KIYO+uFmKYGHqnwFvEixMvcLd12W1ORW4k2Da5tWs40ngKeA8d99hZj8E6t39lv7eTyFEik0m08WTL7zF3Y9v4OXNPTc/O2xMBR989wzOXziyNj/LZ38geWkNbZvXkzOQTDmemnkLqZ23kNTYI4a/SMlpy79fR+eu7ZRNmMy0z94cdznSP4WQgt7A7ALgOwS36N7u7jeY2TKCQLHCzB4BTgK2h102u/uFYd/3Ad8m+KH/CbjG3Tv6ey+FEClW7s76Tbu4Z+VrJbX5WT7pfbsPTNlsfpHcgeS4IJDMXUhq3MThL1L2UwgZMRRCipVCiIwE23Y2ce/K13hk7RY6Oktn87N80k27aX7pDzS/tDoYIfGuPm0qjp4TLGqddxZl4ybFUOXophAyYpTOLwYUQkRiU8qbn+WTbtpDy8tP0tQ9QtJvIAlu+y0br0AyHBRCRgyFkGKlECIjUWc6w+N/2so9q/pufnbkhGouXDyT9y04hqqKVEwVRifT3EjzS0/S9NIa2t5YlzuQTJ4dBJJ5Cykbf2QMVY4OCiEjhkJIsVIIkZHM3Xnq5Qbuefy1vpufVZWx9KxjRvzmZ/lkmhtpfvkPNL+0htZNL/QTSGaFUzYKJENNIWTEUAgpVgohUiq6Nz9b+dRWMl0H/h9NJY1zTimNzc/yyTQ30vzKH2lev4bWTc/nDCTlR82itnuE5LCjYqiytCiEjBgKIcVKIURKzTuNrdz3xEZ+u2YTzW3pHudKafOzfDIte2l++Y80v7Sa1tf7CSRHzqBm3iJq5y2kbMLkGKoc+RRCRoyS+p9dIURkBGhp6+SRP27m3ic20tBr87NjjhrDxUtmseS00tj8LJ9Myz6aX/nDgRGSrkyfNkEgWRgGkqNjqHJkUggZMRRCipVCiJS6TKaLNS9s557HXxsVm5/lk2ndF4yQrF9D66bncgeSSceGi1oXUX64Akk+CiEjhkJIsVIIkdEi3+ZnFeVJzjtjOhcunllSm5/lk2ndR8sra2laH07ZdKX7tCmfdMz+Ra3lh0+JocriphAyYiiEFCuFEBmNtu1o4t5VuTc/O+vEyVy8ZFbJbX6WT6a1iZZX/kjT+jW0vv5cP4FkOjVzw0ByxNQYqiw+CiEjRkn9j6wQIlIi9jZ38MDq1/n173NvfnbJubM566TJJBMl9Tssr0xbMy2vrKV5/WpaXn8WMn0DSdnE6eFdNotGdSBRCBkxSup/YIUQkRLT0Zlh5VNbuXvla2x5e3RtfpZPV1szza+upXn9Glo2PtNPIJlGbfcIycRpMVQZH4WQEUMhpFgphIgc0L352d2Pb+DZV3f2OFdTVcb5C4/lQ++eUbKbn+UTBJL6MJA8nTuQHDGVmrkLqZ2/iPKJ02OocngphIwYCiHFSiFEJLeNbzZyz8oNrHr6zT6bny0+dSoXL5lV0puf5dPV3hIGktW0vvYMnuns02Z/IJm3iLKJ00pyfY1CyIhRUv/4FEJERhFtfpZfV3sLLa/+KbjL5rWncweSw6dQMzfYqbV80jEl87NSCBkxSuMfXEghRGQU0uZnA+tqb6VlQ31wl81rT+Ppjj5tyiYcfWAfkhEeSBRCRoyR+48sB4UQkVGse/Ozux/fwCub9/Q4d9iYCj707pmcv+hYxlSX/uZn+XR1tPYcIckZSCaHIySLKD/y2KIIJF++dTUNu1qYNKGar1+7KG9bhZARI/5/WENodC2PF5EekskE737XFM4++WhefH0X96zcwB/WvYU77N7Xzk8eWM8vH32F886YzkWLZzH5iJq4S45ForyK2hPeTe0J7w4CyYangtt+Nzy1P5B07trOntX/xZ7V/0XqsKOo7d4Y7cgZsQWShl0tbNvZHMt7iwyGQoiIYGacMPNwTph5eJ/Nz9o7Mvzm969z/+rXOevEyVyyZDbzZkyIu+TYJMr///buPUqr+r73+PvLMNwGwSB4A/ECCOJdB7yDSTWiTbw0tl5iGnOpMdY0PWl6jl05J2n1dDWXJs3N9mhb25omVZtWgkpivEQ0isooiEFEARFGjeAN5CIw8D1/PA/6MAwwD84zm5l5v9aaxey9f78938flyMe9f/u7+zNw/CkMHH8Kmze8w9qFT7Dm2ZmlQLKx1J+l5c3ftgokJ9Ew7mT67FtcIJF2R4YQSVvZf9hAPv+xo7n0rHH8YuaSd5ufZcLMp19h5tOvMPbAD3DB5J7X/Ky1Xn36bR1IFs0uXyF5olUguZ23Hrmd3nvuU3653sn02fcQA4l6PEOIpDYNHtiXi84cywWnj96m+dmCF9/k6zfPYp8hAzhv0ijOmDiyxzU/a61Xn34MLL+9d/PG9axd9GSpD8nzT5Ab3wGg5a1XWTlzKitnTqX3nnvTcNjJDBx3En32G2UgUY/Us/+rIWmn+tTXceYJB3LGxJE88exyps54r/nZq2+s5capT/Pju5/t0c3PWutV35