investigate-a-dataset.html

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

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

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

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

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

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

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<link rel="stylesheet" href="custom.css">

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<body>
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    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Investigate-a-Dataset-(Medical-Appointment-No-Shows)">Investigate a Dataset (Medical Appointment No Shows)<a class="anchor-link" href="#Investigate-a-Dataset-(Medical-Appointment-No-Shows)">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
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<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="#eda">Exploratory Data Analysis</a></li>
<li><a href="#conclusions">Conclusions</a></li>
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<h2 id="Introduction-">Introduction <a id="intro" /><a class="anchor-link" href="#Introduction-">&#182;</a></h2><p>In this project, I will analyze <a href='https://www.kaggle.com/joniarroba/noshowappointments' target="_blank">Medical Appointment No Shows Dataset</a> and communicate my findings about it using Python libraries NumPy, pandas, Matplotlib, and seaborn. The dataset collects information from 110k medical appointments in Brazil and is focused on the question of whether or not patients show up for their appointment.</p>

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<h3 id="Data-Dictionary">Data Dictionary<a class="anchor-link" href="#Data-Dictionary">&#182;</a></h3><p>110,527 medical appointments, 14 associated variables (characteristics). <br>
The most important one if the patient show-up or no-show for the appointment. <br><br>
<em>PatientId:</em> Identification of a patient.</p>
<p><em>AppointmentID:</em> Identification of each appointment.</p>
<p><em>Gender:</em> Male (M) or Female (F).</p>
<p><em>ScheduledDay:</em> The day someone called or registered the appointment, this is before appointment of course.</p>
<p><em>AppointmentDay:</em> The day of the actuall appointment, when they have to visit the doctor.</p>
<p><em>Age:</em> How old is the patient.</p>
<p><em>Neighbourhood:</em> Where the appointment takes place.</p>
<p><em>Scholarship:</em> True (1) of False (0). <br> 
Observation, this is a broad topic, consider reading this article <a href='https://en.wikipedia.org/wiki/Bolsa_Fam%C3%ADlia' target="_blank">here</a>.</p>
<p><em>Hipertension:</em> True (1) or False (0).</p>
<p><em>Diabetes:</em> True (1) or False (0).</p>
<p><em>Alcoholism:</em> True (1) or False (0).</p>
<p><em>Handcap:</em> The handcap refers to the number of desabilites a person has. For example, if the person is blind and can't walk the total is 2, 
<a href='https://www.kaggle.com/joniarroba/noshowappointments/discussion/29699' target="_blank">here</a>.</p>
<p><em>SMS_received:</em> 1 or more messages sent to the patient.</p>
<p><em>No-show:</em> Yes or No.</p>

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<h3 id="I-will-answer-the-following-questions:">I will answer the following questions:<a class="anchor-link" href="#I-will-answer-the-following-questions:">&#182;</a></h3><ul>
<li>Highest five neighbourhoods in terms of the number of no-show appointments?</li>
<li>Can the gender be considered as a factor to predict if a patient will show up for their scheduled appointment?</li>
<li>Can the age be considered as a factor to predict if a patient will show up for their scheduled appointment?</li>
<li>Can having a scholarship be considered as a factor to predict if a patient will show up for their scheduled appointment?</li>
<li>Can the day of the week that the appointment on be considered as a factor to predict if a patient will show up for their scheduled appointment?</li>
<li>Can the waiting period between scheduled day and appointment day be considered as a factor to predict if a patient will show up for their scheduled appointment?</li>
<li>What are the percentages of missed appointments for each special condition (alcoholism, diabetes ... etc) ?</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import all packages and set plots to be embedded inline</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
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<h2 id="Data-Wrangling-">Data Wrangling <a id="wrangling" /><a class="anchor-link" href="#Data-Wrangling-">&#182;</a></h2><h3 id="General-Properties">General Properties<a class="anchor-link" href="#General-Properties">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># load in the dataset into a pandas 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="s2">&quot;noshowappointments-kagglev2-may-2016.csv&quot;</span><span class="p">)</span>
<span class="c1"># the first 5 rows </span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>PatientId</th>
      <th>AppointmentID</th>
      <th>Gender</th>
      <th>ScheduledDay</th>
      <th>AppointmentDay</th>
      <th>Age</th>
      <th>Neighbourhood</th>
      <th>Scholarship</th>
      <th>Hipertension</th>
      <th>Diabetes</th>
      <th>Alcoholism</th>
      <th>Handcap</th>
      <th>SMS_received</th>
      <th>No-show</th>
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      <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>
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      <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>
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<p>We can see that:</p>
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<li><em>ScheduledDay</em> has a time part, while <em>AppointmentDay</em> time part is not given (00:00:00).</li>
<li>column names are a little bit messy.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># number of samples and columns</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>110,527 samples (rows) and 14 columns.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># columns data types</span>
<span class="n">df</span><span class="o">.</span><span class="n">dtypes</span>
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<pre>PatientId         float64
AppointmentID       int64
Gender             object
ScheduledDay       object
AppointmentDay     object
Age                 int64
Neighbourhood      object
Scholarship         int64
Hipertension        int64
Diabetes            int64
Alcoholism          int64
Handcap             int64
SMS_received        int64
No-show            object
dtype: object</pre>
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<p><em>ScheduledDay</em> and <em>AppointmentDay</em> should be datetime not object (string).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check for missing values</span>
<span class="n">df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>PatientId         0
AppointmentID     0
Gender            0
ScheduledDay      0
AppointmentDay    0
Age               0
Neighbourhood     0
Scholarship       0
Hipertension      0
Diabetes          0
Alcoholism        0
Handcap           0
SMS_received      0
No-show           0
dtype: int64</pre>
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<p>There aren't any missing values in any column.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check for duplicated rows</span>
<span class="n">df</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>0</pre>
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<p>There aren't any duplicated rows.</p>

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<span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
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<pre>PatientId          62299
AppointmentID     110527
Gender                 2
ScheduledDay      103549
AppointmentDay        27
Age                  104
Neighbourhood         81
Scholarship            2
Hipertension           2
Diabetes               2
Alcoholism             2
Handcap                5
SMS_received           2
No-show                2
dtype: int64</pre>
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<ul>
<li>62,299 Patient ids so this means that some patients had more than one appointment, this could lead to a useful analysis which i'm not going to cover in this project.</li>
<li>Only 27 unique appointment days.</li>
<li>81 unique neighbourhoods.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    110527.000000
mean         37.088874
std          23.110205
min          -1.000000
25%          18.000000
50%          37.000000
75%          55.000000
max         115.000000
Name: Age, dtype: float64</pre>
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<p>The average age in this dataset is 37, and the heighest age is 115, while -1 is the minimum age which is an issue that will be fixed later.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;AppointmentDay&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;AppointmentDay&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
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<pre>(&#39;2016-04-29T00:00:00Z&#39;, &#39;2016-06-08T00:00:00Z&#39;)</pre>
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<p>The first appointment in this dataset was on 2016-04-29 and the last appointment was on 2016-06-08, 
so this means these 110,527 appointments were in a period of 40 days only.</p>

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<h3 id="Data-Cleaning">Data Cleaning<a class="anchor-link" href="#Data-Cleaning">&#182;</a></h3>
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<h4 id="Drop-extraneous-columns">Drop extraneous columns<a class="anchor-link" href="#Drop-extraneous-columns">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;PatientId&#39;</span><span class="p">,</span> <span class="s1">&#39;AppointmentID&#39;</span><span class="p">,</span> <span class="s1">&#39;SMS_received&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(110527, 11)</pre>
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<h4 id="Rename-columns">Rename columns<a class="anchor-link" href="#Rename-columns">&#182;</a></h4>
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    <span class="sd">&quot;&quot;&quot;modifies a given string&quot;&quot;&quot;</span>
    <span class="k">if</span> <span class="s1">&#39;Day&#39;</span> <span class="ow">in</span> <span class="n">col</span><span class="p">:</span>  <span class="c1"># ScheduledDay, AppointmentDay</span>
        <span class="n">col</span> <span class="o">=</span> <span class="p">(</span><span class="n">col</span><span class="p">[:</span><span class="o">-</span><span class="mi">3</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39;_&#39;</span> <span class="o">+</span> <span class="n">col</span><span class="p">[</span><span class="o">-</span><span class="mi">3</span><span class="p">:])</span>  <span class="c1"># split the name and put _ </span>
    <span class="n">col</span> <span class="o">=</span> <span class="n">col</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;-&#39;</span><span class="p">,</span><span class="s1">&#39;_&#39;</span><span class="p">)</span> <span class="c1"># for example: No-show -&gt; no_show</span>
    <span class="k">return</span> <span class="n">col</span>
    
<span class="n">df</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">mod_string</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="nb">list</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
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<pre>[&#39;gender&#39;,
 &#39;scheduled_day&#39;,
 &#39;appointment_day&#39;,
 &#39;age&#39;,
 &#39;neighbourhood&#39;,
 &#39;scholarship&#39;,
 &#39;hipertension&#39;,
 &#39;diabetes&#39;,
 &#39;alcoholism&#39;,
 &#39;handcap&#39;,
 &#39;no_show&#39;]</pre>
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<h4 id="Fix-data-types">Fix data types<a class="anchor-link" href="#Fix-data-types">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># convert string to datetime and keep only the date</span>
<span class="n">columns</span> <span class="o">=</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="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">:</span>
    <span class="n">df</span><span class="p">[</span><span class="n">column</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">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="n">column</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="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">dtypes</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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<pre>gender                     object
scheduled_day      datetime64[ns]
appointment_day    datetime64[ns]
age                         int64
neighbourhood              object
scholarship                 int64
hipertension                int64
diabetes                    int64
alcoholism                  int64
handcap                     int64
no_show                    object
dtype: object
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>age</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hipertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handcap</th>
      <th>no_show</th>
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      <th>0</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</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>No</td>
    </tr>
    <tr>
      <th>1</th>
      <td>M</td>
      <td>2016-04-29</td>
      <td>2016-04-29</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>No</td>
    </tr>
    <tr>
      <th>2</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</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>No</td>
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<p>Time was removed because the time in <em>appointment_day</em> column was not given as mentioned before.</p>

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<h4 id="handle-incorrect-data">handle incorrect data<a class="anchor-link" href="#handle-incorrect-data">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># find negative values in age</span>
<span class="n">negative_age</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;age &lt; 0&#39;</span><span class="p">)</span>
<span class="n">negative_age</span>
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      <th></th>
      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>age</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hipertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handcap</th>
      <th>no_show</th>
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      <th>99832</th>
      <td>F</td>
      <td>2016-06-06</td>
      <td>2016-06-06</td>
      <td>-1</td>
      <td>ROMÃO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
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<p>Negative age is not possible, so apparently this is a human error.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># drop the row with a negative age</span>
<span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">negative_age</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="c1"># check again</span>
<span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;age &lt; 0&#39;</span><span class="p">)</span>
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      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>age</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hipertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handcap</th>
      <th>no_show</th>
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<p>Row was dropped successfully.</p>

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<h4 id="Change-columns-values">Change columns values<a class="anchor-link" href="#Change-columns-values">&#182;</a></h4>
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<h5 id="no_show-column">no_show column<a class="anchor-link" href="#no_show-column">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check value counts in no_show column</span>
<span class="n">df</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>No     88207
Yes    22319
Name: no_show, dtype: int64</pre>
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<p>We have 2 values (No, Yes) I will change them to (0, 1).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># if the value Yes then change it to 1, otherwise 0</span>
<span class="n">df</span><span class="o">.</span><span class="n">no_show</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="o">.</span><span class="n">no_show</span> <span class="o">==</span> <span class="s2">&quot;Yes&quot;</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
<span class="c1"># confirm</span>
<span class="n">df</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>0    88207
1    22319
Name: no_show, dtype: int64</pre>
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<h5 id="handcap-column">handcap column<a class="anchor-link" href="#handcap-column">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check value counts in handcap column</span>
<span class="n">df</span><span class="o">.</span><span class="n">handcap</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>0    108285
1      2042
2       183
3        13
4         3
Name: handcap, dtype: int64</pre>
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<p>Most patients weren't handicapped, 2042 with 1 handicap, 183 with 2 handicaps and so on. In my analysis I don't need to know how many handicaps a patient had, I just need to know if he was handicapped or not, so I will change these values to (0,1) only (0 not handicapped, 1 handicapped).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># if the value is greater than 1 change it to 1, otherwise keep it</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;handcap&#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;handcap&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;handcap&#39;</span><span class="p">])</span>
<span class="c1"># confirm</span>
<span class="n">df</span><span class="o">.</span><span class="n">handcap</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>0    108285
1      2241
Name: handcap, dtype: int64</pre>
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<h2 id="Exploratory-Data-Analysis-">Exploratory Data Analysis <a id="eda" /><a class="anchor-link" href="#Exploratory-Data-Analysis-">&#182;</a></h2>
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<h5 id="no_show-column">no_show column<a class="anchor-link" href="#no_show-column">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot a bar chart</span>
<span class="n">base_color</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;no_show&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Show Status&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;Show Up&#39;</span><span class="p">,</span> <span class="s1">&#39;No Show&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Stauts&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Patients&#39;</span><span class="p">);</span>
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<div class="prompt input_prompt">In&nbsp;[20]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot a pie chart</span>
<span class="n">sorted_counts</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="n">value_counts</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">(</span><span class="n">sorted_counts</span><span class="p">,</span> <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Show Up&#39;</span><span class="p">,</span> <span class="s1">&#39;No Show&#39;</span><span class="p">],</span> <span class="n">startangle</span> <span class="o">=</span> <span class="mi">90</span><span class="p">,</span>
        <span class="n">counterclock</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">autopct</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%1.1f%%</span><span class="s1">&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;square&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Show Status&#39;</span><span class="p">);</span>
</pre></div>

