Project_Stat.html

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<title>Project_Stat</title>

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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 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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<div class="prompt input_prompt">In&nbsp;[125]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<p><span style="color:green;font-weight:bold; font-size:3em"> Read the data as a data frame<span></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">insur</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;D:/Python_Files_Data/insurance.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">insur</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>age</th>
      <th>sex</th>
      <th>bmi</th>
      <th>children</th>
      <th>smoker</th>
      <th>region</th>
      <th>charges</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>19</td>
      <td>female</td>
      <td>27.900</td>
      <td>0</td>
      <td>yes</td>
      <td>southwest</td>
      <td>16884.92400</td>
    </tr>
    <tr>
      <th>1</th>
      <td>18</td>
      <td>male</td>
      <td>33.770</td>
      <td>1</td>
      <td>no</td>
      <td>southeast</td>
      <td>1725.55230</td>
    </tr>
    <tr>
      <th>2</th>
      <td>28</td>
      <td>male</td>
      <td>33.000</td>
      <td>3</td>
      <td>no</td>
      <td>southeast</td>
      <td>4449.46200</td>
    </tr>
    <tr>
      <th>3</th>
      <td>33</td>
      <td>male</td>
      <td>22.705</td>
      <td>0</td>
      <td>no</td>
      <td>northwest</td>
      <td>21984.47061</td>
    </tr>
    <tr>
      <th>4</th>
      <td>32</td>
      <td>male</td>
      <td>28.880</td>
      <td>0</td>
      <td>no</td>
      <td>northwest</td>
      <td>3866.85520</td>
    </tr>
  </tbody>
</table>
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<p><span style="color:green;font-weight:bold; font-size:3em">EDA - shape &amp; type of Data<span></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">insur</span><span class="o">.</span><span class="n">shape</span>
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<pre>(1338, 7)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">insur</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: 1338 entries, 0 to 1337
Data columns (total 7 columns):
 #   Column    Non-Null Count  Dtype  
---  ------    --------------  -----  
 0   age       1338 non-null   int64  
 1   sex       1338 non-null   object 
 2   bmi       1338 non-null   float64
 3   children  1338 non-null   int64  
 4   smoker    1338 non-null   object 
 5   region    1338 non-null   object 
 6   charges   1338 non-null   float64
dtypes: float64(2), int64(2), object(3)
memory usage: 73.3+ KB
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<p><span style="color:green;font-weight:bold; font-size:3em"> EDA - Checking the presence of missing values<span></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">insur</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>age         0
sex         0
bmi         0
children    0
smoker      0
region      0
charges     0
dtype: int64</pre>
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<p><span style="color:green;font-weight:bold; font-size:3em"> EDA - 5 point summary of numerical attributes<span></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">insur</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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    .dataframe tbody tr th:only-of-type {
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        vertical-align: top;
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    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>age</th>
      <th>bmi</th>
      <th>children</th>
      <th>charges</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>1338.000000</td>
      <td>1338.000000</td>
      <td>1338.000000</td>
      <td>1338.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>39.207025</td>
      <td>30.663397</td>
      <td>1.094918</td>
      <td>13270.422265</td>
    </tr>
    <tr>
      <th>std</th>
      <td>14.049960</td>
      <td>6.098187</td>
      <td>1.205493</td>
      <td>12110.011237</td>
    </tr>
    <tr>
      <th>min</th>
      <td>18.000000</td>
      <td>15.960000</td>
      <td>0.000000</td>
      <td>1121.873900</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>27.000000</td>
      <td>26.296250</td>
      <td>0.000000</td>
      <td>4740.287150</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>39.000000</td>
      <td>30.400000</td>
      <td>1.000000</td>
      <td>9382.033000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>51.000000</td>
      <td>34.693750</td>
      <td>2.000000</td>
      <td>16639.912515</td>
    </tr>
    <tr>
      <th>max</th>
      <td>64.000000</td>
      <td>53.130000</td>
      <td>5.000000</td>
      <td>63770.428010</td>
    </tr>
  </tbody>
</table>
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<p><span style="color:green;font-weight:bold; font-size:3em"> EDA - Distribution of ‘bmi’, ‘age’ and ‘charges’ columns<span></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">font</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;family&#39;</span><span class="p">:</span> <span class="s1">&#39;serif&#39;</span><span class="p">,</span>
        <span class="s1">&#39;color&#39;</span><span class="p">:</span>  <span class="s1">&#39;darkred&#39;</span><span class="p">,</span>
        <span class="s1">&#39;weight&#39;</span><span class="p">:</span> <span class="s1">&#39;normal&#39;</span><span class="p">,</span>
        <span class="s1">&#39;size&#39;</span><span class="p">:</span> <span class="mi">16</span><span class="p">,</span>
        <span class="p">}</span>

<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">],</span><span class="n">bins</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;AGE&#39;</span><span class="p">,</span> <span class="n">fontdict</span><span class="o">=</span><span class="n">font</span><span class="p">)</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;bmi&#39;</span><span class="p">],</span><span class="n">bins</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;BMI&#39;</span><span class="p">,</span> <span class="n">fontdict</span><span class="o">=</span><span class="n">font</span><span class="p">)</span>


<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;charges&#39;</span><span class="p">],</span><span class="n">bins</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;CHARGES&#39;</span><span class="p">,</span> <span class="n">fontdict</span><span class="o">=</span><span class="n">font</span><span class="p">)</span>
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<pre>Text(0.5, 1.0, &#39;CHARGES&#39;)</pre>
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<h2 id="Note:-">Note:-<a class="anchor-link" href="#Note:-">&#182;</a></h2><ul>
<li><p>Here we can see that only "BMI" data has normal distribution.</p>
</li>
<li><p>"CHARGES" columns seems to be positivey skewed.</p>
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<li><p>"AGE" column seems to be flat.</p>
</li>
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<p><span style="color:green;font-weight:bold; font-size:3em"> EDA - Measure of skewness of ‘bmi’, ‘age’ and ‘charges’ columns<span></p>

