Udacity_IPND_DataAnalysisProject.html

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

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

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

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

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

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<h1 id="Outline">Outline<a class="anchor-link" href="#Outline">&#182;</a></h1><h2 id="1.-Environment-Preparation">1. Environment Preparation<a class="anchor-link" href="#1.-Environment-Preparation">&#182;</a></h2><h2 id="2.-Data-Wrangling">2. Data Wrangling<a class="anchor-link" href="#2.-Data-Wrangling">&#182;</a></h2><h2 id="3.-Variable-Data-Analysis">3. Variable Data Analysis<a class="anchor-link" href="#3.-Variable-Data-Analysis">&#182;</a></h2><p>a. Age distribution visualization
   <br>
   b. Analysis of the Data
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   <br>
   c. Texting
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   d. Analysis of the Data
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   e. Men or women visit the doctor more?
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   f. Analysis of the Data
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   g. Sholarship (Brazilain Welfare)
   <br>
   h. Analysis of the Data
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   <br>
   i. Appointments Scheduled by Day of Week
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   j. Analysis of the Data
   <br></p>
<h2 id="4.-Conclusions">4. Conclusions<a class="anchor-link" href="#4.-Conclusions">&#182;</a></h2><h2 id="5.-Resources">5. Resources<a class="anchor-link" href="#5.-Resources">&#182;</a></h2>
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<h1 id="1.-Environment-Preparation">1. Environment Preparation<a class="anchor-link" href="#1.-Environment-Preparation">&#182;</a></h1>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># import required packages</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="kn">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s1">&#39;ignore&#39;</span><span class="p">)</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="c1"># https://www.kaggle.com/somrikbanerjee/predicting-show-up-no-show</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Read in the data file</span>
<span class="n">noshows_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;noshowappointments-kagglev2-may-2016.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># See number of rows and columns</span>
<span class="n">noshows_df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(110527, 14)</pre>
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<h1 id="2.-Data-Wrangling">2. Data Wrangling<a class="anchor-link" href="#2.-Data-Wrangling">&#182;</a></h1>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># get info on the file e.g. data types and counts</span>
<span class="n">noshows_df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 110527 entries, 0 to 110526
Data columns (total 14 columns):
PatientId         110527 non-null float64
AppointmentID     110527 non-null int64
Gender            110527 non-null object
ScheduledDay      110527 non-null object
AppointmentDay    110527 non-null object
Age               110527 non-null int64
Neighbourhood     110527 non-null object
Scholarship       110527 non-null int64
Hipertension      110527 non-null int64
Diabetes          110527 non-null int64
Alcoholism        110527 non-null int64
Handcap           110527 non-null int64
SMS_received      110527 non-null int64
No-show           110527 non-null object
dtypes: float64(1), int64(8), object(5)
memory usage: 11.8+ MB
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Fix typos of column names or to names I like</span>
<span class="n">noshows_df</span> <span class="o">=</span> <span class="n">noshows_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="p">{</span><span class="s1">&#39;Hipertension&#39;</span><span class="p">:</span> <span class="s1">&#39;Hypertension&#39;</span><span class="p">,</span> <span class="s1">&#39;No-show&#39;</span><span class="p">:</span> <span class="s1">&#39;Status&#39;</span><span class="p">,</span> <span class="s1">&#39;Handcap&#39;</span><span class="p">:</span> <span class="s1">&#39;Handicap&#39;</span><span class="p">,</span> <span class="s1">&#39;SMS_received&#39;</span><span class="p">:</span> <span class="s1">&#39;Text&#39;</span><span class="p">})</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Take a look at the data </span>