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<p>Most patients showed up for their appointments (79.8%).</p>

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<h5 id="gender-column">gender column<a class="anchor-link" href="#gender-column">&#182;</a></h5>
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot a bar chart</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;gender&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Gender&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</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">xlabel</span><span class="p">(</span><span class="s1">&#39;Gender&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Patients&#39;</span><span class="p">);</span>
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<p>Most patients were females.</p>

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<h5 id="age-column">age column<a class="anchor-link" href="#age-column">&#182;</a></h5>
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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"># plot a histogram </span>
<span class="n">bin_edges</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;age&#39;</span><span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="n">bin_edges</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Age&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Distribution of Patients Age&#39;</span><span class="p">);</span>
</pre></div>

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>
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<p>Most patients were young.</p>

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<h5 id="scholarship-column">scholarship column<a class="anchor-link" href="#scholarship-column">&#182;</a></h5>
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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"># plot a bar chart</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;scholarship&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Scholarship Status&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;No Scholarship&#39;</span><span class="p">,</span> <span class="s1">&#39;Scholarship&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Status&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Patients&#39;</span><span class="p">);</span>
</pre></div>

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<p>Most patients didn't have a scholarship.</p>

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<h5 id="alcoholism,-diabetes,-handcap,-and-hipertension-columns">alcoholism, diabetes, handcap, and hipertension columns<a class="anchor-link" href="#alcoholism,-diabetes,-handcap,-and-hipertension-columns">&#182;</a></h5>
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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="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">14</span><span class="p">,</span> <span class="mi">10</span><span class="p">])</span> <span class="c1"># larger figure size for subplots</span>

<span class="c1"># alcoholism column</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="c1"># 2 rows, 2 cols, subplot 1</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;alcoholism&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Alcoholism Status&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;Not an Alcoholic&#39;</span><span class="p">,</span> <span class="s1">&#39;Alcoholic&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Patients&#39;</span><span class="p">);</span>

<span class="c1"># diabetes column</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span> <span class="c1"># 2 row, 2 cols, subplot 2</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;diabetes&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Diabetes Status&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;Not Diabetic&#39;</span><span class="p">,</span> <span class="s1">&#39;Diabetic&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">);</span>

<span class="c1"># hipertension column</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="c1"># 2 rows, 2 cols, subplot 3</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;hipertension&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Hypertension Status&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;Not Hypertensive&#39;</span><span class="p">,</span> <span class="s1">&#39;Hypertensive&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Status&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Patients&#39;</span><span class="p">);</span>

<span class="c1"># handcap column</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span> <span class="c1"># 2 row, 2 cols, subplot 4</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;handcap&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Handicap Status&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;Not Handicapped&#39;</span><span class="p">,</span> <span class="s1">&#39;Handicapped&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Status&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">);</span>
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<p>Most patients didn't suffer from alcoholism, diabetes, hypertension, or any handicap.</p>

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<h3 id="New-Useful-Columns">New Useful Columns<a class="anchor-link" href="#New-Useful-Columns">&#182;</a></h3>
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<h4 id="days_between-(between-scheduled_day-and-appointment_day)">days_between (between scheduled_day and appointment_day)<a class="anchor-link" href="#days_between-(between-scheduled_day-and-appointment_day)">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># calculate days between scheduled_day and appointment_day</span>
<span class="n">days_between</span> <span class="o">=</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">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">days</span>
<span class="c1"># insert a new column (days_between) before column 3</span>
<span class="n">df</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="s1">&#39;days_between&#39;</span><span class="p">,</span> <span class="n">days_between</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>days_between</th>
      <th>age</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hipertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handcap</th>
      <th>no_show</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>0</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>
    </tr>
    <tr>
      <th>1</th>
      <td>M</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>0</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>
    </tr>
    <tr>
      <th>2</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>0</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>
    </tr>
    <tr>
      <th>3</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>0</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>
    </tr>
    <tr>
      <th>4</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>0</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>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># make sure there are no negative values</span>
<span class="n">negative_days</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;days_between &lt; 0&#39;</span><span class="p">)</span>
<span class="n">negative_days</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>days_between</th>
      <th>age</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hipertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handcap</th>
      <th>no_show</th>
    </tr>
  </thead>
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    <tr>
      <th>27033</th>
      <td>M</td>
      <td>2016-05-10</td>
      <td>2016-05-09</td>
      <td>-1</td>
      <td>38</td>
      <td>RESISTÊNCIA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>55226</th>
      <td>F</td>
      <td>2016-05-18</td>
      <td>2016-05-17</td>
      <td>-1</td>
      <td>19</td>
      <td>SANTO ANTÔNIO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>64175</th>
      <td>F</td>
      <td>2016-05-05</td>
      <td>2016-05-04</td>
      <td>-1</td>
      <td>22</td>
      <td>CONSOLAÇÃO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>71533</th>
      <td>F</td>
      <td>2016-05-11</td>
      <td>2016-05-05</td>
      <td>-6</td>
      <td>81</td>
      <td>SANTO ANTÔNIO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>72362</th>
      <td>M</td>
      <td>2016-05-04</td>
      <td>2016-05-03</td>
      <td>-1</td>
      <td>7</td>
      <td>TABUAZEIRO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
  </tbody>
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<p>Since it's not right to have a scheduled_day after appointment_day these rows will be droped.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># drop the rows with negative days</span>
<span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">negative_days</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="c1"># check again</span>
<span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;days_between &lt; 0&#39;</span><span class="p">)</span>
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      <th></th>
      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>days_between</th>
      <th>age</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hipertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handcap</th>
      <th>no_show</th>
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<p>Rows were dropped successfully.</p>

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<h4 id="waiting-period-(classify-days_between-to-4-groups)">waiting period (classify days_between to 4 groups)<a class="anchor-link" href="#waiting-period-(classify-days_between-to-4-groups)">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># view the min, 25%, 50%, 75%, max days_between values</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;days_between&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    110521.000000
mean         10.184345
std          15.255153
min           0.000000
25%           0.000000
50%           4.000000
75%          15.000000
max         179.000000
Name: days_between, dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># bin edges that will be used to &quot;cut&quot; the data into groups</span>
<span class="n">bin_edges</span> <span class="o">=</span> <span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="mi">179</span><span class="p">]</span>
<span class="c1"># labels for the four waiting period groups</span>
<span class="n">bin_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;0 days&#39;</span><span class="p">,</span><span class="s1">&#39;1-4 days&#39;</span><span class="p">,</span><span class="s1">&#39;5-15 days&#39;</span><span class="p">,</span><span class="s1">&#39;16 days and above&#39;</span><span class="p">]</span>
<span class="n">waiting_period</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">cut</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;days_between&#39;</span><span class="p">],</span> <span class="n">bin_edges</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">bin_names</span><span class="p">)</span>
<span class="c1"># insert a new column (waiting_period) before column 4</span>
<span class="n">df</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="s1">&#39;waiting_period&#39;</span><span class="p">,</span> <span class="n">waiting_period</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>days_between</th>
      <th>waiting_period</th>
      <th>age</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hipertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handcap</th>
      <th>no_show</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>0</td>
      <td>0 days</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>
    </tr>
    <tr>
      <th>1</th>
      <td>M</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>0</td>
      <td>0 days</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>
    </tr>
    <tr>
      <th>2</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>0</td>
      <td>0 days</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>
    </tr>
    <tr>
      <th>3</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>0</td>
      <td>0 days</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>
    </tr>
    <tr>
      <th>4</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>0</td>
      <td>0 days</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>
    </tr>
  </tbody>
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<p>I won't need <em>days_between</em> or <em>scheduled_day</em> columns anymore so I will drop them later.</p>

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<h4 id="week_day-(day-of-the-oppointment)">week_day (day of the oppointment)<a class="anchor-link" href="#week_day-(day-of-the-oppointment)">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># find which day of the week the appointment was on</span>
<span class="n">week_day</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">appointment_day</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">weekday</span> 
<span class="c1"># insert a new column (week_day) before column 3</span>
<span class="n">df</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="s1">&#39;week_day&#39;</span><span class="p">,</span> <span class="n">week_day</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>week_day</th>
      <th>days_between</th>
      <th>waiting_period</th>
      <th>age</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hipertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handcap</th>
      <th>no_show</th>
    </tr>
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      <th>0</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>4</td>
      <td>0</td>
      <td>0 days</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>
    </tr>
    <tr>
      <th>1</th>
      <td>M</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>4</td>
      <td>0</td>
      <td>0 days</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>
    </tr>
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      <th>2</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>4</td>
      <td>0</td>
      <td>0 days</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>
    </tr>
    <tr>
      <th>3</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>4</td>
      <td>0</td>
      <td>0 days</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>
    </tr>
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      <th>4</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>4</td>
      <td>0</td>
      <td>0 days</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>
    </tr>
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<p>I won't need <em>appointment_day</em> column anymore so I will drop it later.</p>

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<h4 id="age_group-(classify-age-to-4-groups)">age_group (classify age to 4 groups)<a class="anchor-link" href="#age_group-(classify-age-to-4-groups)">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># view the min, 25%, 50%, 75%, max age values</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    110521.000000
mean         37.089386
std          23.109885
min           0.000000
25%          18.000000
50%          37.000000
75%          55.000000
max         115.000000
Name: age, dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># bin edges that will be used to &quot;cut&quot; the data into groups</span>
<span class="n">bin_edges</span> <span class="o">=</span> <span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">18</span><span class="p">,</span> <span class="mi">37</span><span class="p">,</span> <span class="mi">55</span><span class="p">,</span> <span class="mi">115</span><span class="p">]</span>
<span class="c1"># labels for the four age groups</span>
<span class="n">bin_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;0-18&#39;</span><span class="p">,</span><span class="s1">&#39;19-37&#39;</span><span class="p">,</span><span class="s1">&#39;38-55&#39;</span><span class="p">,</span><span class="s1">&#39;56 and above&#39;</span><span class="p">]</span>
<span class="n">age_group</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">cut</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">],</span> <span class="n">bin_edges</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">bin_names</span><span class="p">)</span>
<span class="c1"># insert a new column (age_group) before column 7</span>
<span class="n">df</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="s1">&#39;age_group&#39;</span><span class="p">,</span> <span class="n">age_group</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
    }

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>gender</th>
      <th>scheduled_day</th>
      <th>appointment_day</th>
      <th>week_day</th>
      <th>days_between</th>
      <th>waiting_period</th>
      <th>age</th>
      <th>age_group</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hipertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handcap</th>
      <th>no_show</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>4</td>
      <td>0</td>
      <td>0 days</td>
      <td>62</td>
      <td>56 and above</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>M</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>4</td>
      <td>0</td>
      <td>0 days</td>
      <td>56</td>
      <td>56 and above</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>4</td>
      <td>0</td>
      <td>0 days</td>
      <td>62</td>
      <td>56 and above</td>
      <td>MATA DA PRAIA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>4</td>
      <td>0</td>
      <td>0 days</td>
      <td>8</td>
      <td>0-18</td>
      <td>PONTAL DE CAMBURI</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>F</td>
      <td>2016-04-29</td>
      <td>2016-04-29</td>
      <td>4</td>
      <td>0</td>
      <td>0 days</td>
      <td>56</td>
      <td>56 and above</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
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<p>I won't need <em>age</em> column anymore so I will drop it.</p>