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<div class="prompt input_prompt">In&nbsp;[133]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">m</span><span class="o">=</span><span class="p">[]</span>             <span class="c1">#List of Means</span>
<span class="n">mo_de</span><span class="o">=</span><span class="p">[]</span>         <span class="c1">#List of Modes</span>
<span class="n">med_ian</span><span class="o">=</span><span class="p">[]</span>       <span class="c1">#List of Medians</span>
<span class="n">IQR</span><span class="o">=</span><span class="p">[]</span>           <span class="c1">#List of IQR Values</span>
<span class="n">NumData</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">,</span><span class="s1">&#39;bmi&#39;</span><span class="p">,</span><span class="s1">&#39;charges&#39;</span><span class="p">]</span>  <span class="c1">#Creating a List of Numerical Data</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">NumData</span><span class="p">)):</span>
      <span class="n">a</span> <span class="o">=</span> <span class="n">insur</span><span class="p">[</span><span class="n">NumData</span><span class="p">[</span><span class="n">x</span><span class="p">]]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
      <span class="n">m</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>

<span class="n">m</span>
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    <div class="prompt output_prompt">Out[134]:</div>


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<pre>[39.20702541106129, 30.663396860986538, 13270.422265141257]</pre>
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<div class="prompt input_prompt">In&nbsp;[135]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">NumData</span><span class="p">)):</span>
       <span class="n">b</span> <span class="o">=</span> <span class="n">insur</span><span class="p">[</span><span class="n">NumData</span><span class="p">[</span><span class="n">x</span><span class="p">]]</span><span class="o">.</span><span class="n">mode</span><span class="p">()</span>
       <span class="n">mo_de</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">b</span><span class="p">)</span>
    
<span class="n">mo_de</span>
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<pre>[0    18
 dtype: int64,
 0    32.3
 dtype: float64,
 0    1639.5631
 dtype: float64]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">NumData</span><span class="p">)):</span>
       <span class="n">c</span> <span class="o">=</span> <span class="n">insur</span><span class="p">[</span><span class="n">NumData</span><span class="p">[</span><span class="n">x</span><span class="p">]]</span><span class="o">.</span><span class="n">median</span><span class="p">()</span>
       <span class="n">med_ian</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
    
<span class="n">med_ian</span>
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<pre>[39.0, 30.4, 9382.033]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">NumData</span><span class="p">)):</span>
      <span class="n">p</span> <span class="o">=</span><span class="p">(</span><span class="n">insur</span><span class="p">[</span><span class="n">NumData</span><span class="p">[</span><span class="n">x</span><span class="p">]]</span><span class="o">.</span><span class="n">quantile</span><span class="p">(</span><span class="mf">0.75</span><span class="p">))</span><span class="o">-</span><span class="p">(</span><span class="n">insur</span><span class="p">[</span><span class="n">NumData</span><span class="p">[</span><span class="n">x</span><span class="p">]]</span><span class="o">.</span><span class="n">quantile</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>
      <span class="n">IQR</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>

<span class="n">IQR</span>
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<pre>[24.0, 8.3975, 11899.625365]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">attribute_list</span><span class="o">=</span><span class="p">[</span><span class="n">m</span><span class="p">,</span><span class="n">med_ian</span><span class="p">,</span><span class="n">IQR</span><span class="p">]</span>          <span class="c1">#Forming a list of list for converting to DataFrame</span>
<span class="n">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">attribute_list</span><span class="p">)</span>       <span class="c1">#converting a list of list into DataFrame</span>
<span class="n">dispersion</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">transpose</span><span class="p">()</span>             <span class="c1">#converting a dataframe into its transpose as the desired result demands</span>
<span class="n">dispersion</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Mean&#39;</span><span class="p">,</span><span class="s1">&#39;Median&#39;</span><span class="p">,</span><span class="s1">&#39;IQR&#39;</span><span class="p">]</span> <span class="c1"># Naming the columns</span>
<span class="n">dispersion</span><span class="p">[</span><span class="s1">&#39;NumAttributes&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">NumData</span>        <span class="c1">#adding one more column to to DataFrame to set new index</span>
<span class="n">dispersion</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;NumAttributes&#39;</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="c1">#setting the recently added column as new index</span>
<span class="n">dispersion</span>
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>Mean</th>
      <th>Median</th>
      <th>IQR</th>
    </tr>
    <tr>
      <th>NumAttributes</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
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    <tr>
      <th>age</th>
      <td>39.207025</td>
      <td>39.000</td>
      <td>24.000000</td>
    </tr>
    <tr>
      <th>bmi</th>
      <td>30.663397</td>
      <td>30.400</td>
      <td>8.397500</td>
    </tr>
    <tr>
      <th>charges</th>
      <td>13270.422265</td>
      <td>9382.033</td>
      <td>11899.625365</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">skew_ness</span><span class="o">=</span><span class="p">[]</span>
<span class="n">NumData</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">,</span><span class="s1">&#39;bmi&#39;</span><span class="p">,</span><span class="s1">&#39;charges&#39;</span><span class="p">]</span>  <span class="c1">#List of Numerical Data</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">NumData</span><span class="p">)):</span>
       <span class="n">c</span> <span class="o">=</span> <span class="n">insur</span><span class="p">[</span><span class="n">NumData</span><span class="p">[</span><span class="n">x</span><span class="p">]]</span><span class="o">.</span><span class="n">skew</span><span class="p">()</span>
       <span class="n">skew_ness</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
    
<span class="n">skew_ness</span>
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<pre>[0.05567251565299186, 0.2840471105987448, 1.5158796580240388]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dispersion</span><span class="p">[</span><span class="s1">&#39;Skewness&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">skew_ness</span>
<span class="n">dispersion</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Mean</th>
      <th>Median</th>
      <th>IQR</th>
      <th>Skewness</th>
    </tr>
    <tr>
      <th>NumAttributes</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>age</th>
      <td>39.207025</td>
      <td>39.000</td>
      <td>24.000000</td>
      <td>0.055673</td>
    </tr>
    <tr>
      <th>bmi</th>
      <td>30.663397</td>
      <td>30.400</td>
      <td>8.397500</td>
      <td>0.284047</td>
    </tr>
    <tr>
      <th>charges</th>
      <td>13270.422265</td>
      <td>9382.033</td>
      <td>11899.625365</td>
      <td>1.515880</td>
    </tr>
  </tbody>
</table>
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<p><span style="color:green;font-weight:bold; font-size:3em"> EDA - Checking the presence of outliers in ‘bmi’, ‘age’ and ‘charges columns<span></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">font</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;family&#39;</span><span class="p">:</span> <span class="s1">&#39;serif&#39;</span><span class="p">,</span>
        <span class="s1">&#39;color&#39;</span><span class="p">:</span>  <span class="s1">&#39;darkred&#39;</span><span class="p">,</span>
        <span class="s1">&#39;weight&#39;</span><span class="p">:</span> <span class="s1">&#39;normal&#39;</span><span class="p">,</span>
        <span class="s1">&#39;size&#39;</span><span class="p">:</span> <span class="mi">16</span><span class="p">,</span>
        <span class="p">}</span>