<span class="n">noshows_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>PatientId</th>
      <th>AppointmentID</th>
      <th>Gender</th>
      <th>ScheduledDay</th>
      <th>AppointmentDay</th>
      <th>Age</th>
      <th>Neighbourhood</th>
      <th>Scholarship</th>
      <th>Hypertension</th>
      <th>Diabetes</th>
      <th>Alcoholism</th>
      <th>Handicap</th>
      <th>Text</th>
      <th>Status</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2.987250e+13</td>
      <td>5642903</td>
      <td>F</td>
      <td>2016-04-29T18:38:08Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>62</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>1</th>
      <td>5.589978e+14</td>
      <td>5642503</td>
      <td>M</td>
      <td>2016-04-29T16:08:27Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>56</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>2</th>
      <td>4.262962e+12</td>
      <td>5642549</td>
      <td>F</td>
      <td>2016-04-29T16:19:04Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>62</td>
      <td>MATA DA PRAIA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>3</th>
      <td>8.679512e+11</td>
      <td>5642828</td>
      <td>F</td>
      <td>2016-04-29T17:29:31Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>8</td>
      <td>PONTAL DE CAMBURI</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>4</th>
      <td>8.841186e+12</td>
      <td>5642494</td>
      <td>F</td>
      <td>2016-04-29T16:07:23Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>56</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># I would like to add day of week to the DataFrame in case I want to do analysis on day of week. </span>
<span class="c1">#You need to convert ScheduledDay to a datetime type</span>
<span class="n">noshows_df</span><span class="p">[</span><span class="s1">&#39;ScheduledDay&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">noshows_df</span><span class="p">[</span><span class="s1">&#39;ScheduledDay&#39;</span><span class="p">])</span>
<span class="n">noshows_df</span><span class="p">[</span><span class="s1">&#39;day_of_week&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">noshows_df</span><span class="p">[</span><span class="s1">&#39;ScheduledDay&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">weekday_name</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Show the  columns</span>
<span class="k">print</span> <span class="n">noshows_df</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([u&#39;PatientId&#39;, u&#39;AppointmentID&#39;, u&#39;Gender&#39;, u&#39;ScheduledDay&#39;,
       u&#39;AppointmentDay&#39;, u&#39;Age&#39;, u&#39;Neighbourhood&#39;, u&#39;Scholarship&#39;,
       u&#39;Hypertension&#39;, u&#39;Diabetes&#39;, u&#39;Alcoholism&#39;, u&#39;Handicap&#39;, u&#39;Text&#39;,
       u&#39;Status&#39;, u&#39;day_of_week&#39;],
      dtype=&#39;object&#39;)
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Take a look at a few records</span>
<span class="n">noshows_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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        vertical-align: top;
    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <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>Hypertension</th>
      <th>Diabetes</th>
      <th>Alcoholism</th>
      <th>Handicap</th>
      <th>Text</th>
      <th>Status</th>
      <th>day_of_week</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2.987250e+13</td>
      <td>5642903</td>
      <td>F</td>
      <td>2016-04-29 18:38:08</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>
      <td>Friday</td>
    </tr>
    <tr>
      <th>1</th>
      <td>5.589978e+14</td>
      <td>5642503</td>
      <td>M</td>
      <td>2016-04-29 16:08:27</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>
      <td>Friday</td>
    </tr>
    <tr>
      <th>2</th>
      <td>4.262962e+12</td>
      <td>5642549</td>
      <td>F</td>
      <td>2016-04-29 16:19:04</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>
      <td>Friday</td>
    </tr>
    <tr>
      <th>3</th>
      <td>8.679512e+11</td>
      <td>5642828</td>
      <td>F</td>
      <td>2016-04-29 17:29:31</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>
      <td>Friday</td>
    </tr>
    <tr>
      <th>4</th>
      <td>8.841186e+12</td>
      <td>5642494</td>
      <td>F</td>
      <td>2016-04-29 16:07:23</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>
      <td>Friday</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Take a look at the data and see if you see any outliers</span>