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<h4 id="Drop-columns-that-are-no-longer-needed">Drop columns that are no longer needed<a class="anchor-link" href="#Drop-columns-that-are-no-longer-needed">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;scheduled_day&#39;</span><span class="p">,</span> <span class="s1">&#39;appointment_day&#39;</span><span class="p">,</span> <span class="s1">&#39;days_between&#39;</span><span class="p">,</span> <span class="s1">&#39;age&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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        vertical-align: top;
    }

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        text-align: right;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>gender</th>
      <th>week_day</th>
      <th>waiting_period</th>
      <th>age_group</th>
      <th>neighbourhood</th>
      <th>scholarship</th>
      <th>hipertension</th>
      <th>diabetes</th>
      <th>alcoholism</th>
      <th>handcap</th>
      <th>no_show</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>F</td>
      <td>4</td>
      <td>0 days</td>
      <td>56 and above</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>M</td>
      <td>4</td>
      <td>0 days</td>
      <td>56 and above</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>F</td>
      <td>4</td>
      <td>0 days</td>
      <td>56 and above</td>
      <td>MATA DA PRAIA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>F</td>
      <td>4</td>
      <td>0 days</td>
      <td>0-18</td>
      <td>PONTAL DE CAMBURI</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>F</td>
      <td>4</td>
      <td>0 days</td>
      <td>56 and above</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
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<h5 id="age_group-column">age_group column<a class="anchor-link" href="#age_group-column">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot a bar chart</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;age_group&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Age Groups&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Age Group&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Patients&#39;</span><span class="p">);</span>
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<p>Patients age groups were about the same, with the age group (0-18) being slightly higher.</p>

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<h5 id="waiting_period-column">waiting_period column<a class="anchor-link" href="#waiting_period-column">&#182;</a></h5>
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<div class="prompt input_prompt">In&nbsp;[35]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot a bar chart</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;waiting_period&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Waiting Periods&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Waiting Period&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Patients&#39;</span><span class="p">);</span>
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<p>Most patients scheduled their appointments on the same day.</p>

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<h5 id="week_day-column">week_day column<a class="anchor-link" href="#week_day-column">&#182;</a></h5>
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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="n">weekday_counts</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">week_day</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">weekday_labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Mon&#39;</span><span class="p">,</span> <span class="s1">&#39;Tue&#39;</span><span class="p">,</span> <span class="s1">&#39;Wed&#39;</span><span class="p">,</span> <span class="s1">&#39;Thu&#39;</span><span class="p">,</span> <span class="s1">&#39;Fri&#39;</span><span class="p">,</span> <span class="s1">&#39;Sat&#39;</span><span class="p">,</span> <span class="s1">&#39;Sun&#39;</span><span class="p">]</span>