<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>

<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">insur</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">column</span><span class="o">=</span><span class="s1">&#39;age&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;AGE Summary&#39;</span><span class="p">,</span> <span class="n">fontdict</span><span class="o">=</span><span class="n">font</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.90</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">64.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;Max&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.78</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">52.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;3rd Quartile&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.82</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">38.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;Median&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.75</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">27.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;1st Quartile&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">18.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;Min&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">1.1</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mi">28</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;---IQR---&quot;</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>


<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">insur</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">column</span><span class="o">=</span><span class="s1">&#39;bmi&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;BMI Summary&#39;</span><span class="p">,</span> <span class="n">fontdict</span><span class="o">=</span><span class="n">font</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.90</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">46.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;Max&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.78</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">35.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;3rd Quartile&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.82</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">30.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;Median&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.75</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">26.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;1st Quartile&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">17.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;Min&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.85</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">50.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;Outliers&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">1.1</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mi">28</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;IQR&quot;</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>


<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
<span class="n">insur</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">column</span><span class="o">=</span><span class="s1">&#39;charges&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;CHARGES Summary&#39;</span><span class="p">,</span> <span class="n">fontdict</span><span class="o">=</span><span class="n">font</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.90</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">33000.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;Max&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.79</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">17000.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;3rd Quartile&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.82</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">9000.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;Median&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.79</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">4500.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;1st Quartile&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">500.00</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;Min&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">1.1</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mi">5000</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;IQR&quot;</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mf">1.1</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mi">35500</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="s2">&quot;---Outliers---&quot;</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>


<span class="n">ax</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;charges&#39;</span><span class="p">],</span><span class="n">bins</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;CHARGES-Distribution&#39;</span><span class="p">,</span> <span class="n">fontdict</span><span class="o">=</span><span class="n">font</span><span class="p">)</span>
</pre></div>

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<pre>Text(0.5, 1.0, &#39;CHARGES-Distribution&#39;)</pre>
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<p><strong>Note:</strong></p>
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<li><strong>BMI</strong> - There are few outliers but they donot affect the distribution.</li>
<li><strong>CHARGES</strong> - There are many outliers and these outliers have considerably affected the distribution of the graph due to which the "charges" distribution has become positively skewed.</li>
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<p><span style="color:green;font-weight:bold; font-size:3em"> EDA - Distribution of categorical columns<span></p>

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<div class="prompt input_prompt">In&nbsp;[142]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>

<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s1">&#39;darkgrid&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;charges&#39;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;region&#39;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s1">&#39;sex&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">insur</span><span class="p">,</span><span class="n">palette</span><span class="o">=</span><span class="s1">&#39;coolwarm&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;CHARGES Summary for GENDER&#39;</span><span class="p">,</span> <span class="n">fontdict</span><span class="o">=</span><span class="n">font</span><span class="p">)</span>

<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s1">&#39;darkgrid&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">=</span><span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;charges&#39;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;region&#39;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s1">&#39;smoker&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">insur</span><span class="p">,</span><span class="n">palette</span><span class="o">=</span><span class="s1">&#39;coolwarm&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;CHARGES Summary for SMOKER&#39;</span><span class="p">,</span> <span class="n">fontdict</span><span class="o">=</span><span class="n">font</span><span class="p">)</span>
</pre></div>

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<pre>Text(0.5, 1.0, &#39;CHARGES Summary for SMOKER&#39;)</pre>
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<p><strong>From the above two graphs it can be interpreted that:-</strong></p>
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<li>Charges for smokers are high.</li>
<li>Charges for males are high.</li>
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<p><span style="color:green;font-weight:bold; font-size:3em"> EDA - Pair plot that includes all the columns of the data frame<span></p>

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<div class="prompt input_prompt">In&nbsp;[143]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s1">&#39;darkgrid&#39;</span><span class="p">)</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">PairGrid</span><span class="p">(</span><span class="n">insur</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_diag</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_upper</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_lower</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">kdeplot</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">shade</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<pre>&lt;seaborn.axisgrid.PairGrid at 0x17b1f1e06c8&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[144]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s1">&#39;darkgrid&#39;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">pairplot</span><span class="p">(</span><span class="n">insur</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s1">&#39;smoker&#39;</span><span class="p">,</span><span class="n">palette</span><span class="o">=</span><span class="s1">&#39;dark&#39;</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[144]:</div>


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<pre>&lt;seaborn.axisgrid.PairGrid at 0x17b155e2b88&gt;</pre>
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>
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<p><span style="color:green;font-weight:bold; font-size:3em"> Removing Outliers - Not given in the project<span></p>

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<div class="prompt input_prompt">In&nbsp;[145]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">insur</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
</pre></div>

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    <div class="prompt output_prompt">Out[145]:</div>