<span class="k">print</span><span class="p">(</span><span class="s1">&#39;Gender:&#39;</span><span class="p">,</span><span class="nb">sorted</span><span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Gender</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;Age:&#39;</span><span class="p">,</span><span class="nb">sorted</span><span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Age</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;Scholarship:&#39;</span><span class="p">,</span><span class="nb">sorted</span><span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Scholarship</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;Hypertension:&#39;</span><span class="p">,</span><span class="nb">sorted</span><span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Hypertension</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;Diabetes:&#39;</span><span class="p">,</span><span class="nb">sorted</span><span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Diabetes</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;Alcoholism:&#39;</span><span class="p">,</span><span class="nb">sorted</span><span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Alcoholism</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;Handicap:&#39;</span><span class="p">,</span><span class="nb">sorted</span><span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Handicap</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;Text Sent:&#39;</span><span class="p">,</span><span class="nb">sorted</span><span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Text</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;Status:&#39;</span><span class="p">,</span><span class="nb">sorted</span><span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Status</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s1">&#39;Day of Week:&#39;</span><span class="p">,</span><span class="nb">sorted</span><span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">day_of_week</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>(&#39;Gender:&#39;, [&#39;F&#39;, &#39;M&#39;])

(&#39;Age:&#39;, [-1, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 102, 115])

(&#39;Scholarship:&#39;, [0, 1])

(&#39;Hypertension:&#39;, [0, 1])

(&#39;Diabetes:&#39;, [0, 1])

(&#39;Alcoholism:&#39;, [0, 1])

(&#39;Handicap:&#39;, [0, 1, 2, 3, 4])

(&#39;Text Sent:&#39;, [0, 1])

(&#39;Status:&#39;, [&#39;No&#39;, &#39;Yes&#39;])

(&#39;Day of Week:&#39;, [&#39;Friday&#39;, &#39;Monday&#39;, &#39;Saturday&#39;, &#39;Thursday&#39;, &#39;Tuesday&#39;, &#39;Wednesday&#39;])
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Clean up Age Remove negative age -1 and keep the data set between 1 and 99</span>
<span class="n">noshows_df</span> <span class="o">=</span> <span class="n">noshows_df</span><span class="p">[(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Age</span> <span class="o">&gt;=</span> <span class="mi">1</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Age</span> <span class="o">&lt;=</span> <span class="mi">99</span><span class="p">)]</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Number of rows and columns were (110527, 14) before data wrangling</span>
<span class="c1"># Removed rows that had ages =&lt; 0 and &gt; 99</span>
<span class="c1"># Added column day_of_week</span>
<span class="n">noshows_df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(106976, 15)</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Counts of no shows - Yes is the number of no shows</span>
<span class="n">noshows_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;Status&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
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<pre>Status
No     85299
Yes    21677
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Plot the no-show (Status) colun</span>
<span class="c1"># Yes is the number of no-shows</span>
<span class="n">my_plot</span> <span class="o">=</span> <span class="n">noshows_df</span><span class="p">[</span><span class="s1">&#39;Status&#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">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="n">title</span><span class="o">=</span><span class="s2">&quot;Counts of No-shows (Yes) and Shows (No)&quot;</span><span class="p">)</span>
<span class="n">my_plot</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Status&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">my_plot</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Count&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<h1 id="Analysis">Analysis<a class="anchor-link" href="#Analysis">&#182;</a></h1><p>About 20 percent (22,316/110,515) are no-shows.</p>

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<h1 id="3.-Variable-Data-Analysis">3. Variable Data Analysis<a class="anchor-link" href="#3.-Variable-Data-Analysis">&#182;</a></h1>
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<h1 id="Analysis-(1)-Age-distribution-visualization">Analysis (1) Age distribution visualization<a class="anchor-link" href="#Analysis-(1)-Age-distribution-visualization">&#182;</a></h1>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Visualizatiion of age distribution</span>

<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;darkgrid&quot;</span><span class="p">)</span>
<span class="n">bins</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">6</span><span class="p">,</span><span class="mi">12</span><span class="p">,</span><span class="mi">18</span><span class="p">,</span><span class="mi">40</span><span class="p">,</span><span class="mi">65</span><span class="p">,</span><span class="mi">99</span><span class="p">]</span>
<span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;0-2&quot;</span><span class="p">,</span><span class="s2">&quot;2-6&quot;</span><span class="p">,</span><span class="s2">&quot;6-12&quot;</span><span class="p">,</span><span class="s2">&quot;12-18&quot;</span><span class="p">,</span><span class="s2">&quot;18-40&quot;</span><span class="p">,</span> <span class="s2">&quot;40-65&quot;</span><span class="p">,</span><span class="s2">&quot;66-99&quot;</span><span class="p">]</span>