eB405i4LhSIFm3aDar5z/SKpAsfy+QDN6bhsNOpGHcyfTdf7SBRD2GIURSu0QEjYftQ+Nh+2zT/GzNuo389P7nmTpjYY9vftZar/q+NIw7kYZxJ5YDyRxWP/sIa59vIjeUA8nK5ax8dPXcNxcAABwYSURBVBorH51G78HD3u1D0nf/MQYSdWuGEElVO2T4YL506fH84TnjufPX7zU/a9mU3N+0jPublnHMocO4YPJojh07zL9Iy0qB5AQaxp1QCiSL57Bm/kzWPN9EblgHQMvKFax8bBorH5tG70FD3+1DYiBRd2QIkbTLhu7Zn8s/cjh/cMahpeZnDy5i+Zulv0znPLeCOc+tKDc/G83k44b36OZnrfWq70vD2BNoGHsCm1s2sG7RHNY8O5M1z816L5Cseo2Vj93BysfuoG7QUAaOO7EUSIaPIaJXwZ9Aev9qHkIiYgrwPaAO+KfM/Hqr418CPgu0ACuAT2fmixXHBwHzgdsz8+pa1yupegP61XPupFH87ikH88jTrzB1xnvNz1787dt879bZ3Dz9GZufbUev3n1oGDuRhrETS4Fk8VPvBZL1pY62m1a9xsrH72Tl43dSt8de5adsTqLv8EMNJOqyahpCIqIOuB44E2gGZkXEtMx8pmLYbKAxM9dGxOeBbwIXVRy/DphRyzoldYy6ul6cdsxwTj3a5me7qlfvPjQcOoGGQyeQLRtZ+8JTpadsnnuczVsCyduvs+rxO1n1+J3U7THk3Zfr9R1hIFHXUusrIROBhZm5GCAibgHOA94NIZn5q4rxjwKXbdmIiOOBfYBfAI01rlVSB2nd/Gzqg4u4z+ZnVYve9TSMaaRhTCPZspF1L8wtLWpdUBlI3mDVrLtYNeuuciA5sRxIxhZcvbRztQ4hw4FlFdvNwAk7GP8Z4OcAUYrz3wY+AfxOrQqUVFv7DxvIVR87mo+fNY6fz1zCXb9+gbdW2/ysWtG7ngFjjmfAmOPJc8qBZMsVkndKrdlLgWQ6q2ZNp27gEH5n83Ae7r0/7+TBBVcvta3WIaSt/5q0+ca8iLiM0tWOyeVdVwHTM3PZjlaER8QVwBUAI0eOfF/FSqqdwQP7cvGZY/m900fzwJPNTG2j+dm+ew3g3NNsfrYzUVfPgNHHM2D08eSmjax74emKQLIagE2r36CRN2gc9DRv5wBe+8USGg47mX4HjCN6vbdAePPG9aye92ta3n6zNO+dNWxev5ZefQcU8tnUs9T0LboRcRLwl5l5Vnn7LwAy829ajTsD+AEwOTOXl/f9GDgN2AwMBPoAf5+Z12zv5/kWXanr2Lw5eXLB1s3PthjYv54pNj+rWm7ayLolv2HN/EdY89zjbF63epsxdQ17lvqWHHYSvQfvw29vuY6Nr7+09Zg9hrDfpV+jz9ARnVW62q9bXSpsdwiJiAuA+zNzZXl7T+D0zJy6gzm9geco3U55CZgFXJqZ8yrGHAv8FJiSmc9v5zyXU1q8usOnYwwhUte0+KWV3D5jIQ+Vm59t0bsubH62i3JTC9/4xs0csG4Bx/RbRn/WbzuoV2/Y3NLm/PqhIxhxxd+50HX302NDyJzMPKbVvtmZeexO5p0DfJfSI7o3ZeZfR8S1QFNmTouIe4EjgVfKU5Zm5rmtznE5hhCp23vtrXVbNT+rZPOz6n3ub+7l5dfWMGKvfnz74n1KjdEWPMbmdW+3a/5+l36N/gcfVeMqVaVu9S9/NSFkbmYe1Wrf05l5ZE0q2wWGEKl7WPvORu55fCnTKpqfbXHQfoM4b9Iom5+1w5YQsv/QBm74izOA0hWSdS/O462ZU3lnydwdzt/rzE8xeOJHOqNUtV+3CiHVrPxqiojvUOr7kcAXgCdqUpWkHm1Av3rOmzSKj5Sbn93+wEKeX1ZqfrbklVU2P3sfoq43Aw45mojglZ2EkF79BnZSVeqpqgkhXwD+D3ArpST2S+CPa1GUJMG2zc9uf2Ahjz+zbfOzMyeM5Fybn1Wl38jx1A0cwqbVb7R5POr7MuDQCZ1clXqadoeQzFwDbPfJFEmqlcrmZy+tWM3PHlzEfY8vZUPLZtZv2MSdD7/AXTY/q0rU9WboWZ/h1f/+W2jjtvyQD32Cun6GOtXWTkNIRHw3M/80Iu6gjR4frReRSlItDW9H87NxB36A808fzYlH2PxsRxrGnch+l3yVNx+6jXeWzS/trOvN3uf/KQPHnVRsceoR2nMl5EflP/+2loVIUjW2bX62kGWvlvpiPPvim3z932x+1h79Dz6K/gcfxdK//2Na3vwt9YOHGUDUaXb6W5mZT5RfRPdHmXnZzsZLUmfqU1/Hh084kDMmjOTJBcu5/YGFzF1Yan7229fXcuPUp/nJ3c9y9skH8ZFTD2HIoH4FV7x78rFnFaFd/2uQmZsiYlhE9MnMDbUuSpKq1atX0HjYPjQetg+Lmt9i6oOL3m1+tnrdRv7zvue5/YGFTDp2BBecPpqD9htUdMlSj1fN9cklwMMRMQ1Ys2VnZn6no4uSpPdj1Ig9+bNLj+eT54znjocW84tHl7D2nRZaNiX3Ny3j/qZlHHvoMM4/fTTHHmrzM6ko1YSQl8tfvYA9alOOJHWcoXv251MfPZyLzjx0m+Zns59bweznVtj8TCpQNY/o/hVARDSUH9eVpC5hq+Znc1/h9hnbNj/70c9Lzc+mnGTzM6mztDuElN+I+8+U3mg7MiKOBj6XmVfVqjhJ6kh1db047djhnHrMts3P3li1npunz+fWe21+JnWWam7HfBc4C5gGkJlPRcSkmlQlSTW0TfOzGYu4b9bWzc+mP/ICJx5Zan427iCbn0m1UNWD85m5rNUCrk0dW44kda7hwwZy1YVH8/EpWzc/25zwyNxXeGSuzc+kWqkmhCyLiJOBjIg+wJ8A82tTliR1rsrmZ796opmfPdh287PzJo3ijAkj6WfzM+l9q+a36Erge8BwoBlfYCepG+pTX8dZJx7ImRPbbn52w+1P8+Nf2PxM6gjVPB3zGvDxGtYiSbuNbZqfzVjEQ3O2bX42+bgRnD/Z5mfSrqjm6ZiDgS8AB1XO8wV2krq7USP25M8+fjyf/N1tm5/dN2sZ982y+Zm0K6q5HTOV0iO6dwCba1OOJO2+Kpuf/fKxpUx7aBEr2mh+dv7kUUw6dgT1vXsVXLG0e6smhLyTmd+vWSWS1EUM6FfP+ZNH8dFT225+9t1bZnPz9FLzs7NPOoiBNj+T2lRNCPleRHyN0oLU9Vt2ZuaTHV6VJHUBlc3P5i1+nakzFm3T/Oy2e5/jjIkjOW/SKPbdy+ZnUqVqQsiRwCeAD/He7Zgsb0tSjxURHDFqKEeMGrpN87N3Nmzizl+/wPSHbX4mtVZNCLkAOCQzN9SqGEnq6iqbn01/ZAl3PbyYlas3bNP87ILTR3OCzc/Uw1UTQp4C9gSW16gWSeo2Bg/syyUfHsvHPth287O/+bdZ7LdXA+dOOsTmZ+qxqvm3fh/g2YiYxdZrQnxEV5K2o7L52RPPvsrUGYvebX72yutrbH6mHq2aEPK1mlUhSd1cr17BhPH7MmH8vixsfouftdn8bBGTjxvOBZNHc6DNz9QDVNMxdcau/ICImEKp3Xsd8E+Z+fVWx78EfBZoAVYAn87MFyPiGOAfgEGUXpT315l5667UIEm7k9Hl5md/eM547vj1Yu5+t/nZ5nebnx03dm/OnzyKY2x+pm6smo6pb1N6GgagD1APrMnM7cb1iKgDrgfOpPS+mVkRMS0zn6kYNhtozMy1EfF54JvARcBa4A8z8/mI2B94IiLuzsy3qvh8krTbGvaB/nz6o4dzcRvNz55csJwnFyy3+Zm6tWquhOxRuR0R5wMTdzJtIrAwMxeX59wCnAe8G0Iy81cV4x8FLivvf65izMsRsRwYBhhCJHUrlc3PHp77MrfPWMRCm5+pB9jl5diZOTUirtnJsOHAsortZuCEHYz/DPDz1jsjYiKlqy+Lqq1TkrqKurpeTDp2BKcdM9zmZ+oRqrkd83sVm72ARt67PbPdaW3sa3NORFxWPufkVvv3A34EfDIzt3lnTURcAVwBMHLkyJ2UI0m7v8rmZ83L3+ZnDy7m/jaan5105P6cf/ooxh1o8zN1TdVcCfloxfctwBJKt1Z2pBk4oGJ7BPBy60ERcQbwFWByZq6v2D8IuAv435n5aFs/IDNvBG4EaGxs3FkokqQuZcTee/DHFx7NZW00P3t47ss8PPdlDjtoCOdPHvVu87PV6zZy7+NLeX3lOwCsXreR1Ws3eBtHu53IrN3f2xHRG3gO+B3gJWAWcGlmzqsYcyzwU2BKZj5fsb8PpVszd2Tmd9vz8xobG7OpqakDP4Ek7V7Wb9zEA08sY+qMRTQvX73Vsf32amDyccO557EXeX3V+q2ODRnUl/975SkcsM9Wy/vetewfrmbjG69QP2Q/Dvj8D2tWv963bvWoVDW3Y4YBfwQcVDkvMz+9vTmZ2RIRVwN3U3pE96bMnBcR1wJNmTkN+BYwEPjP8mNoS8sN0P4AmATsFRGXl095eWbOaf/Hk6TupW99HWedeBBnTjywzeZnt9zzXJvz3li1nm/cPIsffPmDPvKr3UY1t2N+BjwE3Eupb0e7ZOZ0YHqrfV+t+P6M7cz7d+Dfq6hPknqM1s3Ppj6wiIfmNLN5Bxe3X/zt2zzzwhscfshenVeotAPVhJABmfm/alaJJGmXjB6xJ1++7HjGHDCYf5o2b4djm5e/bQjRbqOazjd3RsQ5NatEkvS+DN+77fUelQY1uDhVu49qQsgXKQWRdRGxKiLejohVtSpMklSdo8cMY8+Bfbd7fI8B9Rw3bp9OrEjasXaHkMzcIzN7ZWb/zBxU3n63ZXtEHF6bEiVJ7VHfuxdXfuwo2lp3GsDnLjiKvvV1bc7tPXhv6ofsR+/Be9e2SKlChz2iGxFPZuZxHXKyXeQjupIETy96jdvueY45z68AoE99L7766RM5+tBhBVemDtCtHm3qyLchdat/MJLUVR05aijXXXky+w8ttXUfOri/AUS7pY4MIXYrlSRJ7eZ7oSVJUiE6MoRs6MBzSZKkbq7dISQifhQRfxQR49o6npkndlxZkiSpu6vmSsi/APsBP4iIRRHxXxHxxRrVJUmSurl2t23PzPsjYgYwAfggcCVwOPC9GtUmSZK6sWreonsf0ADMpPQiuwmZubxWhUmSpO6tmtsxcyktPj0COAo4IiL616QqSZLU7VVzO+Z/AETEQOBTlNaI7Ats/0UFkiRJ21HN7ZirgdOA44EXgZso3ZaRJEmqWrtDCNAf+A7wRGa21KgeSZLUQ1RzO+ZbEXE0cGWUXtH4UGY+VbPKJElSt1ZNs7I/AX4M7F3++veI+EKtCpMkSd1bNbdjPguckJlrACLiG5Qe1/1BLQqTJEndWzWP6AawqWJ7U3mfJElS1aq5EvIvwGMRcXt5+3zgnzu+JEmS1BNUszD1O+W27adQugLyqcycXbPKJElSt1bNlRCAOcArW+ZFxMjMXNrhVUmSpG6vmmZlXwC+BrzKe+tBklILd0mSpKpUszD1i8DYzDw8M4/KzCMzc6cBJCKmRMSCiFgYEde0cfxLEfFMRMyNiPsi4sCKY5+MiOfLX5+solZJkrSbqyaELANWVnPyiKgDrgfOBsYDl0TE+FbDZgON5UDzU+Cb5blDKF15OQGYCHwtIj5Qzc+XJEm7r53ejomIL5W/XQw8EBF3Aeu3HM/M7+xg+kRgYWYuLp/rFuA84JmK+b+qGP8ocFn5+7OAezLzjfLce4ApwH/srGZJkrT7a8+akD3Kfy4tf/Upf7XHcEpXULZopnRlY3s+A/x8B3OHt54QEVcAVwCMHDmynWVJkqSi7TSEZOZftd4XEb2AgZm5aifT22pmlm0OjLgMaAQmVzM3M28EbgRobGxs89ySJGn3U827Y34SEYMiooHS7ZQFEfHnO5nWDBxQsT0CeLmNc58BfAU4NzPXVzNXkiR1TdUsTB1fvvJxPjAdGAl8YidzZgFjIuLgiOgDXAxMqxwQEccCN1AKIMsrDt0NfDgiPlBekPrh8j5JktQNVNOsrD4i6imFkB9m5saI2OHtj8xsiYirKYWHOuCmzJwXEdcCTZk5DfgWMBD4z4gAWJqZ52bmGxFxHaUgA3DtlkWqkiSp66smhNwALAGeAh4s9/PY2ZoQMnM6pSsnlfu+WvH9GTuYexNwUxU1SpKkLqLdt2My8/uZOTwzz8nMpPSkzAe3HLeZmCRJqkY1a0K2kiUtFbu+2AH1SJKkHmKXQ0gb2nqkVpIkqU0dGULs0SFJktrNKyGSJKkQHRlCHu7Ac0mSpG6umo6pgyPi7yKiqfz17YgYvOV4Zl5dmxIlSVJ3VM2VkJso9QX5g/LXKuBfalGUJEnq/qppVjYqMz9Wsf1XETGnowuSJEk9QzVXQtZFxKlbNiLiFGBdx5ckSZJ6gmquhHwe+LeKdSBvAnZJlSRJu6SaEDIf+CYwCtgTWEnpZXZza1CXJEnq5qoJIT8D3gKeBF6qTTmSJKmnqCaEjMjMKTWrRJIk9SjVLEx9JCKOrFklkiSpR6nmSsipwOUR8QKwnlKb9szMo2pSmSTpfdl7yICt/pR2N9WEkLNrVoUkqcNd97mTiy5B2qF2h5DMfLGWhUiSpJ6lI19gJ0mS1G6GEEmSVAhDiCRJKoQhRJIkFcIQIkmSCmEIkSRJhTCESJKkQtQ8hETElIhYEBELI+KaNo5PiognI6IlIi5sdeybETEvIuZHxPcjImpdryRJ6hw1DSERUQdcT6nb6njgkogY32rYUuBy4Cet5p4MnAIcBRwBTAAm17JeSZLUeapp274rJgILM3MxQETcApwHPLNlQGYuKR/b3GpuAv2APpTeU1MPvFrjeiVJUiep9e2Y4cCyiu3m8r6dysyZwK+AV8pfd2fm/NbjIuKKiGiKiKYVK1Z0QMmSJKkz1DqEtLWGI9s1MWI0cBgwglJw+VBETNrmZJk3ZmZjZjYOGzbsfRUrSZI6T61DSDNwQMX2CODlds69AHg0M1dn5mrg58CJHVyfJEkqSK1DyCxgTEQcHBF9gIuBae2cuxSYHBG9I6Ke0qLUbW7HSJKkrqmmISQzW4CrgbspBYjbMnNeRFwbEecCRMSEiGgGfh+4ISLmlaf/FFgEPA08BTyVmXfUsl5JktR5IrNdSzS6hMbGxmxqaiq6DEmSaqVb9cuyY6okSSqEIUSSJBXCECJJkgphCJEkSYUwhEiSpEIYQiRJUiEMIZIkqRCGEEmSVAhDiCRJKoQhRJIkFcIQIkmSCmEIkSRJhTCESJKkQhhCJElSIQwhkiSpEIYQSZJUCEOIJEkqhCFEkiQVwhAiSZIKYQiRJEmFMIRIkqRCGEIkSVIhDCGSJKkQhhBJklSImoeQiJgSEQsiYmFEXNPG8UkR8WREtETEha2OjYyIX0bE/Ih4JiIOqnW9kiSpc9Q0hEREHXA9cDYwHrgkIsa3GrYUuBz4SRunuBn4VmYeBkwElteuWkmS1Jl61/j8E4GFmbkYICJuAc4DntkyIDOXlI9trpxYDiu9M/Oe8rjVNa5VkiR1olrfjhkOLKvYbi7va49Dgbci4r8jYnZEfKt8ZUWSJHUDtQ4h0ca+bOfc3sBpwJeBCcAhlG7bbP0DIq6IiKaIaFqxYsWu1ilJkjpZrUNIM3BAxfYI4OUq5s7OzMWZ2QJMBY5rPSgzb8zMxsxsHDZs2PsuWJIkdY5ah5BZwJiIODgi+gAXA9OqmPuBiNiSLD5ExVoSSZLUtdU0hJSvYFwN3A3MB27LzHkRcW1EnAsQERMiohn4feCGiJhXnruJ0q2Y+yLiaUq3dv6xlvVKkqTOE5ntXaKx+2tsbMympqaiy5AkqVbaWmvZZdkxVZIkFcIQIkmSCmEIkSRJhTCESJKkQhhCJElSIQwhkiSpEIYQSZJUCEOIJEkqhCFEkiQVwhAiSZIKYQiRJEmFMIRIkqRCGEIkSVIhDCGSJKkQhhBJklQIQ4gkSSqEIUSSJBXCECJJkgphCJEkSYUwhEiSpEIYQiRJUiEMIZIkqRCGEEmSVAhDiCRJKoQhRJIkFaLmISQipkTEgohYGBHXtHF8UkQ8GREtEXFhG8cHRcRLEfHDWtcqSZI6T01DSETUAdcDZwPjgUsiYnyrYUuBy4GfbOc01wEzalWjJEkqRq2vhEwEFmbm4szcANwCnFc5IDOXZOZcYHPryRFxPLAP8Msa1ylJkjpZrUPIcGBZxXZzed9ORUQv4NvAn9egLkmSVLBah5BoY1+2c+5VwPTMXLajQRFxRUQ0RUTTihUrqi5QkiQVo3eNz98MHFCxPQJ4uZ1zTwJOi4irgIFAn4hYnZlbLW7NzBuBGwEaGxvbG3AkSVLBah1CZgFjIuJg4CXgYuDS9kzMzI9v+T4iLgcaWwcQSZLUddX0dkxmtgBXA3cD84HbMnNeRFwbEecCRMSEiGgGfh+4ISLm1bImSZK0e4jM7nMHo7GxMZuamoouQ5KkWmlrrWWXZcdUSZJUCEOIJEkqhCFEkiQVwhAiSZIKYQiRJEmF6FZPx0TECuDFouvQLhkKvFZ0EVIP4u9c1/RaZk4puoiO0q1CiLquiGjKzMai65B6Cn/ntDvwdowkSSqEIUSSJBXCEKLdxY1FFyD1MP7OqXCuCZEkSYXwSogkSSqEIUSFiogpEbEgIhZGxDVF1yN1ZxFxU0Qsj4jfFF2LBIYQFSgi6oDrgbOB8cAlETG+2Kqkbu1fgW7TY0JdnyFERZoILMzMxZm5AbgFOK/gmqRuKzMfBN4oug5pC0OIijQcWFax3VzeJ0nqAQwhKlK0sc/HtSSphzCEqEjNwAEV2yOAlwuqRZLUyQwhKtIsYExEHBwRfYCLgWkF1yRJ6iSGEBUmM1uAq4G7gfnAbZk5r9iqpO4rIv4DmAmMjYjmiPhM0TWpZ7NjqiRJKoRXQiRJUiEMIZIkqRCGEEmSVAhDiCRJKoQhRJIkFaJ30QVIKkZE/CWwGhgEPJiZ9+5g7APAlzOzqZ3nPgbYPzOnd0CpkropQ4jUw2XmV2tw2mOARsAQImm7vB0j9SAR8ZWIWBAR9wJjy/v+NSIuLH//1YiYFRG/iYgbI6Ly/T6XRcQj5WMTy+MbIuKm8pzZEXFeufvttcBFETEnIi5qa1x5/uER8Xh53NyIGNO5/0QkFckQIvUQEXE8pdb4xwK/B0xoY9gPM3NCZh4B9Ac+UnGsITNPBq4Cbirv+wpwf2ZOAD4IfAuoB74K3JqZx2TmrW2Ni4gG4Erge5m55cpJc4d+aEm7NW/HSD3HacDtmbkWICLaek/PByPifwIDgCHAPOCO8rH/AMjMByNiUETsCXwYODcivlwe0w8Y2cZ5tzduJvCViBgB/HdmPv9+P6SkrsMQIvUs231PQ0T0A/4eaMzMZeWFq/12MDeBAD6WmQtaneuE1qdvaxwwPyIeA34XuDsiPpuZ97f700jq0rwdI/UcDwIXRET/iNgD+Gir41sCx2sRMRC4sNXxiwAi4lRgZWaupPTywS9sWTsSEceWx74N7FExt81xEXEIsDgzv0/pDcpHvf+PKamrMIRIPURmPgncCswB/gt4qNXxt4B/BJ4GpgKzWp3izYh4BPh/wJa3r15HaQ3I3Ij4TXkb4FfA+C0LU3cw7iLgNxExBxgH3NxBH1dSF+BbdCVJUiG8EiJJkgphCJEkSYUwhEiSpEIYQiRJUiEMIZIkqRCGEEmSVAhDiCRJKoQhRJIkFeL/A2ie0knQQg+WAAAAAElFTkSuQmCC