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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>age</th>
      <th>sex</th>
      <th>bmi</th>
      <th>children</th>
      <th>smoker</th>
      <th>region</th>
      <th>charges</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>19</td>
      <td>female</td>
      <td>27.90</td>
      <td>0</td>
      <td>yes</td>
      <td>southwest</td>
      <td>16884.9240</td>
    </tr>
    <tr>
      <th>1</th>
      <td>18</td>
      <td>male</td>
      <td>33.77</td>
      <td>1</td>
      <td>no</td>
      <td>southeast</td>
      <td>1725.5523</td>
    </tr>
    <tr>
      <th>2</th>
      <td>28</td>
      <td>male</td>
      <td>33.00</td>
      <td>3</td>
      <td>no</td>
      <td>southeast</td>
      <td>4449.4620</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[146]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">insur</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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<pre>(1338, 7)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">num_train</span> <span class="o">=</span> <span class="n">insur</span><span class="o">.</span><span class="n">select_dtypes</span><span class="p">(</span><span class="n">include</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;number&quot;</span><span class="p">])</span>
<span class="n">cat_train</span> <span class="o">=</span> <span class="n">insur</span><span class="o">.</span><span class="n">select_dtypes</span><span class="p">(</span><span class="n">exclude</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;number&quot;</span><span class="p">])</span>
<span class="n">num_train</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>age</th>
      <th>bmi</th>
      <th>children</th>
      <th>charges</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>19</td>
      <td>27.900</td>
      <td>0</td>
      <td>16884.92400</td>
    </tr>
    <tr>
      <th>1</th>
      <td>18</td>
      <td>33.770</td>
      <td>1</td>
      <td>1725.55230</td>
    </tr>
    <tr>
      <th>2</th>
      <td>28</td>
      <td>33.000</td>
      <td>3</td>
      <td>4449.46200</td>
    </tr>
    <tr>
      <th>3</th>
      <td>33</td>
      <td>22.705</td>
      <td>0</td>
      <td>21984.47061</td>
    </tr>
    <tr>
      <th>4</th>
      <td>32</td>
      <td>28.880</td>
      <td>0</td>
      <td>3866.85520</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>1333</th>
      <td>50</td>
      <td>30.970</td>
      <td>3</td>
      <td>10600.54830</td>
    </tr>
    <tr>
      <th>1334</th>
      <td>18</td>
      <td>31.920</td>
      <td>0</td>
      <td>2205.98080</td>
    </tr>
    <tr>
      <th>1335</th>
      <td>18</td>
      <td>36.850</td>
      <td>0</td>
      <td>1629.83350</td>
    </tr>
    <tr>
      <th>1336</th>
      <td>21</td>
      <td>25.800</td>
      <td>0</td>
      <td>2007.94500</td>
    </tr>
    <tr>
      <th>1337</th>
      <td>61</td>
      <td>29.070</td>
      <td>0</td>
      <td>29141.36030</td>
    </tr>
  </tbody>
</table>
<p>1338 rows × 4 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">stats</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="n">z</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">stats</span><span class="o">.</span><span class="n">zscore</span><span class="p">(</span><span class="n">num_train</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">z</span><span class="p">)</span>
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<pre>[[1.43876426 0.45332    0.90861367 0.2985838 ]
 [1.50996545 0.5096211  0.07876719 0.95368917]
 [0.79795355 0.38330685 1.58092576 0.72867467]
 ...
 [1.50996545 1.0148781  0.90861367 0.96159623]
 [1.29636188 0.79781341 0.90861367 0.93036151]
 [1.55168573 0.26138796 0.90861367 1.31105347]]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">threshold</span> <span class="o">=</span> <span class="mi">3</span>
<span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">z</span> <span class="o">&gt;</span> <span class="n">threshold</span><span class="p">)</span>
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<pre>(array([  32,   34,   71,  116,  166,  413,  425,  438,  543,  568,  577,
         640,  819,  847,  877,  932,  937,  969,  984, 1047, 1085, 1116,
        1130, 1146, 1230, 1245, 1272, 1300, 1317], dtype=int64),
 array([2, 3, 2, 1, 2, 2, 2, 2, 3, 2, 3, 2, 3, 1, 2, 2, 2, 2, 2, 1, 2, 2,
        2, 3, 3, 2, 2, 3, 1], dtype=int64))</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">idx</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">stats</span><span class="o">.</span><span class="n">zscore</span><span class="p">(</span><span class="n">num_train</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">3</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_cleaned</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">num_train</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">],</span> <span class="n">cat_train</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">]],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">=</span><span class="n">train_cleaned</span>
<span class="n">df</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>age</th>
      <th>bmi</th>
      <th>children</th>
      <th>charges</th>
      <th>sex</th>
      <th>smoker</th>
      <th>region</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>19</td>
      <td>27.900</td>
      <td>0</td>
      <td>16884.92400</td>
      <td>female</td>
      <td>yes</td>
      <td>southwest</td>
    </tr>
    <tr>
      <th>1</th>
      <td>18</td>
      <td>33.770</td>
      <td>1</td>
      <td>1725.55230</td>
      <td>male</td>
      <td>no</td>
      <td>southeast</td>
    </tr>
    <tr>
      <th>2</th>
      <td>28</td>
      <td>33.000</td>
      <td>3</td>
      <td>4449.46200</td>
      <td>male</td>
      <td>no</td>
      <td>southeast</td>
    </tr>
    <tr>
      <th>3</th>
      <td>33</td>
      <td>22.705</td>
      <td>0</td>
      <td>21984.47061</td>
      <td>male</td>
      <td>no</td>
      <td>northwest</td>
    </tr>
    <tr>
      <th>4</th>
      <td>32</td>
      <td>28.880</td>
      <td>0</td>
      <td>3866.85520</td>
      <td>male</td>
      <td>no</td>
      <td>northwest</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>1333</th>
      <td>50</td>
      <td>30.970</td>
      <td>3</td>
      <td>10600.54830</td>
      <td>male</td>
      <td>no</td>
      <td>northwest</td>
    </tr>
    <tr>
      <th>1334</th>
      <td>18</td>
      <td>31.920</td>
      <td>0</td>
      <td>2205.98080</td>
      <td>female</td>
      <td>no</td>
      <td>northeast</td>
    </tr>
    <tr>
      <th>1335</th>
      <td>18</td>
      <td>36.850</td>
      <td>0</td>
      <td>1629.83350</td>
      <td>female</td>
      <td>no</td>
      <td>southeast</td>
    </tr>
    <tr>
      <th>1336</th>
      <td>21</td>
      <td>25.800</td>
      <td>0</td>
      <td>2007.94500</td>
      <td>female</td>
      <td>no</td>
      <td>southwest</td>
    </tr>
    <tr>
      <th>1337</th>
      <td>61</td>
      <td>29.070</td>
      <td>0</td>
      <td>29141.36030</td>
      <td>female</td>
      <td>yes</td>
      <td>northwest</td>
    </tr>
  </tbody>
</table>
<p>1309 rows × 7 columns</p>
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<p><span style="color:green;font-weight:bold; font-size:3em"> Do charges of people who smoke differ significantly from the people who don't?<span></p>