<span class="n">age_cat</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">noshows_df</span><span class="o">.</span><span class="n">Age</span><span class="p">,</span><span class="n">bins</span><span class="p">,</span><span class="n">labels</span><span class="o">=</span><span class="n">labels</span><span class="p">)</span>
<span class="n">noshows_df</span><span class="p">[</span><span class="s1">&#39;Age_cat&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">age_cat</span>

<span class="n">groups</span> <span class="o">=</span> <span class="n">noshows_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;Age_cat&#39;</span><span class="p">])</span>
<span class="n">gps</span> <span class="o">=</span> <span class="n">groups</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="n">age_dist</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">gps</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">tolist</span><span class="p">(),</span> <span class="n">y</span><span class="o">=</span><span class="n">gps</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
<span class="n">age_dist</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xlabel</span> <span class="o">=</span> <span class="s1">&#39;Age&#39;</span><span class="p">,</span> <span class="n">ylabel</span> <span class="o">=</span> <span class="s1">&#39;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h1 id="Recap-of--Analysis-(1)-Age-distribution-visualization">Recap of  Analysis (1) Age distribution visualization<a class="anchor-link" href="#Recap-of--Analysis-(1)-Age-distribution-visualization">&#182;</a></h1>
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<p>The highest percentage of patients is between the age of 40 to 65. The majority of patients are between ages 18 and 65.</p>

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<h1 id="Analysis-(2)-Does-texting-decrease-no-shows?">Analysis (2) Does texting decrease no-shows?<a class="anchor-link" href="#Analysis-(2)-Does-texting-decrease-no-shows?">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Look at the number of patients texted</span>
<span class="n">noshows_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;Text&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
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<pre>Text
0    72393
1    34583
dtype: int64</pre>
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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Look at texting and no-shows</span>
<span class="n">noshows_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;Text&#39;</span><span class="p">,</span> <span class="s1">&#39;Status&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
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<pre>Text  Status
0     No        60284
      Yes       12109
1     No        25015
      Yes        9568
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Get an initial feel of the data with crosstab</span>
<span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">noshows_df</span><span class="p">[</span><span class="s2">&quot;Text&quot;</span><span class="p">],</span> <span class="n">noshows_df</span><span class="p">[</span><span class="s2">&quot;Status&quot;</span><span class="p">],</span><span class="n">margins</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
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      <th>Status</th>
      <th>No</th>
      <th>Yes</th>
      <th>All</th>
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      <th>Text</th>
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      <th>0</th>
      <td>60284</td>
      <td>12109</td>
      <td>72393</td>
    </tr>
    <tr>
      <th>1</th>
      <td>25015</td>
      <td>9568</td>
      <td>34583</td>
    </tr>
    <tr>
      <th>All</th>
      <td>85299</td>
      <td>21677</td>
      <td>106976</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Show percentages looking at rows</span>
<span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">noshows_df</span><span class="p">[</span><span class="s2">&quot;Text&quot;</span><span class="p">],</span> <span class="n">noshows_df</span><span class="p">[</span><span class="s2">&quot;Status&quot;</span><span class="p">],</span> <span class="n">normalize</span><span class="o">=</span><span class="s1">&#39;index&#39;</span><span class="p">)</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>Status</th>
      <th>No</th>
      <th>Yes</th>
    </tr>
    <tr>
      <th>Text</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.832732</td>
      <td>0.167268</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.723332</td>
      <td>0.276668</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Show percentages looking at columns</span>
<span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">noshows_df</span><span class="p">[</span><span class="s2">&quot;Text&quot;</span><span class="p">],</span> <span class="n">noshows_df</span><span class="p">[</span><span class="s2">&quot;Status&quot;</span><span class="p">],</span> <span class="n">normalize</span><span class="o">=</span><span class="s1">&#39;columns&#39;</span><span class="p">)</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>Status</th>
      <th>No</th>
      <th>Yes</th>
    </tr>
    <tr>
      <th>Text</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>0.706737</td>
      <td>0.558611</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.293263</td>
      <td>0.441389</td>
    </tr>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Make a Panda Series of the groupby data</span>
<span class="n">grouped</span> <span class="o">=</span> <span class="n">noshows_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;Text&#39;</span><span class="p">,</span> <span class="s1">&#39;Status&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="n">grouped</span>
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<pre>Text  Status
0     No        60284
      Yes       12109
1     No        25015
      Yes        9568
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Barplot visualization of the data</span>