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<p>It is tempting (and counter intuitive at the same time) to say that patients with diabetes showed up less frequently if they got SMS messages. Unfortunately the standard error for diabetes is too high, lowering our confidence in the result showed in the diagram above.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Appointments related to patients with hypertension and receiving SMS:</span>
<span class="n">grid</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">row</span><span class="o">=</span><span class="s1">&#39;sms_received&#39;</span><span class="p">,</span> <span class="n">height</span><span class="o">=</span><span class="mf">4.4</span><span class="p">,</span> <span class="n">aspect</span><span class="o">=</span><span class="mf">1.6</span><span class="p">)</span>
<span class="n">grid</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">pointplot</span><span class="p">,</span> <span class="s1">&#39;hypertension&#39;</span><span class="p">,</span> <span class="s1">&#39;no_show_numeric&#39;</span><span class="p">,</span> <span class="s1">&#39;gender&#39;</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="s1">&#39;deep&#39;</span><span class="p">,</span> <span class="n">dodge</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p>Among appointments done by patients with hypertension, it seems that sending SMS results in a greater ratio of no-shows (22-24% comparing to 16%). Another surprising insight tell us that men's no-show ratio is lower than women's. Normally, I would say otherwise. In both cases (when SMS is sent or not), no-show ratio of patients with diagnosed hypertension is lower than the ones without hypertension.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Appointments related to patients with diabetes and participation in scholarship:</span>
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<span class="n">grid</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">pointplot</span><span class="p">,</span> <span class="s1">&#39;diabetes&#39;</span><span class="p">,</span> <span class="s1">&#39;no_show_numeric&#39;</span><span class="p">,</span> <span class="s1">&#39;gender&#39;</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="s1">&#39;deep&#39;</span><span class="p">,</span> <span class="n">dodge</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Appointments related to patients with hypertension and participation in scholarship:</span>