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<ul>
<li><strong>This is a two-tailed test.</strong></li>
<li><strong>This is a test of comparison of means.</strong></li>
</ul>
<p><span style="color:blue">**Ho = The means of CHARGES of SMOKERS and NON SMOKERS are equal.**</span></p>
<p><span style="color:blue">**Ha = The means of CHARGES of smokers and NON SMOKERS are significantly different.**</span></p>
<p><span style="color:blue">  **Here, the sample is greater than 30, so we will use Z-test.**</span></p>
<p><span style="color:blue"> **Here, we has assume the level of significance as 5%(alpha=5%)**</span></p>

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<h2 id="Z-Statistics-:-">Z-Statistics :-<a class="anchor-link" href="#Z-Statistics-:-">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">ttest_1samp</span><span class="p">,</span> <span class="n">ttest_ind</span><span class="p">,</span> <span class="n">mannwhitneyu</span><span class="p">,</span> <span class="n">levene</span><span class="p">,</span> <span class="n">shapiro</span>
<span class="kn">from</span> <span class="nn">statsmodels.stats.power</span> <span class="kn">import</span> <span class="n">ttest_power</span>
<span class="kn">from</span> <span class="nn">statsmodels.stats.weightstats</span> <span class="kn">import</span> <span class="n">ztest</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">smoker</span> <span class="o">=</span> <span class="n">insur</span><span class="p">[</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;smoker&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;yes&#39;</span><span class="p">][</span><span class="s1">&#39;charges&#39;</span><span class="p">]</span>
<span class="n">non_smoker</span> <span class="o">=</span> <span class="n">insur</span><span class="p">[</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;smoker&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;no&#39;</span><span class="p">][</span><span class="s1">&#39;charges&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_statistic</span><span class="p">,</span> <span class="n">p_value</span> <span class="o">=</span> <span class="n">ztest</span><span class="p">(</span><span class="n">smoker</span><span class="p">,</span> <span class="n">non_smoker</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">t_statistic</span><span class="p">,</span> <span class="n">p_value</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;two-sample t-test p-value=&quot;</span><span class="p">,</span> <span class="n">p_value</span><span class="p">)</span>
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<pre>46.664921172723716 0.0
two-sample t-test p-value= 0.0
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">p_value</span> <span class="o">&lt;</span> <span class="mf">0.05</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;With a p-value of {round(p_value,4)} the difference is significant. aka |We reject the null|&#39;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;With a p-value of {round(p_value,4)} the difference is not significant. aka |We fail to reject the null|&#39;</span><span class="p">)</span>
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<pre>With a p-value of 0.0 the difference is significant. aka |We reject the null|
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<p><span style="color:red; font-size:1.5em">  **RESULT: With a p-value of 0.0 the difference is significant. aka |We reject the null|**</span></p>

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<p><span style="font-family: Arial; font-weight:bold;font-size:1.5em;color:#00b3e5;"> Investigating with different Statistics</p>

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<h2 id="T-Statistics-:-">T-Statistics :-<a class="anchor-link" href="#T-Statistics-:-">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_statistic</span><span class="p">,</span> <span class="n">p_value</span> <span class="o">=</span> <span class="n">ttest_ind</span><span class="p">(</span><span class="n">smoker</span><span class="p">,</span> <span class="n">non_smoker</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">t_statistic</span><span class="p">,</span> <span class="n">p_value</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;two-sample t-test p-value=&quot;</span><span class="p">,</span> <span class="n">p_value</span><span class="p">)</span>
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<pre>46.664921172723716 8.271435842177219e-283
two-sample t-test p-value= 8.271435842177219e-283
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">p_value</span> <span class="o">&lt;</span> <span class="mf">0.05</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;With a p-value of {round(p_value,4)} the difference is significant. aka |We reject the null|&#39;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;With a p-value of {round(p_value,4)} the difference is not significant. aka |We fail to reject the null|&#39;</span><span class="p">)</span>
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<pre>With a p-value of 0.0 the difference is significant. aka |We reject the null|
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<p><span style="color:red; font-size:1.5em">  **With T-Statistics also, we get the same result as Z-Statistics**</span></p>

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<p><span style="color:green;font-weight:bold; font-size:3em">  Does bmi of males differ significantly from that of females<span></p>

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<li><strong>This is a two-tailed test.</strong></li>
<li><strong>This is a test of comparison of means.</strong></li>
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<p><span style="color:blue">**Ho = The means of BMI of MALES and FEMALES are equal.**</span></p>
<p><span style="color:blue">**Ha = The means of BMI of MALES and FEMALES are significantly different.**</span></p>
<p><span style="color:blue">  **Here, the sample is greater than 30, so we will use Z-test.**</span></p>
<p><span style="color:blue"> **Here, we has assume the level of significance as 5%(alpha=5%)**</span></p>

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<h2 id="Z-Statistics-:-">Z-Statistics :-<a class="anchor-link" href="#Z-Statistics-:-">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">males</span><span class="o">=</span><span class="n">insur</span><span class="p">[</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;sex&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;male&#39;</span><span class="p">][</span><span class="s1">&#39;bmi&#39;</span><span class="p">]</span>
<span class="n">females</span><span class="o">=</span><span class="n">insur</span><span class="p">[</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;sex&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;female&#39;</span><span class="p">][</span><span class="s1">&#39;bmi&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_statistic</span><span class="p">,</span> <span class="n">p_value</span> <span class="o">=</span> <span class="n">ztest</span><span class="p">(</span><span class="n">males</span><span class="p">,</span> <span class="n">females</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">t_statistic</span><span class="p">,</span> <span class="n">p_value</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;two-sample t-test p-value=&quot;</span><span class="p">,</span> <span class="n">p_value</span><span class="p">)</span>
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<pre>1.6967526357522242 0.08974343679943912
two-sample t-test p-value= 0.08974343679943912
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">p_value</span> <span class="o">&lt;</span> <span class="mf">0.05</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;With a p-value of {round(p_value,4)} the difference is significant. aka |We reject the null|&#39;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;With a p-value of {round(p_value,4)} the difference is not significant. aka |We fail to reject the null|&#39;</span><span class="p">)</span>
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<pre>With a p-value of 0.0897 the difference is not significant. aka |We fail to reject the null|
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<p><span style="color:red; font-size:1.5em">  **RESULT: With a p-value of 0.09 the difference is not significant. aka |We fail to reject the null|**</span></p>