<span class="n">my_plot</span> <span class="o">=</span> <span class="n">grouped</span><span class="o">.</span><span class="n">unstack</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="n">stacked</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span><span class="n">title</span><span class="o">=</span><span class="s2">&quot;By Text, Status&quot;</span><span class="p">)</span>
<span class="n">my_plot</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Status&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">my_plot</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Text&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h1 id="Recap-of-Analysis-(2)-Does-texting-decrease-no-shows?">Recap of Analysis (2) Does texting decrease no-shows?<a class="anchor-link" href="#Recap-of-Analysis-(2)-Does-texting-decrease-no-shows?">&#182;</a></h1><p>The answer appears no, texting does not decrease the number of no-shows. From the plot, the percentages look very similar for the number of no-shows of people who received a text and people who did not received the text.</p>
<p>In addition, the precetnage actaully goes up for no-shows when texting.</p>
<p>Finally, about 68% percent did not receive a text. This would be interesting to explore further of why? Is it because majority of people do not have cell phones? The hospital does not have good or detail information on their patients?</p>

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<h1 id="Analysis-(3)-Who-visits-the-the-doctor-more-(men-or-women)?">Analysis (3) Who visits the the doctor more (men or women)?<a class="anchor-link" href="#Analysis-(3)-Who-visits-the-the-doctor-more-(men-or-women)?">&#182;</a></h1>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Look at the number of male and female patients</span>
<span class="n">noshows_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">size</span><span class="p">()</span>
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<pre>Gender
F    70109
M    36867
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Look at gender and no-shows</span>
<span class="n">noshows_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="s1">&#39;Status&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
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<pre>Gender  Status
F       No        55837
        Yes       14272
M       No        29462
        Yes        7405
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Visualization of males and females that went to their appointments by age</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">noshows_df</span><span class="p">[</span><span class="n">noshows_df</span><span class="o">.</span><span class="n">Status</span> <span class="o">==</span> <span class="s1">&#39;No&#39;</span><span class="p">]</span>
<span class="n">range_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span>
<span class="n">range_df</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
<span class="n">men</span> <span class="o">=</span> <span class="n">range_df</span><span class="o">.</span><span class="n">Age</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">[(</span><span class="n">df</span><span class="o">.</span><span class="n">Age</span> <span class="o">==</span> <span class="n">x</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">Gender</span> <span class="o">==</span> <span class="s1">&#39;M&#39;</span><span class="p">)]))</span>
<span class="n">women</span> <span class="o">=</span> <span class="n">range_df</span><span class="o">.</span><span class="n">Age</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">[(</span><span class="n">df</span><span class="o">.</span><span class="n">Age</span> <span class="o">==</span> <span class="n">x</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">Gender</span> <span class="o">==</span> <span class="s1">&#39;F&#39;</span><span class="p">)]))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">),</span><span class="n">men</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">),</span><span class="n">women</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;M&#39;</span><span class="p">,</span><span class="s1">&#39;F&#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&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Who visits the doctor more - men or women?&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<h1 id="Recap-of-Analysis-(3)-Who-visits-the-the-doctor-more-(men-or-women)?">Recap of Analysis (3) Who visits the the doctor more (men or women)?<a class="anchor-link" href="#Recap-of-Analysis-(3)-Who-visits-the-the-doctor-more-(men-or-women)?">&#182;</a></h1><p>Men and women visit at the same rate until the age of 14/15. However, after this age, women almost double the doctor visits to men.</p>