<span class="c1"># plot a line plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">4</span><span class="p">])</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">weekday_counts</span><span class="o">.</span><span class="n">index</span><span class="p">,</span>  <span class="n">y</span> <span class="o">=</span> <span class="n">weekday_counts</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">6</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">weekday_labels</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Paitents Appointments Based on The Day of The Week&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Day of The Week&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Appointments&#39;</span><span class="p">);</span>
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x/Cbf+aw82nDKB7u/SoQxQRqZISBamVRWu38MbslbwxZxWffFuAO/Tq0Iq0lKRKz5q7tU3nznMPjTDi6CUlGf27ZPDy1UftbL+xcmMR73+zlnO+/YiJlx1BTuc2UYcpIlIpc6+b67B7LNisJzAR6AqUAQ+5+1/M7FZgPLAmnPQmd38tnOdnwGVAKXC9u78elp8I/AVIBh5299+E5fsBzwIdgE+Ai9y9uLq48vLyXJ1Cxc/dmbVsI2/MXsUbc1byzarNABzUI5MxA7oyZmAX+nfJwB217K+l2cs3Mu7RaZSWOU9cOpRDsttFHZKINEFmNtPd8/Z6/gQmCt2Abu7+iZllADOBM4Fzgc3u/ocK0w8AngGGAt2Bt4D9w9HfAMcD+cB04Hx3n2NmzwN/c/dnzewB4HN3v7+6uJQo1GxHaRnTFq3fWXOwYuM2kpOMoX06MGZgF44f0IXs9q32mK+p3fVQHxat3cKFD3/Mhq3FTBibx5E5naIOSUSamH1NFBJ26cHdVwArwteFZjYX6FHNLGcAz7r7dmCRmc0nSBoA5rv7QgAzexY4I1zeKOAH4TRPALcC1SYKUrmtxSW8980aXp+9irfnrmLTthJapiZxbG4WPxrTn9EHdKZ967Rql5GUZLrdr5b269Sal646krGPfszFj03nrvMP58SDukYdlojITvXSRsHM+gCHAx8DRwHXmtlYYAbwI3cvIEgipsbMls+uxGJphfIjgI7ABncvqWT6iuu/HLgcoFevXvu+QU3Eus3beXtu0Bjx/Xlr2V5SRrtWqRwfXlI4NjeL9LTkqMNs8rq2bcnzVwznksenc/VTM/nNWYdw7pCeUYclIgLUQ6JgZm2Al4D/cPdNZnY/cBvg4d87gUuByuqoncr7o/Bqpt+z0P0h4CEILj3UdhuakqXrt/J6eElhxuL1lDn0aJfO+UN7ccLArgzp056UZHUBUt/atUrjqR8ewRVPzuQnL33BhqJiLj+2X9RhiYgkNlEws1SCJOEpd/8bgLuvihk/Afhn+DYfiD2NygaWh68rK18LtDOzlLBWIXZ6Cbk7c1ZsChsjrmLuik0AHNA1g2tH5TJmQBcGds9skLcVNjet0lJ4ZNwQ/vP5z/jVa1+xfssOfnpif302IhKphCUKFvx3ewSY6+5/jCnvFrZfAPgu8GX4+lXgaTP7I0FjxlxgGkHNQW54h8My4DzgB+7uZvYOcA7BnQ/jgFcStT2NSUlpGTOWFOy8UyG/oAgzGNK7AzefciDHD+hC746tow5TKpGWksRd5x1O2/RUHnh3ARu2FnPHdw8mWY1CRSQiiaxROAq4CJhlZp+FZTcB55vZYQSXCRYDVwC4++zwLoY5QAlwjbuXApjZtcDrBLdHPurus8Pl/RR41sxuBz4lSEyapW07SnnvmzW8MSdojFiwdQdpKUkck9OJ60blMPrALnRqo4aGjUFyknHHmQfRoVUa97wznw1bd/CX8w+jRYrai4hI/UvY7ZENVVO6PXLD1uKdjRHf+2YtRTtKyWiZwugDOjNmYFeO2z+L1i30TK3G7OH3F3L7v+ZyVE5HHrwojzb6PEWklhrs7ZGSGMs2FPHm7JW8PnsV0xavp7TM6ZrZku/lZTNmQFeO6NuBVDVGbDJ+eExf2rVK46cvfcEFE6by2CVD6VDDbaoiInVJiUID5+58s2ozb8xeyetzVvLlsqAxYk7nNlx5XF/GDOjKwT3a6sFGTdg5g7Npm57KNU9/wrkPTuHJy4bSra36hxCR+qFLDw1QaZnzybcFO5+MuGTdVgAG9WrHmIFdOX5AF/plqW+A5mbqwnWMf2IGmempTLxsqL4DIhKXBvsI54aqoSYK23aU8tGCtbwxexVvzV3F2s3FpCYbR/brFDw2+cAudM5sGXWYErEvlwX9QwA8celQDurRNuKIRKShU6JQSw0pUdhYtIPJX6/mjdmrmPz1arYUl9KmRQoj+mcxZmBXRvbPIqNlatRhSgOzcM1mLnpkGhuLdjBhbB7D+3WMOiQRacCUKNRS1InCyo3beHPuKt6YvZIpC9ZRUuZ0atOC4wd04YSBXRjer6Nug5MardhYxNhHprFk/VbuOf9wxgxU/xAiUjklCrUURaIwf/XmnY9N/nzpBiDoDGjMwC6MGdCVw3u2U2NEqbWCLcVc/Ph0ZuVv4LdnH8L38tQ/hIjsSbdHNkBlZc5n+Rt2Phlx4ZotABya3ZYfn9CfMQO6kNO5jR7NK/ukfes0ng77h/jxi1+wsWgHPzymb9RhiUgTo0ShlsrKnHVbiikuKSUtJZmOrdNISjKKS8qYsnAdb8xeyZtzVrG6cDspScawvh25+Mg+fOfALnRvp1vapG61bpHCIxfn8Z/Pfcbt/5rL+i3F/PgE9Q8hInVHiUItlJU5X68qZPzEGeQXFJHdPp17fzCIN+es5ImPllC4vYRWackct38WJwzsysj+nWnbSo0RJbFapCRz9/mDaJv+JfdNXkDB1h3cfuZB6h9CROqEEoVaWLeleGeSAJBfUMQ1T3/CL08fyOrC7ZwwsCtH5XSiZaoaI0r9Sk4yfvXdg2jfKpX7Ji9gU9EO/vj9Q9UwVkT2mRKFWiguKd2ZJJTLLyjigK4ZjD6wS0RRiQTMjJ+ceADtW6Vxx2tz2bRtBw9cOFj9fYjIPlGnALWQlpJMdvvd2xlkt08nTWdt0oCMP7YvvzvnED6cv5YLHv6Ygi3FUYckIo2YEoVa6Ng6jQlj83YmC9nt05kwNo+O6qRHGphz83py/4WDmbNiE+c+OIWVG7dFHZKINFJ6jkItVXXXg0hD9NGCtVw+cSZt01N58rKh9FX/ECLNzr4+R0E1CrWUlGRkZbSgR/tWZGW0UJIgDdqR/TrxzPhhFO0o5XsPTOHLZRujDklEGhklCiJN3MHZbXnhyuG0TE3m/Iem8vHCdVGHJCKNiBIFkWagX1YbXrhyOJ0zWzD20Wm8NWdV1CGJSCOhREGkmejeLp0XrjySA7pmcMVfZ/LSzPyoQxKRRkCJgkgz0qF1Gk+NH8awvh340Quf88gHi6IOSUQaOCUKIs1MmxYpPHrxEE4c2JXb/jmHO9/4muZ295OIxE+Jgkgz1CIlmXsvGMR5Q3py96T53Pz3LyktU7IgInvSs11FmqnkJOPXZx1Mu1ZpPPDuAjYW7eCP5x5GWorOH0RkFyUKIs2YmXHjSQfQvlUqv/73V2ws2sGDFw2mVZr+NYhIQKcOIsIVx/Xjd2fv6h9iw1b1DyEigVolCmaWZGaZiQpGRKJz7pCe3HfBYGYv28T3H5zKqk3qH0JE4kgUzOxpM8s0s9bAHOBrM/tx4kMTkfp24kFdefySIeQXbOXs+z9i8dotUYckIhGLp0ZhgLtvAs4EXgN6ARclNCoRicyROZ14evwwtmwv4ZwHpjB7ufqHEGnO4kkUUs0slSBReMXddyQ4JhGJ2KE92/HClUeSmmyc9+BUpi1aH3VIIhKReBKFB4HFQGvgPTPrDdR4imFmPc3sHTOba2azzeyGsLyDmb1pZvPCv+3DcjOzu8xsvpl9YWaDYpY1Lpx+npmNiykfbGazwnnuMjN15ShSR3I6t+HFq44kK7MFFz3yMW/PVf8QIs1RPInCP9y9h7uf7MHj274FLo1jvhLgR+5+IDAMuMbMBgA3Am+7ey7wdvge4CQgNxwuB+6HILEAbgGOAIYCt5QnF+E0l8fMd2IccYlInHq0S+eFK4bTv2sGlz85k5c/Vf8QIs1NPInCS7FvwmTh2ZpmcvcV7v5J+LoQmAv0AM4Anggne4LgkgZh+UQPTAXamVk34ATgTXdf7+4FwJvAieG4THefEsY0MWZZIlJHOrZpwdPjhzG0Twf+87nPeexD9Q8h0pxU+VQVMzsAGAi0NbOzYkZlAi1rsxIz6wMcDnwMdHH3FRAkE2bWOZysB7A0Zrb8sKy68vxKyitb/+UENQ/06tWrNqGLCEH/EI9dMoTrn/mUX/5jDgVbd/Cf38lFV/tEmr7qahT6A6cC7YDTYoZBwPh4V2BmbQhqJf4jvHuiykkrKfO9KN+z0P0hd89z97ysrKyaQhaRSrRMTea+CwZxbl42d709j1tenU2Z+ocQafKqrFFw91eAV8xsuLtP2ZuFh3dLvAQ85e5/C4tXmVm3sDahG7A6LM8HesbMng0sD8tHVCifHJZnVzK9iCRISnISvz37ENq3SuPB9xayYesO/vC9Q9U/hEgTFs+ve76Z3WRmD5nZo+VDTTOFdyA8Asx19z/GjHoVKL9zYRzwSkz52PDuh2HAxvASxevAGDNrHzZiHAO8Ho4rNLNh4brGxixLRBLEzPjZyQdy40kH8Ornyxk/cQZbi0uiDktEEiSenl9eAd4H3gJKa7HsowgezDTLzD4Ly24CfgM8b2aXEdxB8b1w3GvAycB8YCtwCYC7rzez24Dp4XT/6+7lN3VfBTwOpAP/DgcRqQdXHtePdump3PTyLC56ZBqPjhtC21apUYclInXMghsGqpnA7DN3P6ye4km4vLw8nzFjRtRhiDQZ/561ghue/Yz9OrXmycuG0jmzVm2dpQZlZc66LcUUl5SSlpJMx9ZpJCWpEanEz8xmunve3s4fz6WHf5rZyXu7AhFp2k46uBuPXjyEpQVbOfuBj1iyTv1D1JWyMufrVYV8974POeq37/Dd+z7k61WFakQq9SqeROEGgmRhm5ltMrNCM6vu7gURaWaOzg36h9i8LegfYu4K/YvYW0XFpXzybQF/nbqET5cWMH7iDPILigDILyhi/MQZrNuibsCl/tTYRsHdM+ojEBFp3A7r2Y4XrhzOhQ9P49wHp/DYxUPI69Mh6rAatPVbipmzfBOzl29k9vJNzFmxiYVrNlNeYfD8FcN3Jgnl8guKKC6pTXMxkX1TY6IQ3lFwAbCfu99mZj2Bbu4+LeHRiUijktM5gxevGs7YR6Zx4SMfc/8Fgxl5QOeaZ2zi3J38gqIgGVi+kTkrNjF7+SZWbNy2c5rubVsyoHsmJx/cjYHdMxnQLZOWqUlkt0/fLVnIbp9OWkpyFJshzVQ8jRnvB8qAUe5+YHiL4hvuPqQ+AqxraswoknjrNm9n3GPT+GpFIXeeeyhnHFbpQ1ObpB2lZSxYs5nZyzaFtQQbmbN8E5u2BbeQJhn0zWrDwO6ZYULQlgHdM+nQOm2PZZW3USi//JDdPp27zjucw3q2U4NGidu+NmaM5/bII9x9kJl9CuDuBWa25zdaRCTUsU0Lnhk/jPETZ3DDs5+xYesOxh3ZJ+qw6tyW7SV8tTJMCJYHf79eVUhxSRkALVKSOKBbJqce2p0B3YLE4ICumaSnxVcjkJRk9O+SwctXH0VxSSlLC4r445tfc/+Fg8loqVtRpX7EkyjsMLNkwscjm1kWQQ2DiEiVMlqm8vglQ7numU+55dXZFGwt5obRjbd/iLWbtzM7bE8wJ0wMFq3bQnmlbLtWqQzsnsnFR/bZmRTs16k1Kcn79tTKpCQjK6MFAOu2FPPB/HVMnLKEa0bm7OsmicQlnkThLuBloLOZ3QGcA9yc0KhEpElomZrM/RcM4sa/zeLPb82jYEsxt5w2sEFXm5eVOUsLtsbUEgQNDVcXbt85TY926Qzsnsnph3VnYPe2DOyeSbe2LROeBB2S3Y6R/bN4+P2FXHxkH1q3iOdfuMi+ieeuh6fMbCYwmqAjpjPdfW7CIxORJiElOYnfnX0I7dJTefiDRWwoCvqHSN3HM+26UFxSxrzVhTuTgjnLNzF3xSYKtwftCZKTjJysNhyV0yloTxA2MmzXKrqrr9eNzuWs+z7ir1OXcMVx/SKLQ5qPeNPRVQSPcU4B0s1skLt/kriwRKQpSUoyfn7KgbRvncbvX/+aTUU7uO+CwXFfq68Lhdt2MHdFIXPCGoLZyzcxb3UhO0qDawfpqckc2C2DMw7fVUuwf5cMWqY2rDsMBvVqzzG5nZjw/kLGDu9Tr/tQmqd4bo+8DbgYWMCubpwdGJW4sESkqTEzrhmZQ/tWafz877MY++jHPDxuCG3T675R3upN23Y+l6C8TcHidVt3ju/QOo2B3TM5Zv/9GNi9LQO6Be0JkhvwJZFY14/O5XsPTOHpad9y2dH7RR2ONHHx1CicC/Rzdz0KTET22Q+O6EW7Vqnc8OynfP/BKe1Z7dsAACAASURBVEy8bCidM/auf4iyMmfxui07n0tQfglh7eZd7Ql6dWjFgG6ZnD0om4E9gtsRu2S2aLSNKgGG9OnA8L4deeDdBVxwRK8GV+shTUs8icKXQDtgdYJjEZFm4uSDu5HRMoUrnpzJOfdP4bnLh5GSnFRtx0fbS0qZt2rzrqcYhu0JthQHTylMSTJyOrfhuP2zdrYnOLBbZkJqLBqC60fncv6EqTw3fWmTvPVUGo54EoVfA5+a2ZfAzjTd3U9PWFQi0uQdk5vFUz88gjvf+JrF67bw4xe/2PlQoYcuGkxJmTN9ccHOSwfzV2+mJHy2ceu0ZA7slsk5g7ODSwfdM8nt0oYWzeiJhcP6dmBonw7cP3kB5w3t2ay2XepXPE9mnA08CMwi5vkJ7v5uYkNLDD2ZUaRh+Xb9Vn4wYeoejyn+n1MHcMWTM+nUpsWupxh2z2Rg97b07tCqQd9iWV8+mLeWCx/5mNvPPIgLh/WOOhxpoOrjyYxr3f2uvV2BiEh1ko1KOz7KyWrDtJ+P3uv2C83BUTkdGdSrHfdPXsC5eT1JS4n+llNpeuL5Vs00s1+b2XAzG1Q+JDwyEWkW0lKSyW6fvltZdvt0MtNTlSTUwMy4bnQuyzYU8bdP8qMOR5qoeBKFw4FhwK+AO8PhD4kMSkSaj46t05gwNm9nspDdPp0JY/PoWEknSbKnEftncUh2W+6dPJ8dpXq6vtS9eC49XObuC2MLzKxvguIRkWamYsdHVd31IJUzM64flcsPJ87glc+Wc87g7KhDkiYmnhqFFyspe6GuAxGR5qu846Me7VuRldFCSUItjT6wMwO6ZXLvO/MpUa2C1LEqEwUzO8DMzgbamtlZMcPFgC4ciog0EGbG9aNzWbR2C//8YkXU4UgTU92lh/7AqQQPWzotprwQGJ/IoEREpHbGDOjCAV0zuHvSPE47tHujeRy1NHxVJgru/grwipkNd/cp9RiTiIjUUlKScd2oXK55+hNem7WC0w7tHnVI0kTE05hxvpndBPSJnd7dL01UUCIiUnsnHdSV3M5tuHvSPE45uJvaekidiKcx4ytAW+At4F8xg4iINCBJSca1o3L4ZtVmXp+9MupwpImIp0ahlbv/NOGRiIjIPjv1kO785a153DVpPice1LVR95IpDUM8NQr/NLOTEx6JiIjss+Qk45qROcxdsYm35qrTX9l38SQKNxAkC0VmtsnMCs1sU6IDExGRvXPGYd3p1aEVd709j5o6/hOpSY2JgrtnuHuSu6e7e2b4PrM+ghMRkdpLSU7i2pE5zFq2kclfr4k6HGnkqn3gUvh3UGVDTQs2s0fNbLWZfRlTdquZLTOzz8Lh5JhxPzOz+Wb2tZmdEFN+Ylg238xujCnfz8w+NrN5ZvacmenB8CIioe8O6kGPdun8RbUKso+qq1H4r/DvnZUM8XQK9ThwYiXlf3L3w8LhNQAzGwCcBwwM57nPzJLNLBm4FzgJGACcH04L8NtwWblAAXBZHDGJiDQLqclJXDMyh8+WbuD9eWujDkcasSoTBXe/PPw7spJhVE0Ldvf3gPVxxnEG8Ky7b3f3RcB8YGg4zHf3he5eDDwLnGFBM95R7OqH4gngzDjXJSLSLJw9uAfd2rZUrYLskxrbKJhZqpldb2YvhsO1Zpa6D+u81sy+CC9NtA/LegBLY6bJD8uqKu8IbHD3kgrlVW3D5WY2w8xmrFmj63Ui0jy0SEnmqhH9mLmkgCkL1kUdjjRS8dz1cD8wGLgvHAaHZXvjfqAfcBiwguAyBkBlN/r6XpRXyt0fcvc8d8/LysqqXcQiIo3YuXk96ZzRgrsmzYs6FGmk4kkUhrj7OHefFA6XAEP2ZmXuvsrdS929DJhAcGkBghqBnjGTZgPLqylfC7Qzs5QK5SIiEqNlajJXHtePqQvX8/FC1SpI7cWTKJSaWb/yN2bWFyjdm5WZWbeYt98Fyu+IeBU4z8xamNl+QC4wDZgO5IZ3OKQRNHh81YOLbe8A54TzjyN41LSIiFRw/tBedGrTgrsnzY86FGmE4nmE84+Bd8xsIUGVf2/gkppmMrNngBFAJzPLB24BRpjZYQSXCRYDVwC4+2wzex6YA5QA17h7abica4HXgWTgUXefHa7ip8CzZnY78CnwSDwbLCLS3KSnJXPFsX2547W5zFyynsG9O0QdkjQiFk9LWDNrAfQnSBS+cvftiQ4sUfLy8nzGjBlRhyEiUq+2Fpdw9G/f4eAebXni0qE1zyBNhpnNdPe8vZ0/nrseWgLXALcCvwCuCstERKSRaJWWwg+P2Y93v1nDZ0s3RB2ONCLxtFGYSPAgpLuBewgefPRkIoMSEZG6N3Z4H9q1SuXut3UHhMQvnjYK/d390Jj375jZ54kKSEREEqNNixQuO2o/7nzzG75ctpGDerSNOiRpBOKpUfjUzIaVvzGzI4APExeSiIgkyrij+pDRMoW79VwFiVM8icIRwEdmttjMFgNTgOPMbJaZfZHQ6EREpE5ltkzl0qP24/XZq5i7YlPU4UgjEM+lh8o6dhIRkUbq0qP245EPFnHPpPnce0GNnQFLM1djjYK7LyHoW+EM4HSgo7svKR8SHaCIiNSttq1SufjIPrz25Qq+WVUYdTjSwMVze+QvCHpn7Ah0Ah4zs5sTHZiIiCTOpUfvR3pqMvfoaY1Sg3jaKJxP0N/DLe5+CzAMuCCxYYmISCJ1aJ3GRcN7848vlrNgzeaow5EGLJ5EYTEQ+4ClFsCChEQjIiL1ZvwxfWmRksS976hWQaoWT6KwHZhtZo+b2WMEHTltNrO7zOyuxIYnIiKJ0qlNCy48ojevfLacxWu3RB2ONFDxJAovAzcR9NY4Gfg58G9gZjiIiEgjdfmxfUlJMu6brFoFqVyNt0e6+xOx782sJ3Ceu/8+YVGJiEi96JzZkvOH9uKvU5dw3ahcenZoFXVI0sDEU6OAmXUys6vM7D2CWoUuCY1KRETqzZXH9SPJjPsmq/mZ7KnKRMHMMsxsrJn9HzANyAH6uns/d//veotQREQSqmvblpw7JJsXZy5l2YaiqMORBqa6GoXVwGXAHUA/d/8RUFwvUYmISL26akQOAA+oVkEqqC5RuIngtsj7gZ+ZWb/6CUlEROpbj3bpnDM4m+emL2Xlxm1RhyMNSJWJgrv/yd2PIHhsswF/B7qb2U/NbP/6ClBEROrH1SNyKHXnwfdUqyC7xNPXw0J3v8PdDwaGAG0Jbo8UEZEmpGeHVpx1eA+e/vhbVheqVkECcd31UM7dZ7n7Te6uyxAiIk3QNSNz2FFaxoT3FkYdijQQtUoURESkaevTqTVnHtaDv079lrWbt0cdjjQAShRERGQ314zKYVtJKQ+/vyjqUKQBqO45Cm+Hf39bf+GIiEjU+mW14dRDujNxymLWb9Fd8c1ddTUK3czsOOB0MzvczAbFDvUVoIiI1L/rRuWwtbiURz9QrUJzV11fD78AbgSygT9WGOfAqEQFJSIi0dq/SwYnH9yVJz5azPhj+tK2VWrUIUlEqnuOwovufhLwO3cfWWFQkiAi0sRdOzKXwu0lPPaRahWas3ieo3CbmZ1uZn8Ih1PrIzAREYnWgO6ZjBnQhUc/WMSmbTuiDkciUmOiYGa/Bm4A5oTDDWGZiIg0cdePzmXTthImfrQ46lAkIvHcHnkKcLy7P+rujwInhmUiItLEHdSjLaMP6MzDHyxi8/aSqMORCMT7HIV2Ma/bJiIQERFpmK4bncuGrTt4csqSqEORCMSTKPwa+NTMHjezJ4CZwK9qmsnMHjWz1Wb2ZUxZBzN708zmhX/bh+VmZneZ2Xwz+yL29kszGxdOP8/MxsWUDzazWeE8d5mZ1WbDRUQkPof1bMex+2cx4f2FbC1WrUJzE09jxmeAYcDfwmG4uz8bx7IfJ7hMEetG4G13zwXeDt8DnATkhsPlBF1bY2YdgFuAI4ChwC3lyUU4zeUx81Vcl4iI1JEbRuewfksxT039NupQpJ7FdenB3Ve4+6vu/oq7r4xznveA9RWKzwCeCF8/AZwZUz7RA1OBdmbWDTgBeNPd17t7AfAmcGI4LtPdp7i7AxNjliUiInVscO8OHJXTkQffW8i2HaVRhyP1qL77euji7isgSD6AzmF5D2BpzHT5YVl15fmVlFfKzC43sxlmNmPNmjX7vBEiIs3R9aNyWbt5O89MU61Cc9JQOoWqrH2B70V5pdz9IXfPc/e8rKysvQxRRKR5O6JvR47YrwMPvLtAtQrNSLWJgpklxTZGrAOrwssGhH9Xh+X5QM+Y6bKB5TWUZ1dSLiIiCXTD6FxWbdrOCzOW1jyxNAnVJgruXgZ8bma96mh9rwLldy6MA16JKR8b3v0wDNgYXpp4HRhjZu3DRoxjgNfDcYVmNiy822FszLJERCRBhvfryODe7blv8gK2l6hWoTmI59JDN2C2mb1tZq+WDzXNZGbPAFOA/maWb2aXAb8BjjezecDx4XuA14CFwHxgAnA1gLuvB24DpofD/4ZlAFcBD4fzLAD+Hc8Gi4jI3jMzrh+dy4qN23hp5rKow5F6YMFNA9VMEHQ1vQd3fzchESVYXl6ez5gxI+owREQaLXfnzPs+Yt3m7bzz3yNITW4ozd2kMmY2093z9nb+eJ6j8C6wGEgNX08HPtnbFYqISONmZtwwOof8giJe/lS1Ck1dPJ1CjQdeBB4Mi3oAf09kUCIi0rCN7N+Zg3pkcu878ykpLYs6HEmgeOqLrgGOAjYBuPs8dj3/QEREmiEz4/pRuSxZt5VXP9dNZ01ZPInCdncvLn9jZilU88wCERFpHo4f0IUDu2Vyz6T5lJbpsNBUxZMovGtmNwHpZnY88ALwj8SGJSIiDZ2Zcd2oHBau3cI/v1CtQlMVT6JwI7AGmAVcQXAr482JDEpERBqHEwd2JbdzG+6eNJ8y1So0SfHc9VBG0IHTbcAvgSe8pnsqRUSkWUhKMq4bncv81Zv595dx9RkojUw8dz2cQvBAo7uAe4D5ZnZSogMTEZHG4ZSDu9E3qzV3T5qnWoUmKJ5LD3cCI919hLsfB4wE/pTYsEREpLFITgraKny1spA3566KOhypY/EkCqvdfX7M+4Xs6sxJRESE0w7pTp+Orbjr7Xno6nTTUmWiYGZnmdlZBP08vGZmF5vZOII7HqbXW4QiItLgpSQncc3IHGYv38Skr3Qu2ZRUV6NwWji0BFYBxwEjCO6AaJ/wyEREpFE58/Ae9OyQrlqFJialqhHufkl9BiIiIo1banISV4/I4Wd/m8W736xhRH89xLcpiOeuh/3M7I9m9rfadDMtIiLNz9mDsunetiV/Ua1Ck1FljUKMvwOPELRNUM8fIiJSpbSUJK4amcP//P1LPpy/jqNzO0UdkuyjeO562Obud7n7O+7+bvmQ8MhERKRROjcvm66ZLblr0ryoQ5E6EE+i8Bczu8XMhpvZoPIh4ZGJiEij1CIlmSuP68u0ReuZunBd1OHIPorn0sPBwEXAKHZdevDwvYiIyB7OG9qLeycv4K635zGsb8eow5F9EE+i8F2gb2xX0yIiItVpmZrMFcf25fZ/zWX64vUM6dMh6pBkL8Vz6eFzoF2iAxERkablgiN607F1Gne9rbYKjVk8iUIX4Csze123R4qISLzS05IZf2xf3p+3lk++LYg6HNlL8Vx6uCXhUYiISJN00bDePPjuAu5+ex6PXTI06nBkL9SYKOhWSBER2VutW6Tww2P68vvXv+aL/A0ckq0r2Y1NPE9mLDSzTeGwzcxKzWxTfQQnIiKN39jhvclsmcLdk+bXPLE0ODUmCu6e4e6Z4dASOBu4J/GhiYhIU5DRMpXLju7Lm3NWMXv5xqjDkVqKpzHjbtz97+gZCiIiUgsXH9WHjBYp3KNahUanxjYKZnZWzNskII/ggUsiIiJxaZueysVH9eHuSfP5emUh/btmRB2SxCmeGoXTYoYTgELgjEQGJSIiTc+lR+1H67Rk7lYfEI1KPHc9XFIfgYiISNPWvnUaY4/swwPvLuA/VheS01m1Co1BlYmCmf2imvnc3W/b25Wa2WKCmolSoMTd88ysA/Ac0AdYDJzr7gVmZsBfgJOBrcDF7v5JuJxxwM3hYm939yf2NiYREUm8Hx69H49/uJh7Js3nz+cdHnU4EofqLj1sqWQAuAz4aR2se6S7H+bueeH7G4G33T0XeDt8D3ASkBsOlwP3A4SJxS3AEcBQ4BYza18HcYmISIJ0bNOCi4b35tXPl7No7ZaaZ5DIVZkouPud5QPwEJAOXAI8C/RNQCxnAOU1Ak8AZ8aUT/TAVKCdmXUjaC/xpruvd/cC4E3gxATEJSIidWj8MX1JTU7i3nd0B0RjUG1jRjPrYGa3A18QXKYY5O4/dffV+7heB94ws5lmdnlY1sXdVwCEfzuH5T2ApTHz5odlVZVXth2Xm9kMM5uxZs2afQxdRET2RVZGCy44ojcvf7qMb9dtjTocqUGViYKZ/R6YTtCW4GB3vzU8c68LR7n7IILLCteY2bHVTGuVlHk15XsWuj/k7nnunpeVlVX7aEVEpE5dcVxfkpOM+yarVqGhq65G4UdAd4LGgstjHuNcuK+PcHb35eHf1cDLBG0MVoWXFAj/ltda5AM9Y2bPBpZXUy4iIg1cl8yWnDekJy/OzCe/QLUKDVl1bRSS3D29wiOcM8vf7+0Kzay1mWWUvwbGAF8CrwLjwsnGAa+Er18FxlpgGLAxvDTxOjDGzNqHjRjHhGUiItIIXHlcP8zg/skLog5FqhFPN9N1rQvwcnDXIynA0+7+f2Y2HXjezC4DvgW+F07/GsGtkfMJbo+8BMDd15vZbQSXRwD+193X199miIjIvujeLp3v5fXkhRn5XDsqh25t06MOSSph7s3racx5eXk+Y8aMqMMQERFg6fqtjPzDZC4c1ptbTx8YdThNkpnNjHkUQa3VulMoERGRutKzQyvOHpTN09O+ZfWmbVGHI5VQoiAiIpG6emQ/SsucB99bGHUoUgklCiIiEqneHVtzxmHdeerjJawp3B51OFKBEgUREYncNSNzKC4p4+H3VavQ0ChREBGRyPXLasNph3Zn4pQlrNusWoWGRImCiIg0CNeOzGFbSSmPfLAo6lAkhhIFERFpEHK7ZHDywd144qPFbNhaHHU4ElKiICIiDcZ1o3LYUlzKox8ujjoUCSlREBGRBuOArpmcOLArj324iI1FO6IOR1CiICIiDcx1o3Mo3FbCEx8tjjoUQYmCiIg0MAO7t+U7B3bmkQ8WUbhNtQpRU6IgIiINznWjctlYtIOJU5ZEHUqzp0RBREQanEN7tmNE/ywefn8hW7aXRB1Os6ZEQUREGqTrRuVSsHUHf52qWoUoKVEQEZEGaXDv9hyT24kJ7y+kqLg06nCaLSUKIiLSYF0/Ope1m4t5etq3UYfSbClREBGRBmtInw4M79uRB95dwLYdqlWIghIFERFp0K4bncOawu08N31p1KE0S0oURESkQRvetyND+rTn/skL2F6iWoX6pkRBREQaNDPj+tG5rNy0jRdm5EcdTrOjREFERBq8o3M6cXivdtw/eQHFJWVRh9OsKFEQEZEGr7xWYdmGIv72iWoV6pMSBRERaRRG7J/FIdltuXfyfHaUqlahvihREBGRRsHMuH5ULkvXF/HKZ8ujDqfZUKIgIiKNxugDOzOgWyb3vjOfEtUq1AslCiIi0mgEbRVyWLR2C//8YkXU4TQLShRERKRRGTOgK/27ZHD3pHmUlnnU4TR5ShRERKRRSUoyrhudw4I1W3htlmoVEk2JgoiINDonHdSNnM5tuHvSPMpUq5BQjT5RMLMTzexrM5tvZjdGHY+IiCRecpJx3agcWqelsGDNZpYVbGVN4XYlDQmQEnUA+8LMkoF7geOBfGC6mb3q7nOijUxERBLtlIO60SWzJZc8Pp38giKy26czYWwe/btkkJRkUYfXZDT2GoWhwHx3X+juxcCzwBkRxyQiIvWgoGgH//3C5+QXFAGQX1DE+IkzWLelOOLImpbGnij0AGL7Hc0Py3ZjZpeb2Qwzm7FmzZp6C05ERBKnuKR0Z5JQLr+giGL1MFmnGnuiUFnd0h4XqNz9IXfPc/e8rKyseghLREQSLS0lmez26buVZbdPJy0lOaKImqbGnijkAz1j3mcDeq6niEgz0LF1GhPG5u1MFsrbKHRsnRZxZE1Lo27MCEwHcs1sP2AZcB7wg2hDEhGR+pCUZPTvksHLVx9FcUkpaSnJdGydpoaMdaxRJwruXmJm1wKvA8nAo+4+O+KwRESkniQlGVkZLaIOo0lr1IkCgLu/BrwWdRwiIiJNUWNvoyAiIiIJpERBREREqqREQURERKqkREFERESqZO7NqwMNM1sDLKmDRXUC1tbBcpoi7Zuqad9UT/unato31dP+qVp/d8/Y25kb/V0PteXudfJoRjOb4e55dbGspkb7pmraN9XT/qma9k31tH+qZmYz9mV+XXoQERGRKilREBERkSopUdh7D0UdQAOmfVM17Zvqaf9UTfumeto/VdunfdPsGjOKiIhI/FSjICIiIlVSoiAiIiJVUqJQgZm5mT0Z8z7FzNaY2T+jjKuhMLOOZvZZOKw0s2Ux75ttJ/Bm9icz+4+Y96+b2cMx7+80s/+Kc1m3mtl/JyLOqFTzvdlgZnOijq+hMbPSmP31mZn1qWSa7mb2Yv1HFx0z+7mZzTazL8L9ckQ1015sZt3rM76o1Ga/7I1m9xyFOGwBDjKzdHcvAo4HlkUcU4Ph7uuAwyA4oAGb3f0PkQbVMHwEfA/4s5klETz8JTNm/JHAf1Q2Y3NQ1fcmPAAqCd9TkbsfVtVIM0tx9+XAOfUYU6TMbDhwKjDI3bebWSegupOTi4EvgeX1EF5k9mK/1JpqFCr3b+CU8PX5wDPlI8ysg5n9PczcpprZIWH5rWb2qJlNNrOFZnZ9BHFHxsxyzOyzmPc3mtnN4evc8Ax7ppm9Z2b7RxdpwnxIkAwADCT4B1VoZu3NrAVwIPCpmf3YzKaH359fls8cnhF8bWZvAf3rPfpoJZvZhPCM6A0zSwcIf0t54etOZrY40igjFp4hv2Bm/wDeMLM+ZvZl1HHVo27AWnffDuDua919uZn9IvxNfWlmD1ngHCAPeCo8w06PNPLEqmq/LA6TBswsz8wmh69rfaxSolC5Z4HzzKwlcAjwccy4XwKfuvshwE3AxJhxBwAnAEOBW8wstZ7ibegeAq5298HAz4B7Io6nzoVndyVm1osgYZhC8L0ZTvAP6wtgBJBL8P04DBhsZsea2WDgPOBw4CxgSL1vQLRygXvdfSCwATg74ngagvSYyw4vx5QPB8a5+6ioAovQG0BPM/vGzO4zs+PC8nvcfYi7HwSkA6e6+4vADOACdz8srB1uqqraL9Wp1bFKlx4q4e5fhFWi5wOvVRh9NOE/MnefFF57bRuO+1eY1W03s9VAFyC/fqJumMysHTAMeMnMyoub6veuvFbhSOCPQI/w9UaCSxNjwuHTcPo2BAfJDOBld98KYGav1m/YkVvk7uW1UTOBPhHG0lBUdenhTXdfX+/RNADuvjlMqo8BRgLPmdmNBDV3PwFaAR2A2cA/oou0flWzX6pTq2NVU/2HXRdeBf5AcBbYMabcKpm2/GEU22PKSmle+7eE3WuoWoZlRlAtVuX11ibkI4LE4GCCSw9LgR8Bm4BHCb5Lv3b3B2NnsqARZHN+oEnF3015NXHsd6plvUbUcG2JOoAouXspMBmYbGazgCsIan3z3H1p2P6l2X1XKtkv46j+91OrY5UuPVTtUeB/3X1WhfL3gAsAzGwEwUFwUz3H1hCtBLqH1+RbErbxcPcCYIWZfRfAzJLM7NAI40ykDwkaFa1399LwzK8dQXXxFOB14FIzawNgZj3MrDPBd+q7ZpZuZhnAadGE3+AsBgaHr5tNoz2pnJn1N7PcmKLDgK/D12vD31Xs96SQoLauSativyxh99/PPl3Oa05nvLXi7vnAXyoZdSvwmJl9AWwlyNyaPXffZma/AqYDC4HYW97OA+4Ps/004K/A5/UeZOLNIrjb4ekKZW3cfS1BA7QDgSnhZZjNwIXu/omZPQd8RvADf79+w26w/gA8b2YXAZOiDkYi1wa4O7ycWQLMBy4naNcyi+DAOD1m+seBB8ysCBjehNspVLVfDgQeMbOb2L2dXa3pEc4iIiJSJV16EBERkSopURAREZEqKVEQERGRKilREBERkSopURAREZEqKVEQaeRsV0+Ds83sczP7Lws6pkrkOn8fru/3MWWXxDx2uNjMZoWvf2P70COmmZ1hZn+Pef8zM5sf8/60vX2aZWx/EiJSOT1HQaTx2/m43/ABTk8DbYFbErjOK4Cs8o5oANz9MeCxMI7FwMjw+RHlPUburY8I+gspNxzYZGad3X01wdMwP9yH5YtINVSjINKEhAfOy4Frw170+pjZ+2b2STgcCWBmT5rZGeXzmdlTZnZ67LLC+X8f9so3y8y+H5a/CrQGPi4vi9OAynqsM7MLzWxaWPvwoJklV9imNcBGM8sJi3oAL7Grt84jCZIJzGyMmU0Jt/WFmKdgDjazdy3owfR1M+tWYVuTzOwJM7u9Ftsj0iwoURBpYtx9IcFvuzOwGjje3QcB3wfuCid7GLgEIOzU7Ej27ADtLILHwR4KfAf4vZl1c/fTCWsx3P25WoS2R4914ZMqvw8cFdaKlBI+Ir2Cj4Ajzaw/MA+YGr5PIXjW/3QLutS9GfhOuL0zgP+yoGe8u4Fzwh5MHwXuiFl2CvAU8I2731yL7RFpFnTpQaRpKu+8LBW4x8zKD8L7A7j7u2Z2b3ip4iz4//bu58WmMI7j+PvjRs1slJoFGzWLIT82duNXxJ+gsBBZ2SgrZaMsLdiQSIpmMWWS/cxQFCbKr5rBXzCubCQ1IV+L73Nzup0zSlfM3M9r+dznfDu7873P8zE4fQAAAd1JREFU85zz4U5EfO+qsRMYL4EzbUkPyAjsP023rEus20d+j/5Z+az1ANncdOskc7bI3IynwFkymvtd+YT4fmAT8KjUWlXmbgC2AFNlvAXMV2pfA25HRLV5MLPCjYLZMiNpmGwKPpDnFNrkqsAKYKEydYz8934IOF5Xqse3VpdYJ+BWRJz5zbWPgZPkQ/56RHwu4WN7+HU+QWQM8+HqhZK2ArMRMbpI7b2SLkTEQsMcs77lrQezZUTSEHAVuBwZ5LIamI+IH8AR8kHbcRM4BRARszXlHgIHJbVK3d3kP/leugccKCsbSFojaX3NvDlgHbALeFHGXgInKOcTyO2IHZ2zDJIGJY2QCYNDkkbL+EpJmyu1b5DbLhNlK8PMKtwomC19A53XI4FpYBI4V367AhyVNENuO3zpXBQRbeAN5U2FGneB12TS533gdES87+WNR8Qcea5gsiSyTgFra+YFmYD3MSK+leEnwDClUSiHHo8B46XWDLAxIr6S8cPnJb0iG4ztXfUvAs+Bsb/9aqnZUuP0SLM+JWmQjOfdFhGf/vX9mNn/yZ2zWR8qB//eApfcJJjZYryiYGZmZo28omBmZmaN3CiYmZlZIzcKZmZm1siNgpmZmTVyo2BmZmaNfgIZ1od5CzznpQAAAABJRU5ErkJggg==
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<p>Most patients prefered to have their appointments on working days (Monday-Friday) especially Tuesday and Wednesday.</p>