<span class="n">grid</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">row</span><span class="o">=</span><span class="s1">&#39;scholarship&#39;</span><span class="p">,</span> <span class="n">height</span><span class="o">=</span><span class="mf">4.4</span><span class="p">,</span> <span class="n">aspect</span><span class="o">=</span><span class="mf">1.6</span><span class="p">)</span>
<span class="n">grid</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">pointplot</span><span class="p">,</span> <span class="s1">&#39;hypertension&#39;</span><span class="p">,</span> <span class="s1">&#39;no_show_numeric&#39;</span><span class="p">,</span> <span class="s1">&#39;gender&#39;</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="s1">&#39;deep&#39;</span><span class="p">,</span> <span class="n">dodge</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">grid</span><span class="o">.</span><span class="n">add_legend</span><span class="p">();</span>
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<p>Regarding scholarship, the result cannot be interpreted because of too high standard error span.</p>

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<p><a id='conclusions'></a></p>
<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2>
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<p>I have looked into the dataset and managed a few problems like unifying names, removing wrong data, adding new features based on existing data. I have also investigated most of independent variables in the dataset and made a few observations comparing them to each other as well as to the dependent one (no_show). As this was only an exploratory analysis, many potential correlations may remain uncovered. The data should be investigated further with more advanced statistical analysis to potentially reveal new insights and correlations.</p>
<p>The most important findings are:</p>
<ul>
<li>Scheduling visits started on 2015-11-10 and ended on 2016-06-08.</li>
<li><p>Visit appointments started on 2016-04-29 and ended on 2016-06-08.</p>
</li>
<li><p>The distribution of appointments among days of week (Monday-Friday) is almost equal with a little bit less visits on Thursday and Friday. There are 24 visits on Saturday and none on Sunday.</p>
</li>
<li>10 days on average patients awaited for an appointment. 50% of patients waited up to 4 days and 75% up to 15 days for an appointment. The longest awaiting time was 179 days.</li>