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<h1 id="Analysis-(4)-Are-Scholarship-(Brazilian-welfare)-patients-higher-no-shows?">Analysis (4) Are Scholarship (Brazilian welfare) patients higher no-shows?<a class="anchor-link" href="#Analysis-(4)-Are-Scholarship-(Brazilian-welfare)-patients-higher-no-shows?">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[26]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Look at the number of welfare patients</span>
<span class="n">noshows_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">size</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[26]:</div>


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<pre>Scholarship
0    96167
1    10809
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Look at thee nuumber of welfare patients and the number of no-shows</span>
<span class="n">noshows_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="s1">&#39;Status&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
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<pre>Scholarship  Status
0            No        77061
             Yes       19106
1            No         8238
             Yes        2571
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Get an initial feel of the data with crosstab</span>
<span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">noshows_df</span><span class="p">[</span><span class="s2">&quot;Scholarship&quot;</span><span class="p">],</span> <span class="n">noshows_df</span><span class="p">[</span><span class="s2">&quot;Status&quot;</span><span class="p">],</span><span class="n">margins</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
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    }

    .dataframe thead th {
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th>Status</th>
      <th>No</th>
      <th>Yes</th>
      <th>All</th>
    </tr>
    <tr>
      <th>Scholarship</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
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      <th>0</th>
      <td>77061</td>
      <td>19106</td>
      <td>96167</td>
    </tr>
    <tr>
      <th>1</th>
      <td>8238</td>
      <td>2571</td>
      <td>10809</td>
    </tr>
    <tr>
      <th>All</th>
      <td>85299</td>
      <td>21677</td>
      <td>106976</td>
    </tr>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Show percentages looking at rows</span>
<span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">noshows_df</span><span class="p">[</span><span class="s2">&quot;Scholarship&quot;</span><span class="p">],</span> <span class="n">noshows_df</span><span class="p">[</span><span class="s2">&quot;Status&quot;</span><span class="p">],</span> <span class="n">normalize</span><span class="o">=</span><span class="s1">&#39;index&#39;</span><span class="p">)</span>
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      <th>Status</th>
      <th>No</th>
      <th>Yes</th>
    </tr>
    <tr>
      <th>Scholarship</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
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      <th>0</th>
      <td>0.801325</td>
      <td>0.198675</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.762143</td>
      <td>0.237857</td>
    </tr>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Make a Panda Series of the groupby data</span>
<span class="n">grouped</span> <span class="o">=</span> <span class="n">noshows_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="s1">&#39;Status&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="n">grouped</span>
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<pre>Scholarship  Status
0            No        77061
             Yes       19106
1            No         8238
             Yes        2571
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Visualization of the welfare data and no-shows</span>

<span class="n">my_plot</span> <span class="o">=</span> <span class="n">grouped</span><span class="o">.</span><span class="n">unstack</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="n">stacked</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span><span class="n">title</span><span class="o">=</span><span class="s2">&quot;By Scholarship, Status&quot;</span><span class="p">)</span>
<span class="n">my_plot</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Status&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">my_plot</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Scholarship&quot;</span><span class="p">)</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gcf</span><span class="p">()</span>
<span class="n">fig</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[32]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Pie Chart visualization </span>
<span class="n">grouped</span> <span class="o">=</span> <span class="n">noshows_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="s1">&#39;Status&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;No Schoalrship - Showed Up&quot;</span><span class="p">,</span> <span class="s2">&quot;No Scholarship - No Show&quot;</span><span class="p">,</span> <span class="s2">&quot;Schoalrship - Showed Up&quot;</span><span class="p">,</span> <span class="s2">&quot;Scholarship - No Show&quot;</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">grouped</span><span class="p">,</span> <span class="n">labels</span> <span class="o">=</span> <span class="n">labels</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="c1">#fig.set_title(&quot;Hello&quot;)</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gcf</span><span class="p">()</span>
<span class="n">fig</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">8</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Percentages of Welfare and Not Welfare Patients No-shows and Shows&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>