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<h3 id="Q1:-Highest-five-neighbourhoods-in-terms-of-the-number-of-no-show-appointments?">Q1: Highest five neighbourhoods in terms of the number of no-show appointments?<a class="anchor-link" href="#Q1:-Highest-five-neighbourhoods-in-terms-of-the-number-of-no-show-appointments?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># no show appointments</span>
<span class="n">df_no_show</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">no_show</span> <span class="o">==</span> <span class="mi">1</span><span class="p">]</span>

<span class="c1"># plot a horizontal bar chart</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">4</span><span class="p">])</span>
<span class="n">cat_order</span> <span class="o">=</span> <span class="n">df_no_show</span><span class="p">[</span><span class="s1">&#39;neighbourhood&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">[:</span><span class="mi">5</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df_no_show</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;neighbourhood&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">,</span> <span class="n">order</span> <span class="o">=</span> <span class="n">cat_order</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Highest 5 Neighbourhoods in Terms of The Number of No Show Appointments&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Number of No Show Appointments&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">);</span>
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<p>As shown in the chart, JARDIM CAMBURI neighbourhood had the heighest number of missed appointments followed by MARIA ORTIZ.</p>

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<h3 id="Q2:-Can-the-gender-be-considered-as-a-factor-to-predict-if-a-patient-will-show-up-for-their-scheduled-appointment?">Q2: Can the gender be considered as a factor to predict if a patient will show up for their scheduled appointment?<a class="anchor-link" href="#Q2:-Can-the-gender-be-considered-as-a-factor-to-predict-if-a-patient-will-show-up-for-their-scheduled-appointment?">&#182;</a></h3>
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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"># percentages of no show patients based on gender</span>
<span class="n">no_show_perc_gender</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;gender&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span>