<li>Almost 40k patients scheduled their visit for the same day.</li>
<li><p>Out of all patients scheduling an appointment for the same day (in total 38561), 1792 of patients did not show up (5%).</p>
</li>
<li><p>There are many very young people in the dataset (most of them of age 0) but in general the patients age is distributed evenly and the number of patients goes drastricly down for patients older than 60 years.</p>
</li>
<li><p>The patients are 37 years on average. 25% of patients are below 18 and most of them are below 55.</p>
</li>
<li><p>Most of the patients are not alcoholics.</p>
</li>
<li>Most of the patients are not diabetes but more than alcoholics.</li>
<li>There are for handicap categories with most of the people not being handicapted.</li>
<li><p>Most patients do not have hypertension diagnosed.</p>
</li>
<li><p>On average, 20% of appointments were missed.</p>
</li>
<li>Out of 71831 appointments made by females, 14588 were missed with the ratio of 20%.</li>
<li><p>Out of 38685 appointments made by males, 7723 were missed with the ratio of 20%.</p>
</li>
<li><p>There are patients with multiple appoinpments. The number appointments of top 10 patients range from 88 to 55. Taking into consideration, that the time range of visits appointed spans over 3 months, an appointment is most likely each examination or each specialist visit. So within one patient visit in a hospital, there could be multiple appointments scheduled. One of the no-show reasons could be the fact, that patients could be too tired to take part in all examinations during a particular visit, or the open hours were not sufficient to show up in all appointments. There could be also other reasons. The high number of appointments over so short period of time should be consulted with an SME to perform (or not) additional analysis in this area.</p>
</li>
<li><p>For all categorical variables the distributions of show / no-show for different categories look very similar. There is no clear indication of any of these variables having bigger then others impact on show / no-show characteristics. The charts confirm about 20% no-show rate for most categories.</p>
</li>
<li><p>The shorten awaiting period the more patients show up. Patiens scheduling appointments for the same day are much more likely to show up (ca. 17% of not showing up only).</p>
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