<span class="c1">#my_plot = noshows_df[&#39;Status&#39;].value_counts().plot(kind=&#39;bar&#39;,title=&quot;Counts of No-shows (Yes) and Shows (No)&quot;)</span>
<span class="c1">#my_plot.set_xlabel(&quot;Status&quot;)</span>
<span class="c1">#plt.xticks(rotation=0)</span>
<span class="c1">#my_plot.set_ylabel(&quot;Count&quot;)</span>
<span class="c1">#plt.show()</span>
</pre></div>

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<h1 id="Recap-of-Analysis-(4)-Are-Scholarship-(Brazilian-welfare)-patients-higher-no-shows?">Recap of Analysis (4) Are Scholarship (Brazilian welfare) patients higher no-shows?<a class="anchor-link" href="#Recap-of-Analysis-(4)-Are-Scholarship-(Brazilian-welfare)-patients-higher-no-shows?">&#182;</a></h1><p>It appears welfare patients have a little higher percentage (4% =&gt; 24% to 20%) of no shows compared to non-welfare patients.
In addition, the pie chart shows that welfare no-shows made a up a very small percentage of no-shows.</p>
<p>Finally, welfare patients made up about 10% of the total patients.</p>

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<h1 id="Analysis-(5)-Appointments-Scheduled-by-Day-of-Week">Analysis (5) Appointments Scheduled by Day of Week<a class="anchor-link" href="#Analysis-(5)-Appointments-Scheduled-by-Day-of-Week">&#182;</a></h1>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Gget counts of appointments by day of week</span>
<span class="n">grouped</span> <span class="o">=</span> <span class="n">noshows_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;day_of_week&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="n">grouped</span>
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<pre>day_of_week
Friday       18372
Monday       22242
Saturday        22
Thursday     17518
Tuesday      25278
Wednesday    23544
dtype: int64</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Bar plot by day of week</span>
<span class="n">my_plot</span> <span class="o">=</span> <span class="n">noshows_df</span><span class="p">[</span><span class="s1">&#39;day_of_week&#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">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="n">title</span><span class="o">=</span><span class="s2">&quot;Count of Appointments by Day&quot;</span><span class="p">)</span>
<span class="n">my_plot</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Day of Week&quot;</span><span class="p">)</span>
<span class="n">my_plot</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Count&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h1 id="Recap-of-Analysis-(5)-Appointments-Scheduled-by-Day-of-Week">Recap of Analysis (5) Appointments Scheduled by Day of Week<a class="anchor-link" href="#Recap-of-Analysis-(5)-Appointments-Scheduled-by-Day-of-Week">&#182;</a></h1><p>Tuesday had the most scheduled appointments and Thursday had the lowest number of appointments during the week.
There appears to be no appointments on Sundays and an extremely low number of appointments on Saturdays.</p>

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<h1 id="(4)-Conclusions">(4) Conclusions<a class="anchor-link" href="#(4)-Conclusions">&#182;</a></h1><p><b>Data Quality</b></p>
<p>The data quality was not that bad. The biggest data issue I saw was in the Age data where there was negative numbers, zeros, and some very high numbers like 102 and 115. I did remove 3,551 of these records from the data set.</p>
<p>Finally, there were several column name typos that I fixed.</p>
<p><b>Findings</b></p>
<p>I was surprised in each analysis!</p>
<p>In the age distribution, my initial "guess" was that there would be more patients in the 66-99 category. It usually seems as you get older there is more of a need to visit the doctor. That is why you to do analysis on the data! :-)</p>
<p>I really thought texting would help decrease no-shows. However, almost 70% percent of the patients did not receive the text. I still think this is worth trying if possible and if it is not too costly.</p>
<p>It was extremely interesting to see how much more women visited the doctor compared to men. Why is that? Is it because women are better about getting checked out? Is it because men are more scared of doctors? LOL :-) Is it because women go through more changes in their bodies like pregnancy?</p>
<p>For the welfare and no-shows status, I thought before doing the analysis, welfare patients would have a higher percentage of no-shows. Is that me applying a stereotype? Was it such a low percentage (4%) because only 10% of the data set were on welfare?</p>
<p>Finally, the day of week and number of appointments surprised me in the fact there were 22 appointments on Saturday.
Why? Are these emergencies? Other than this, it did not shock me that the beginning of the week (Monday, Tuesday, Wednesday) had more appointments than the end of the week (Thursday, Friday).</p>
<p><b>The more you think and look at the data, the more questions you have! That is why data analysis is so much fun!</b></p>