<span class="c1"># plot a bar chart</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">no_show_perc_gender</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="n">no_show_perc_gender</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;The Percentages of No Show Patients Based on Gender&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</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">ylabel</span><span class="p">(</span><span class="s1">&#39;No Show Percentage&#39;</span><span class="p">);</span>
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zl6g6TRZeMkCfgs8IlmtW9mZl3TqmMQHwOeiIgHa4wPYKak2ZKm1JuRpCmSZkmatXDhwm4P1Mysv2pVgpgEXFBn/JYRsTGwI3CQpK1qVYyIaRHRHhHtbW1t3R2nmVm/1eMJQtIgYHfgolp1ImJ+/v8kcBkwvmeiMzOzilZsQWwL3B8R88pGSlpR0kqV18D2wD09GJ+ZmdHEBCHpAuCvwDqS5knaL4/ak6rdS5LWlnRFHlwLuEnSncCtwO8j4g/NitPMzMo18yymSTXK9ykpmw9MzK8fATZoVlxmZtYYX0ltZmalnCDMzKyUE4SZmZVygjAzs1JOEGZmVsoJwszMSjlBmJlZKScIMzMr5QRhZmalnCDMzKyUE4SZmZVygjAzs1JOEGZmVsoJwszMSjlBmJlZqQ4ThKQVJH1H0hl5eKyknZsfmpmZtVIjWxA/B14DtsjD84BjmxaRmZn1Co0kiDER8QPgDYCIeAVQRxNJmi7pSUn3FMqOkvS4pDvy38Qa0+4g6QFJD0k6osH3YmZm3aiRBPG6pOWBAJA0hrRF0ZGzgR1Kyn8YERvmvyuqR0oaCPwU2BEYB0ySNK6B9szMrBs1kiC+C/wBGCHpfOAa4PCOJoqIG4BnOhHTeOChiHgkIl4HLgR268R8zMysCzpMEBFxNbA7sA9wAdAeEdd1oc0vS7or74JarWT8MGBuYXheLislaYqkWZJmLVy4sAthmZlZUSNnMW0MjAIWAPOBkZLGSBrUifZOA8YAG+b5nVTWZElZ1JphREyLiPaIaG9ra+tESGZmVqaRlfzPgI2Bu0gr7/Xy6zUkTY2ImY02FhFPVF7n02Z/V1JtHjCiMDyclJjMzKwHNXIMYg6wUf6VvgmwEXAPsC3wg6VpTNLQwuCn83yq3QaMlfQ+ScsAewIzlqYdMzPruka2ID4UEX+vDETEvZI2iohHpNpnu0q6AJgADJE0j3Swe4KkDUm7jOYAB+S6awNnRsTEiFgs6cvAVcBAYHqxfTMz6xmNJIgHJJ1GOpsI4HPAPyQtS742okxETCopPqtG3fnAxMLwFcC/nQJrZmY9p5FdTPsADwGHAl8FHsllbwBbNyswMzNrrQ63IPKV0ydRfsbRi90ekZmZ9QodJghJY4HjSFc1L1cpj4j3NzEuMzNrsUZv1ncasJi0S+lc4LxmBmVmZq3XSIJYPiKuARQRj0XEUcAnmhuWmZm1WiNnMb0qaQDwYD799HFgzeaGZWZmrdbIFsShwArAIcAmwOeBvZsZlJmZtV4jCWJ0RLwYEfMiYt+I+AwwstmBmZlZazWSIL7ZYJmZmfUhNY9BSNqRdHXzMEk/LoxamXRGk5mZ9WH1DlLPB2YBuwKzC+WLSFdUm5lZH1YzQUTEncCdkn4ZETXvuWRmZn1TI6e5jpd0FOmhQYNIz4QIX0ltZta3NZIgziLtUpoNvNnccMzMrLdoJEE8HxFXNj0SMzPrVRpJENdKOgG4FHitUhgRtzctKjMza7lGEsRm+X97oSzo4H5MkqYDOwNPRsR6uewEYBfgdeBhYN+IeK5k2jmks6XeBBZHRHt1HTMza65GngfR2YcCnQ2cSrr7a8XVwDfzY0X/h3TB3TdqTL91RDzVybbNzKyLOrySWtJaks6SdGUeHidpv46mi4gbgGeqymZGROUiu5uB4Z2I2czMekAjt9o4G7gKWDsP/4N0A7+u+iJQ6+B3ADMlzZY0pd5MJE2RNEvSrIULF3ZDWGZmBo0liCERcTHwFkDeAujS6a6SvkW6Xcf5NapsGREbAzsCB0naqta8ImJaRLRHRHtbW1tXwjIzs4JGEsRLktYg/apH0ubA851tUNJk0sHrvSIiyupExPz8/0ngMmB8Z9szM7POaeQspq8BM4Axkv4MtAF7dKYxSTuQDkp/PCJerlFnRWBARCzKr7cHju5Me2Zm1nmNnMV0u6SPA+uQbrPxQCP3ZpJ0ATABGCJpHvBd0llLywJXSwK4OSKmSlobODMiJgJrAZfl8YOAX0bEHzrz5szMrPM6TBCSDgLOj4i/5+HVJE2KiJ/Vmy4iJpUUn1Wj7nzSrcWJiEeADTqKy8zMmquRYxBfKl7MFhHPAl9qXkhmZtYbNJIgBijv7wGQNBBYpnkhmZlZb9DIQeqZwMWSTiedyTQV8DEBM7M+rpEEcTgwBTiQdJB6JnBmM4MyM7PWq5sg8u6kcyLi88DpPROSmZn1BnWPQUTEm0CbJB9zMDPrZxrZxTQH+LOkGcBLlcKIOLlZQZmZWes1kiDm578BwErNDcfMzHqLRq6k/h6kW2BExEsd1Tczs76hkedBbCHpXuC+PLyBpLpXUZuZ2btfIxfK/Qj4JPA0QETcCdS8/baZmfUNjSQIImJuVVGXngdhZma9XyMHqedK+g8g8umuh5B3N5mZWd/VyBbEVOAgYBgwD9gwD5uZWR/WyBYEEbFXswMxM7PepeYWhKRdJC0E7pY0L+9mMjOzfqLeLqbvAx+LiKHAZ4DjeiYkMzPrDeoliMURcT9ARNxCJ66iljRd0pOS7imUrS7pakkP5v+r1Zh2cq7zoKTJS9u2mZl1Tb1jEGtK+lqt4QbvxXQ2cCpwbqHsCOCaiDhe0hF5+BvFiSStTnqGdTvpGRSzJc3IT7MzM7MeUG8L4gzSVkPlr3q4QxFxA/BMVfFuwDn59TnAp0om/SRwdUQ8k5PC1cAOjbRpZmbdo+YWROUeTE2wVkQsyG0skLRmSZ1hQPHivHm57N9ImkJ6oBEjR47s5lDNzPqvhq6kbgGVlEVZxYiYFhHtEdHe1tbW5LDMzPqPViSIJyQNBcj/nyypMw8YURgeTrrluJmZ9ZBWJIgZQOWspMnAb0rqXAVsL2m1fJbT9rnMzMx6SCO3+35Y0vmSpkoatzQzl3QB8FdgnXyx3X7A8cB2kh4EtsvDSGqXdCZARDwDHAPclv+OzmVmZtZDGrnVxjhgM+BjwImSPgTcGRGf7mjCiJhUY9Q2JXVnAfsXhqcD0xuIz8zMmqCRXUxvAm/k/28BT1B+3MDMzPqQRrYgXgDuBk4GzoiIp5sbkpmZ9QaNbEFMAm4A/gu4UNL3JP3bLiIzM+tbOtyCiIjfAL/Jxx52BA4FDgeWb3JsZmbWQo2cxXSJpIeBU4D3AHsDpTfYMzOzvqORYxDHA7dHhJ9DbWbWjzSSIO4ADpK0VR6+Hjg9It5oXlhmZtZqjSSI04DBwM/y8Bdy2f41pzAzs3e9RhLEphGxQWH4T5LubFZAZmbWOzR0oZykMZUBSe8nXTRnZmZ9WCNbEP8XuFbSI6TbcI8C9m1qVGZm1nKNXAdxjaSxwDqkBHF/RLzW9MjMzKylGtmCANgEGJ3rbyCJiDi3/iRmZvZu1mGCkHQeMIZ0umvl2EMAThBmZn1YI1sQ7cC4iCh95KeZmfVNjZzFdA/w3mYHYmZmvUvNLQhJvyXtSloJuFfSrcDbB6cjYtfONChpHeCiQtH7gSMj4keFOhNIjyJ9NBddGhFHd6Y9MzPrnHq7mE5sRoMR8QCwIYCkgcDjwGUlVW+MiJ2bEYOZmXWsZoKIiOuLw5LWALYC/hkRs7up/W2AhyPisW6an5mZdZOaxyAk/U7Sevn1UNKxiC8C50k6tJva3xO4oMa4LSTdKelKSevWiXOKpFmSZi1cuLCbwjIzs3oHqd8XEffk1/sCV0fELsBmpETRJZKWAXYFflUy+nZgVL4H1E+Ay2vNJyKmRUR7RLS3tbV1NSwzM8vqJYji7by3Aa4AiIhFwFvd0PaOpOdMPFE9IiJeiIgX8+srgMGShnRDm2Zm1qB6B6nnSjoYmAdsDPwBQNLypNt/d9UkauxekvRe4ImICEnjSYns6W5o08zMGlQvQewHHA1sC3wuIp7L5ZsDP+9Ko5JWALYDDiiUTQWIiNOBPYADJS0GXgH29IV6ZmY9q95ZTE8CU0vKrwWu7UqjEfEysEZV2emF16cCp3alDTMz65pGrqQ2M7N+yAnCzMxKOUGYmVmpDhOEpOGSLpO0UNITki6RNLwngjMzs9ZpZAvi58AMYCgwDPgtXTyLyczMer9GEkRbRPw8Ihbnv7MBX7JsZtbHNZIgnpL0eUkD89/n8UVrZmZ9XiMJ4ovAZ4F/AQtIF7F1+V5MZmbWu3X4yNGI+CfppnpmZtaP1Hui3JF1pouIOKYJ8ZiZWS9RbwvipZKyFUn3aFoDcIIwM+vD6t2L6aTKa0krAV8hPRfiQuCkWtOZmVnfUPcYhKTVga8BewHnABtHxLM9EZiZmbVWvWMQJwC7A9OA9SsP8DEzs/6h3mmuhwFrA98G5kt6If8tkvRCz4RnZmatUu8YhG/kZ2bWjzkJmJlZqZYlCElzJN0t6Q5Js0rGS9KPJT0k6S5JG7ciTjOz/qrDK6mbbOuIeKrGuB2BsflvM+C0/N/MzHpAb97FtBtwbiQ3A6tKGtrqoMzM+otWJogAZkqaLWlKyfhhwNzC8LxctgRJUyTNkjRr4cKFTQrVzKz/aWWC2DIiNibtSjpI0lZV41UyTfxbQcS0iGiPiPa2Nj+mwsysu7QsQUTE/Pz/SeAyYHxVlXnAiMLwcGB+z0RnZmYtSRCSVsz3d0LSisD2wD1V1WYAe+ezmTYHno+IBT0cqplZv9Wqs5jWAi6TVInhlxHxB0lTASLidOAKYCLwEPAy6UaBZmbWQ1qSICLiEWCDkvLTC68DOKgn4zIzs3f05tNczcyshZwgzMyslBOEmZmVcoIwM7NSThBmZlbKCcLMzEo5QZiZWSknCDMzK+UEYWZmpZwgzMyslBOEmZmVcoIwM7NSThBmZlbKCcLMzEo5QZiZWSknCDMzK9XjCULSCEnXSrpP0t8lfaWkzgRJz0u6I/8d2dNxmpn1d614otxi4LCIuD0/l3q2pKsj4t6qejdGxM4tiM/MzGjBFkRELIiI2/PrRcB9wLCejsPMzOpr6TEISaOBjYBbSkZvIelOSVdKWrfOPKZImiVp1sKFC5sUqZlZ/9OyBCHpPcAlwKER8ULV6NuBURGxAfAT4PJa84mIaRHRHhHtbW1tzQvYzKyfaUmCkDSYlBzOj4hLq8dHxAsR8WJ+fQUwWNKQHg7TzKxfa8VZTALOAu6LiJNr1Hlvroek8aQ4n+65KM3MrBVnMW0JfAG4W9Iduey/gZEAEXE6sAdwoKTFwCvAnhERLYjVzKzf6vEEERE3AeqgzqnAqT0TkZmZlfGV1GZmVsoJwszMSjlBmJlZKScIMzMr5QRhZmalnCDMzKyUE4SZmZVygjAzs1JOEGZmVsoJwszMSjlBmJlZKScIMzMr5QRhZmalnCDMzKyUE4SZmZVygjAzs1JOEGZmVqolCULSDpIekPSQpCNKxi8r6aI8/hZJo3s+SjOz/q3HE4SkgcBPgR2BccAkSeOqqu0HPBsRHwB+CPxPz0ZpZmat2IIYDzwUEY9ExOvAhcBuVXV2A87Jr38NbCOp7nOszcysew1qQZvDgLmF4XnAZrXqRMRiSc8DawBPVc9M0hRgSh58UdID3R5x/zOEks+6v5K3X3sr99Osi310VK0RrUgQZVsC0Yk6qTBiGjCtq0HZOyTNioj2VsdhVo/7afO1YhfTPGBEYXg4ML9WHUmDgFWAZ3okOjMzA1qTIG4Dxkp6n6RlgD2BGVV1ZgCT8+s9gD9FROkWhJmZNUeP72LKxxS+DFwFDASmR8TfJR0NzIqIGcBZwHmSHiJtOezZ03H2c95lZ+8G7qdNJv8wNzOzMr6S2szMSjlBmJlZKSeIPkbSm5LuKPyNbmJb+0g6tVnzt/5HUkg6rzA8SNJCSb/rYLoJHdWxpdeK6yCsuV6JiA1bHYRZJ70ErCdp+Yh4BdgOeLzFMfVb3oLoByQNlHSCpNsk3SXpgFw+QdL1ki6W9A9Jx0vaS9Ktku6WNCbX2yXfNPFvkv4oaa2SNtokXZLbuE3Slj39Pq3PuBLYKb+eBFxQGSFpvKS/5L74F0nrVE8saUVJ03M//Juk6lv5WIOcIPqe5Qu7ly7LZfsBz0fEpsCmwJckvS+P2wD4CrA+8AXggxExHjgTODjXuQnYPCI2It076/CSdk8Bfpjb+Eye3qwzLgT2lLQc8BHglsK4+4Gtcl88Evh/JdN/i3Tt1KbA1sAJklZscsx9kncx9T1luz7Ht/gAAAFpSURBVJi2Bz4iaY88vAowFngduC0iFgBIehiYmevcTVq4IF3tfpGkocAywKMl7W4LjCvcU3FlSStFxKJueE/Wj0TEXfnY2STgiqrRqwDnSBpLuv3O4JJZbA/sKunreXg5YCRwX1MC7sOcIPoHAQdHxFVLFEoTgNcKRW8Vht/inf7xE+DkiJiRpzmqpI0BwBZ5v7FZV80ATgQmkG7UWXEMcG1EfDonketKphXwmYjwjTu7yLuY+oergAMlDQaQ9MGl3ORehXcOFE6uUWcm8OXKgCQfKLeumA4cHRF3V5UX++I+Naa9Cji48ogASRs1JcJ+wAmifzgTuBe4XdI9wP+ydFuPRwG/knQjtW+vfAjQng+C3wtM7UK81s9FxLyIOKVk1A+A4yT9mXSrnjLHkHY93ZX7+zFNCrPP8602zMyslLcgzMyslBOEmZmVcoIwM7NSThBmZlbKCcLMzEo5QZiZWSknCDMzK/X/AS2QvTZAgPKtAAAAAElFTkSuQmCC
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<p>Based on the chart, the percentages of no show patients based on gender were pretty close.</p>
<p>So, we can say that the gender can't be considered as a factor to predict if a patient will show up for their scheduled appointment.</p>

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<h3 id="Q3:-Can-the-age-be-considered-as-a-factor-to-predict-if-a-patient-will-show-up-for-their-scheduled-appointment?">Q3: Can the age be considered as a factor to predict if a patient will show up for their scheduled appointment?<a class="anchor-link" href="#Q3:-Can-the-age-be-considered-as-a-factor-to-predict-if-a-patient-will-show-up-for-their-scheduled-appointment?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[39]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># percentages of no show patients based on age group</span>
<span class="n">no_show_perc_age</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;age_group&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span>