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<p><span style="font-family: Arial; font-weight:bold;font-size:1.5em;color:#00b3e5;"> Investigating with different Statistics</p>

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<h2 id="T-Statistics-:-">T-Statistics :-<a class="anchor-link" href="#T-Statistics-:-">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_statistic</span><span class="p">,</span> <span class="n">p_value</span> <span class="o">=</span> <span class="n">ttest_ind</span><span class="p">(</span><span class="n">males</span><span class="p">,</span> <span class="n">females</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">t_statistic</span><span class="p">,</span> <span class="n">p_value</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;two-sample t-test p-value=&quot;</span><span class="p">,</span> <span class="n">p_value</span><span class="p">)</span>
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<pre>1.696752635752224 0.08997637178984932
two-sample t-test p-value= 0.08997637178984932
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">p_value</span> <span class="o">&lt;</span> <span class="mf">0.05</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;With a p-value of {round(p_value,4)} the difference is significant. aka |We reject the null|&#39;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;With a p-value of {round(p_value,4)} the difference is not significant. aka |We fail to reject the null|&#39;</span><span class="p">)</span>
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<pre>With a p-value of 0.09 the difference is not significant. aka |We fail to reject the null|
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<p><span style="color:red; font-size:1.5em">  **With T-Statistics also, we get the same result as Z-Statistics**</span></p>

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<p><span style="color:green;font-weight:bold; font-size:3em">Is the proportion of smokers significantly different in different genders<span></p>

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<li><strong>This is a two-tailed test.</strong></li>
<li><strong>This is a test of proportions.</strong></li>
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<p><span style="color:blue">**Ho = The proportion, of MALES and FEMALES, for smoking is equal.**</span></p>
<p><span style="color:blue">**Ha = The proportion, of MALES and FEMALES, for smoking is different.**</span></p>
<p><span style="color:blue">  **Here, the sample is greater than 30, so we will use Z-test.**</span></p>
<p><span style="color:blue"> **Here, we has assume the level of significance as 5%(alpha=5%)**</span></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f_smokers</span><span class="o">=</span><span class="n">insur</span><span class="p">[</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;sex&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;female&#39;</span><span class="p">][</span><span class="s1">&#39;smoker&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">f_smokers</span><span class="o">=</span><span class="n">f_smokers</span><span class="p">[</span><span class="s1">&#39;yes&#39;</span><span class="p">]</span>

<span class="n">m_smokers</span><span class="o">=</span><span class="n">insur</span><span class="p">[</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;sex&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;male&#39;</span><span class="p">][</span><span class="s1">&#39;smoker&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">m_smokers</span><span class="o">=</span><span class="n">m_smokers</span><span class="p">[</span><span class="s1">&#39;yes&#39;</span><span class="p">]</span>

<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;The number of Female smokers:</span><span class="si">{f_smokers}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">The number of Male smokers  :</span><span class="si">{m_smokers}</span><span class="s2">&quot;</span><span class="p">)</span>
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<pre>The number of Female smokers:115 
The number of Male smokers  :159
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">females</span><span class="o">=</span><span class="p">(</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;sex&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;female&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">females</span><span class="o">=</span><span class="n">females</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
<span class="n">females</span>

<span class="n">males</span><span class="o">=</span><span class="p">(</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;sex&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;male&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">males</span><span class="o">=</span><span class="n">males</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
<span class="n">males</span>


<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;The number of Females :</span><span class="si">{females}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">The number of Males  :</span><span class="si">{males}</span><span class="s2">&quot;</span><span class="p">)</span>
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<pre>The number of Females :662 
The number of Males  :676
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">P_F_smokers</span> <span class="o">=</span> <span class="p">(</span><span class="n">f_smokers</span><span class="o">/</span><span class="n">females</span><span class="p">)</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
<span class="n">P_M_smokers</span> <span class="o">=</span> <span class="p">(</span><span class="n">m_smokers</span><span class="o">/</span><span class="n">males</span><span class="p">)</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;The proportion of female smokers:{P_F_smokers*100}%</span><span class="se">\n</span><span class="s2">The proportion of male smokers  :{P_M_smokers*100}%&quot;</span><span class="p">)</span>
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<pre>The proportion of female smokers:17.37%
The proportion of male smokers  :23.52%
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">statsmodels.stats.proportion</span> <span class="kn">import</span> <span class="n">proportions_ztest</span>

<span class="n">stat</span><span class="p">,</span> <span class="n">pval</span> <span class="o">=</span> <span class="n">proportions_ztest</span><span class="p">([</span><span class="n">f_smokers</span><span class="p">,</span> <span class="n">m_smokers</span><span class="p">]</span> <span class="p">,</span> <span class="p">[</span><span class="n">females</span><span class="p">,</span> <span class="n">males</span><span class="p">])</span>

<span class="k">if</span> <span class="n">pval</span> <span class="o">&lt;</span> <span class="mf">0.05</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;With a p-value of {round(pval,4)} the difference is significant. aka |We reject the null|&#39;</span><span class="p">)</span>
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    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;With a p-value of {round(pval,4)} the difference is not significant. aka |We fail to reject the null|&#39;</span><span class="p">)</span>
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<pre>With a p-value of 0.0053 the difference is significant. aka |We reject the null|
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<p><span style="color:red; font-size:1.5em">  **RESULT: With a p-value of 0.0053 the difference is significant. aka |We reject the null|**</span></p>