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<h1 id="(5)-RESOURCES">(5) RESOURCES<a class="anchor-link" href="#(5)-RESOURCES">&#182;</a></h1>
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<h1 id="BOOK-RESOURCES">BOOK RESOURCES<a class="anchor-link" href="#BOOK-RESOURCES">&#182;</a></h1><p>(1) McKinney, Wes. (2018). Python for Data Analysis. Sebastopol, CA. O'Reilly Media. Inc.
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(2) VanderPlas, Jake. (2017 Python Data Science Handbooks. Sebastopol, CA. O'Reilly Media. Inc.</p>

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<h1 id="TRAINING--RESOURCES">TRAINING  RESOURCES<a class="anchor-link" href="#TRAINING--RESOURCES">&#182;</a></h1><p>(1) Udacity, Intro to Programming, <a href="https://www.udacity.com/course/intro-to-programming-nanodegree--nd000">https://www.udacity.com/course/intro-to-programming-nanodegree--nd000</a>
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(2) Udemy, Python A-Z™: Python For Data Science With Real Exercises!, <a href="https://www.udemy.com/python-coding/">https://www.udemy.com/python-coding/</a></p>

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<h1 id="WEB-RESOURCES">WEB RESOURCES<a class="anchor-link" href="#WEB-RESOURCES">&#182;</a></h1><p>(01)  <a href="https://www.abgoswam.wordpress.com/2015/12/01/pandas-groupby-using-2-columns-visualize-using-bar-plot/">https://www.abgoswam.wordpress.com/2015/12/01/pandas-groupby-using-2-columns-visualize-using-bar-plot/</a>
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(02)  <a href="https://www.analyticsvidhya.com/blog/2016/01/12-pandas-techniques-python-data-manipulation/">https://www.analyticsvidhya.com/blog/2016/01/12-pandas-techniques-python-data-manipulation/</a>
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(03)  <a href="https://www.kaggle.com/drgilermo/gender-based-patterns">https://www.kaggle.com/drgilermo/gender-based-patterns</a>
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(04)  <a href="https://www.kaggle.com/jfgobin/basic-visualisation-and-prediction">https://www.kaggle.com/jfgobin/basic-visualisation-and-prediction</a>
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(05)  <a href="https://www.kaggle.com/residentmario/univariate-plotting-with-pandas">https://www.kaggle.com/residentmario/univariate-plotting-with-pandas</a>
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(06)  <a href="https://www.kaggle.com/somrikbanerjee/predicting-show-up-no-show">https://www.kaggle.com/somrikbanerjee/predicting-show-up-no-show</a>
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(07)  <a href="https://www.kaggle.com/thestats/analyzing-the-no-show">https://www.kaggle.com/thestats/analyzing-the-no-show</a>
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(08)  <a href="https://miamioh.instructure.com/courses/38817/pages/creating-graphical-displays">https://miamioh.instructure.com/courses/38817/pages/creating-graphical-displays</a>
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(09)  <a href="https://stackoverflow.com">https://stackoverflow.com</a>
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(10) <a href="https://stackoverflow.com/questions/31632637/label-axes-on-seaborn-barplot">https://stackoverflow.com/questions/31632637/label-axes-on-seaborn-barplot</a></p>

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