<span class="c1"># plot a bar chart</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">4</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">no_show_perc_age</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="n">no_show_perc_age</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;The Percentages of No Show Patients Based on Age Group&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Age Group&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;No Show Percentage&#39;</span><span class="p">);</span>
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<p>The age group (19-37) missed their appointments more than the other groups. On the other hand, the age group (56 and above) were the most committed to showing up for their appointments. So, we can say that the older the person is the more likely he is going to show up. But we can see that the age group (0-18) didn't follow this rule, and I think that's due to the fact that the child especially in the age of (0-15) is accompanied by an adult.</p>
<p>So, we can say that the patient's age could help us to predict if a patient will show up for their scheduled appointment.</p>

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<h3 id="Q4:-Can-having-a-scholarship-be-considered-as-a-factor-to-predict-if-a-patient-will-show-up-for-their-scheduled-appointment?">Q4: Can having a scholarship be considered as a factor to predict if a patient will show up for their scheduled appointment?<a class="anchor-link" href="#Q4:-Can-having-a-scholarship-be-considered-as-a-factor-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"># percentages of no show patients based on scholarship</span>
<span class="n">no_show_perc_scholarship</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;scholarship&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span>

<span class="c1"># plot a bar chart</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">no_show_perc_scholarship</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="n">no_show_perc_scholarship</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;The Percentages of No Show Patients Based on Scholarship&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;No Scholarship&#39;</span><span class="p">,</span> <span class="s1">&#39;Scholarship&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;No Show Percentage&#39;</span><span class="p">);</span>
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<p>From what's shown, about 24% of patients with scholarship didn't show up for their appointments, while about 20% of patients without scholarship missed their appointments. So, it seems like the patient with a scholarship is more likely to miss the appointment.</p>
<p>So, we can say that having a scholarship could help us to predict if a patient will show up for their scheduled appointment.</p>

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<h3 id="Q5:-Can-the-day-of-the-week-that-the-appointment-on-be-considered-as-a-factor-to-predict-if-a-patient-will-show-up-for-their-scheduled-appointment?">Q5: Can the day of the week that the appointment on be considered as a factor to predict if a patient will show up for their scheduled appointment?<a class="anchor-link" href="#Q5:-Can-the-day-of-the-week-that-the-appointment-on-be-considered-as-a-factor-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"># percentages of no show appointments based on week day</span>
<span class="n">no_show_perc_weekday</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;week_day&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span>

<span class="c1"># plot a line plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">4</span><span class="p">])</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">no_show_perc_weekday</span><span class="o">.</span><span class="n">index</span><span class="p">,</span>  <span class="n">y</span> <span class="o">=</span> <span class="n">no_show_perc_weekday</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;The Percentages of No Show Appointments Based on The Day of The Week&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">6</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">weekday_labels</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Appointment Day&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;No Show Percentage&#39;</span><span class="p">);</span>
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<p>About 23% of appointments on Saturday were missed, making it the most likely day for patients to not show up. followed by Friday with about 21.2% of the appointments in that day patients didn't show up. On the other hand, Thursday with about 19.4% and Wednesday with about 19.7% missed appointments, are the least likely among the other days to have missed appointments. So, we could say that patients are more likely to miss their appointments on weekends and the days that are close to it (Monday, Friday).</p>
<p>So, we can say that the day of the week that the appointment on could help us to predict if a patient will show up for their scheduled appointment.</p>

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<h3 id="Q6:-Can-the-waiting-period-between-scheduled-day-and-appointment-day-be-considered-as-a-factor-to-predict-if-a-patient-will-show-up-for-their-scheduled-appointment?">Q6: Can the waiting period between scheduled day and appointment day be considered as a factor to predict if a patient will show up for their scheduled appointment?<a class="anchor-link" href="#Q6:-Can-the-waiting-period-between-scheduled-day-and-appointment-day-be-considered-as-a-factor-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"># percentages of no show patients based on waiting period</span>
<span class="n">no_show_perc_waiting_period</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;waiting_period&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span>

<span class="c1"># plot a bar chart</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">4</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">no_show_perc_waiting_period</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="n">no_show_perc_waiting_period</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;The Percentages of No Show Patients Based on Waiting Period&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Waiting Period&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;No Show Percentage&#39;</span><span class="p">);</span>
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<p>It's pretty clear that the longer the waiting period is, the more likely the patient will not show up for the appointment.</p>
<p>So, we can say that the waiting period could help us to predict if a patient will show up for their scheduled appointment.</p>

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<h3>Q7: What are the percentages of missed appointments for each special condition <br>(alcoholism, diabetes ... etc) ?</h3>

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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"># total number of special conditions for each patient</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;number_of_cond&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">hipertension</span> <span class="o">+</span> <span class="n">df</span><span class="o">.</span><span class="n">diabetes</span> <span class="o">+</span> <span class="n">df</span><span class="o">.</span><span class="n">alcoholism</span> <span class="o">+</span> <span class="n">df</span><span class="o">.</span><span class="n">handcap</span>

<span class="c1"># empty dictionary </span>
<span class="n">cond_dict</span> <span class="o">=</span> <span class="p">{}</span>

<span class="c1"># percentage of no show patients who suffered from hypertension only</span>
<span class="n">cond_dict</span><span class="p">[</span><span class="s1">&#39;Hypertension&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">number_of_cond</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;hipertension&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
<span class="c1"># percentage of no show patients who suffered from diabetes only</span>
<span class="n">cond_dict</span><span class="p">[</span><span class="s1">&#39;Diabetes&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">number_of_cond</span> <span class="o">&lt;=</span> <span class="mi">1</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="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
<span class="c1"># percentage of no show patients who suffered from alcoholism only</span>
<span class="n">cond_dict</span><span class="p">[</span><span class="s1">&#39;Alcoholism&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">number_of_cond</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;alcoholism&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
<span class="c1"># percentage of no show patients who were handicapped only</span>
<span class="n">cond_dict</span><span class="p">[</span><span class="s1">&#39;Handicapped&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">number_of_cond</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;handcap&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>

<span class="c1"># percentage of no show patients who suffered from multiple conditions</span>
<span class="n">cond_dict</span><span class="p">[</span><span class="s1">&#39;Multiple Conditions&#39;</span><span class="p">]</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">number_of_cond</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">no_show</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span>

<span class="n">cond_dict</span>
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<pre>{&#39;Hypertension&#39;: 17.016760594305786,
 &#39;Diabetes&#39;: 20.3579418344519,
 &#39;Alcoholism&#39;: 21.644120707596255,
 &#39;Handicapped&#39;: 19.497907949790793,
 &#39;Multiple Conditions&#39;: 17.69815418023887}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># convert the dictionary to a pandas series</span>
<span class="n">cond_ser</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">cond_dict</span><span class="p">)</span>
<span class="c1"># sort the values in descending order</span>
<span class="n">cond_ser</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">cond_ser</span>
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<pre>Alcoholism             21.644121
Diabetes               20.357942
Handicapped            19.497908
Multiple Conditions    17.698154
Hypertension           17.016761
dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot a bar chart</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">4</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">cond_ser</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="n">cond_ser</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Percentages of Missed Appointments For Each Special Condition&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;No Show Percentage&#39;</span><span class="p">);</span>
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<p>As shown 21.64% of patients who suffered from alcoholism only didn't show up for their appointments,
20.36% of diabetic patients didn't show up too, and the patients who suffered from multiple conditions 17.70% of them missed their appointments. So, we can say that alcoholics are the most likely to miss their appointments among other patients with special conditions.</p>

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<h2 id="Conclusions-">Conclusions <a id="conclusions" /><a class="anchor-link" href="#Conclusions-">&#182;</a></h2><p>In this project I analyzed <a href='https://www.kaggle.com/joniarroba/noshowappointments' target="_blank">Medical Appointment No Shows Dataset </a> and communicated my findings about it using Python libraries NumPy, pandas, Matplotlib, and seaborn. The dataset contained <strong>110,527</strong> appointments in a period of <strong>40</strong> days, about <strong>20%</strong> of the patients didn't show up for their appointments.</p>
<p>Most patients:</p>
<ul>
<li>Were females.</li>
<li>Were young.</li>
<li>Didn't have a scholarship.</li>
<li>Didn't suffer from any special conditions (alcoholism, diabetes, hypertension, handicap).</li>
<li>Scheduled their appointments on the same day.</li>
<li>Prefered to have their appointments on working days (Monday-Friday) especially Tuesday and Wednesday.</li>
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<h3 id="The-following-questions-were-answerd:">The following questions were answerd:<a class="anchor-link" href="#The-following-questions-were-answerd:">&#182;</a></h3><p><strong>Q1: Highest five neighbourhoods in terms of the number of no-show appointments?</strong></p>
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<thead><tr>
<th style="text-align:center">Neighbourhood</th>
<th style="text-align:center">Number of no-show appointments</th>
</tr>
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<td style="text-align:center">JARDIM CAMBURI</td>
<td style="text-align:center">1,465</td>
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<td style="text-align:center">MARIA ORTIZ</td>
<td style="text-align:center">1,219</td>
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<td style="text-align:center">ITARARÉ</td>
<td style="text-align:center">923</td>
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<td style="text-align:center">RESISTÊNCIA</td>
<td style="text-align:center">905</td>
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<td style="text-align:center">CENTRO</td>
<td style="text-align:center">703</td>
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<p><strong>Q2: Can the gender be considered as a factor to predict if a patient will show up for their scheduled appointment?</strong></p>
<p>The percentages of no show patients based on gender were pretty close.
So, we can say that the gender can't be considered as a factor to predict if a patient will show up for their scheduled appointment.</p>

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<p><strong>Q3: Can the age be considered as a factor to predict if a patient will show up for their scheduled appointment?</strong></p>
<p>Yes, the younger the patient is the more likely he/she is going to miss the appointment. Except the group (0-18) since they probably are accompanied by an adult.</p>

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<p><strong>Q4: Can having a scholarship be considered as a factor to predict if a patient will show up for their scheduled appointment?</strong></p>
<p>Yes, it seems like a patient with a scholarship is more likely to not show up for the appointment.</p>

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<p><strong>Q5: Can the day of the week that the appointment on be considered as a factor to predict if a patient will show up for their scheduled appointment?</strong></p>
<p>Somewhat, it looks like patients are more likely to miss their appointments on weekends and the days that are close to it (Monday, Friday).</p>

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<p><strong>Q6: can the waiting period between scheduled day and appointment day be considered as a factor to predict if a patient will show up for their scheduled appointment?</strong></p>
<p>Yes, the longer the waiting period is, the more likely the patient will not show up for the appointment.</p>

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<p><strong>Q7: What are the percentages of missed appointments for each special condition (alcoholism, diabetes ... etc) ?</strong></p>
<p>we can say that alcoholics are the most likely to miss their appointments among other patients with special conditions.</p>
<table>
<thead><tr>
<th style="text-align:center">Condition</th>
<th style="text-align:center">Percentage of no-show appointments</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:center">Alcoholism only</td>
<td style="text-align:center">21.64%</td>
</tr>
<tr>
<td style="text-align:center">Diabetes only</td>
<td style="text-align:center">20.36%</td>
</tr>
<tr>
<td style="text-align:center">Handicapped only</td>
<td style="text-align:center">19.50%</td>
</tr>
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<td style="text-align:center">Multiple Conditions</td>
<td style="text-align:center">17.70%</td>
</tr>
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<td style="text-align:center">Hypertension only</td>
<td style="text-align:center">17.02%</td>
</tr>
</tbody>
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<h3 id="Limitation:">Limitation:<a class="anchor-link" href="#Limitation:">&#182;</a></h3><ul>
<li>The dataset covers a short period 40 days only, longer period could lead to a better results.</li>
<li>Appointment time wasn't given, which could be very useful.</li>
<li>Dataset description on kaggle wasn't up to date, so some columns values weren't clear until found in disscussion forms. </li>
<li>Recent data would be much better, since 2016 is about 4 years ago and a lot has changed since then.</li>
<li>Covering more than one country would've been better.</li>
</ul>

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<h3 id="References:">References:<a class="anchor-link" href="#References:">&#182;</a></h3><ul>
<li>Several questions on <a href='https://stackoverflow.com' target="_blank">Stack Overflow</a>.</li>
<li><a href='https://pandas.pydata.org/pandas-docs/stable/index.html' target="_blank">pandas documentation</a>.</li>
</ul>

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