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<p><span style="color:green;font-weight:bold; font-size:3em"> Is the distribution of bmi across women with no children, one child and two children, the same<Span></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df1</span><span class="o">=</span><span class="n">insur</span><span class="p">[</span><span class="n">insur</span><span class="p">[</span><span class="s1">&#39;sex&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;female&#39;</span><span class="p">]</span>
<span class="n">df1</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;sex&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;bmi&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;children&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">df1</span><span class="p">,</span><span class="n">palette</span><span class="o">=</span><span class="s1">&#39;rainbow&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x17b20482c08&gt;</pre>
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nwDgxGX2PabjlSC0LGcVHRaZmZmJpYvX45nn30Wu3fvxh133AEAiIqKQmpqarvPdTpFWCwNSrbnktJHGe294XVWaOhgzJkzT/a6DocTABT5nhQVnUVR6Y/oNaivbDWd/l4AgHP2tn9JO8NWVgGHw6nI10HJr7HWOBxODPIW8Mdhvbp935WeAvp53fxGY79Wi4T+8n1fsioAp7O53W3mz38OJlPLKEj//gOQlLTmlm1E8dacDAnxa7OmIoH/6aef4sqVK3jxxRfh7e0NQRCwdOlSrFq1Cvfeey+OHDmCESNGKLFrWZWWnscPRecheA+Uta7obPmGnLngkLfu9Quy1utOvQb1xcAVs9Vuw6ULWR+p3QLpQFNTEwB55+ADCgX+E088gcTERMyZMwcOhwNJSUm48847kZqaCk9PTwQHB7s8wncXgvdAeA59Te02JLGfy1a7BSKSwdmzRWhsbMSrry6B0+nEokVLMHLkPV2uq0jg+/j4YNOmTbd8fvfu3UrsjoioR/Hy8sLs2XMxZcrTKCsrxfLly/Dhh3thNHYtsrm0AlEHVVRcbneWR2dJmUHSWUqd2yFlDBoUioEDB0IQBISGhiEgIADV1VW4445+XarLwO9htBhGFRVXgBCT7HWV0tjYhOKyswgKDZK1bi9zy69jrXBV1rpXS+WtR8rbvz8P586dxfLlCaiqqoTVauVqmXSrxsYmnCouhi24a0cC/8qjd8vUr/9Xf13Wur2qLsNk8ACgncAHgKDQIDy18km125DkL2kHWuYNSlRYWICCgoOStq2ra5kF5e8fIGn7iIhIjB0bIb0ZN2HyD0DWpbYfd7bMy5Q8LdNk7tPu4089NQ1paSlYvHghBEFAYuLqLg/nAAz8HskW3A+V0+er3YYkIZ+8B1NNhdpt9Hgd+cuvttaC2lpp01mbmlrmq1ssFknbf/75J5LeTEpLSzDIjVb6evmFF9t9/HKjCPTywp13ynOjc09PT6SkpMlS658x8Il0oLGxCaXnz2BAX9cX6fh6Ar7B0o5U66wt8+T9TdK2B67B2XDN5VZNjQ2Aj7wXXREDn0g3BvT1wSvPDVe7DUlWvPktgPYvTKKOazfwDx48iMjISPz5z3++5bFZs2Yp1hQRkWrEZoiiCEFw778wRLEDJ2Z+0m7g3xiXq6ys7FxHREQaY6ythNXkD5PR6LahL4oirNY6GI0dW3qi3cCfPn06AGDx4sUoKiqCzWbrfIdERBrg/00e6kZNxbWAEECQdua4zi4CRk8Igl3h7n5mNPZCYGBIx54jZaNFixbBZrPB398fQMsKbTk5OR3vkIjIzRmaGhBY2LFVAd47a4MwcDgSE29d4MydSAr8pqYmfPDBB0r3QkRECpIU+KNGjcLhw4cxdOjQ1s/17y/PfFMiIuoekgK/uroa6enpNw3pcCE0IiJtkRT4xcXFOHDggNK9EBGRgiSdgr777rtx7Ngx2Gy21v+IiEhbJB3h//3vf8ehQ4dQU1ODwMBACIKA/Px8pXsjIiIZSTrCX758OQRBQFhYGIxGI9LS5F/Uh4iIlCXpCD8nJwd79uxBUFAQKisrsWTJEnz88cdK90Y64XA44Cir0MT9YpvKKmB0dPySdiJ3IOkI32QyISio5WYPISEh8Pb2VrQpIiKSX7tH+NnZLTfFdjqdePHFF/HAAw/g+PHj6NWrY+s3ELXHaDTCMKgPBq6YrXYrLl3I+ghCWbXabRB1SruBHx4eftP/AeDxxx9XtiMiIlKEpMXTiIhI+9zoJmJERKQkBj4RkU4ocotDp9OJ5ORkFBcXw2AwICMjA6IoIiEhAYIg4K677sKaNWvg4cH3G9Ieh8OB6pKr+EuaNpYbqS65CjgEAFLvO6s+p7MZZXYRG85q46r+susiAmql3chdTYoE/sGDLXel3717N44ePdoa+HFxcRg9ejRWr16N/Px8REVFKbF7IiK6DUUCf8KECRg/fjwA4OLFiwgODsahQ4fw4IMPAgAiIiJQWFjo9oFfW2uBeN0C+7lstVuRRLx+AQ6DU+02ejyj0YiAMD88tfJJtVuR5C9pB1BbUq92Gx1iMHhgUO9m/HGYNqaAbzhrgxBgVrsNlxQJfKDllyI+Ph5ffvklNm/ejIMHD7beH9JkMqG+vv0fQINBgNnso1R7khgM2htyctNbcLZLEAAtXbuq1a8xKctoNKieWa4oFvgAkJmZieXLl+PZZ59FU1NT6+etVmvr2vptcTpFWCwNSrbnkq+vPwRvH3gOfU3VPqSyn8uGaCtBr6pLCPnkPbXbkaRX1SXYRVFDo8uAqKV3p5/Y7Q5cqGjCpg9Pq92KJE02J+o09nV2OJyqZxYAhIT4tfmYIoewn376Kd555x0AgLe3NwRBwMiRI3H06FEAQEFBAUaNGqXEromIqA2KHOE/8cQTSExMxJw5c+BwOJCUlIShQ4di1apVyM7OxpAhQzBx4kQldq17RqMR9YF9UTl9vtqtSBLyyXsw1VRoakhHi4xGIwYE98Yrzw1XuxVJVrz5LfyNzWq30eMoEvg+Pj7YtGnTLZ/njdCJiNSj6Bg+EbmP8ooG2cfw66x2AIC/yVPWujabEzDyTLPcGPhEOuDl1Rt9+4bJXre+qgQAEBgyUNa6vb1KAFyXtSYx8Il0oW/ffkhMXCN73YyMtQAge+2MjLUQL2hjRpGWaG+iORERdQoDn4hIJxj4REQ6wcAnItIJBj4RkU4w8ImIdIKBT0SkEwx8IiKdYOATEekEA5+ISCcY+EREOsHAJyLSCQY+EZFOMPCJiHSCyyMTdcLV0qv4S9oBWWter21Z/907wFvWuldLryJgUJCsNUmbGPguiNcvwH4uW96a9joAgODpL2/d6xeA3rxLkNJabyYi8414ay0tNxPp5y9vOAcMCkJo6GBZa5I2MfDbodQvSWlpfUv9gXIfdQ1GRcUV9Kq6jJBP3pO1skfDNQBAs4+vrHV7VV0GDNoaWdTazUSIbmDgt2POnHmK1FXyFzs3dydKS8/LXre0pgIAEHpHiLyF/cJRUXEFtWUVuJD1kWxlnXVWAIDB3yRbTQCwlVUAofK+6RF1FwZ+D8M3qRaltdUAgNCAO2Sti1DfHj88UlhYgIKCg5K2LS1tGYa68fPhSkREJMaOjeh0b9Q1DHxSnRJvUhwe6R5ms1ntFqgDZA98u92OpKQklJeXw2azYfHixejXrx9iY2MxePBgAMDs2bMxefJkuXdNRDIYOzaCR+E9lOyBn5eXB7PZjKysLNTU1GD69OlYsmQJ5s+fjwULFsi9OyIikkj2wJ80aRImTpzY+rHBYMCJEydQXFyM/Px8hIWFISkpCb6+PPFFRNSdZA98k6llVsS1a9ewbNkyxMXFwWazITo6GiNHjsS2bduwZcsWxMfHt1vHYBBgNvvI3Z5bMBoNAKCp16e1nrXWL6DNnpViNBpgV7uJDjIaDW7/vVPkpO2lS5ewZMkSPPfcc5gyZQrq6urg799ykVFUVBRSU1Nd1nA6RVgsDUq0pzqHwwkAmnp9WutZa/0C2uxZKTe+FlricDjd4nsXEuLX5mOyX/FSVVWFBQsWYMWKFZg5cyYAYOHChTh+/DgA4MiRIxgxYoTcuyUiIhdkP8J/++23UVdXh61bt2Lr1q0AgISEBKSnp8PT0xPBwcGSjvCJiEhesgd+cnIykpOTb/n87t275d4VERF1AC+8IiK3VHZdxIazNllr1tlbVrzz95R3kcGy6yJCZa2oDAY+EbkdpZavqP1pKYiAgWGy1g2Fcj3LiYFPRG5Hi2tCaYG21qUlIqJOY+ATEekEA5+ISCcY+EREOsHAJyLSCQY+EZFOMPCJiHSCgU9EpBMMfCIinWDgExHpBAOfiEgnGPhERDrBwCci0gkGPhGRTjDwiYh0goFPRKQTDHwiIp1g4BMR6QQDn4hIJxj4REQ6wcAnItIJo9wF7XY7kpKSUF5eDpvNhsWLF2PYsGFISEiAIAi46667sGbNGnh48L2GiKg7yR74eXl5MJvNyMrKQk1NDaZPn47hw4cjLi4Oo0ePxurVq5Gfn4+oqCi5d01ERO2Q/TB70qRJeOWVV1o/NhgMOHnyJB588EEAQEREBL766iu5d0tERC7IfoRvMpkAANeuXcOyZcsQFxeHzMxMCILQ+nh9fb3LOgaDALPZR+723ILRaAAATb0+rfWstX4BbfasNXr/Gsse+ABw6dIlLFmyBM899xymTJmCrKys1sesViv8/f1d1nA6RVgsDUq0pzqHwwkAmnp9WutZa/0C2uxZa/TwNQ4J8WvzMdmHdKqqqrBgwQKsWLECM2fOBAD86le/wtGjRwEABQUFGDVqlNy7JSIiF2QP/Lfffht1dXXYunUr5s6di7lz5yIuLg5vvfUWZs2aBbvdjokTJ8q9WyIickH2IZ3k5GQkJyff8vkPPvhA7l0REVEHKDKGT0QtCgsLUFBwUNK2paUlAICMjLWSto+IiMTYsRGd7o30h4FP5CbMZrPaLVAPx8AnUtDYsRE8Cie3wfUNiIh0goFPRKQTHNIhIk3jiXHpGPhEpBt6PzHOwCciTeOJcek4hk9EpBMMfCIinWDgExHpBMfwZcKZAkTk7hj4KtD7TIHO4psqUdcw8GXCmQLuhW+qRLcSRFEU1W7idux2Z4++K4076MwRc2homKTtecRMpI727njFI3yShEfMRNrHI3wioh6kW+9pS0RE7omBT0SkEwx8IiKdYOATEekEA5+ISCcY+EREOsHAJyLSCQY+EZFOuO2FV0REJC8e4RMR6QQDn4hIJxj4REQ6wcAnItIJBj4RkU4w8ImIdIKBT0SkEwx80i2n04mFCxdi9uzZqK2tla3u2LFjZatFJCfe4pB0q7KyEjU1Ndi3b5/arRB1CwY+6daqVatw/vx5JCYmwmq1oqamBgCQnJyMX/ziF4iKisKvf/1rlJSU4KGHHkJ9fT2OHz+O8PBwZGVl4cyZM1i/fj2am5tRV1eH5ORk3H///a31f/jhB6xbtw5Ayz2B09PT4efX9u3niBQnEulUWVmZGB0dLW7YsEHMzc0VRVEUi4uLxZiYGFEURfGXv/ylWF5eLtpsNvG+++4Ti4qKxObmZjEyMlKsra0V9+/fL54+fVoURVHMy8sTV65cKYqiKI4ZM0YURVGMjo4Wi4qKRFEUxY8//ljMzs7u7pdIdBMe4ZPunTlzBl9//TUOHDgAAKirqwPQclTev39/AICPjw+GDRsGAPDz80NTUxP69u2LrVu3wsvLC1arFb6+vjfVPXfuHNauXQsAsNvtCA8P766XRHRbDHzSvSFDhmDq1KmYMmUKqqursWfPHgCAIAjtPi8tLQ2vv/46hg4dis2bN6O8vPymx8PDw5GZmYn+/fvjH//4ByorKxV7DURSMPBJ92JjY7Fy5Up8/PHHuHbtGpYuXSrpeVOnTsVLL72EPn36oF+/fq3nAG5ISUlBfHw8nE4ngJY3CCI1cXlkIiKd4Dx8IiKdYOATEekEA5+ISCcY+EREOsHAJyLSCQY+EZFOMPCJiHSCgU90G8XFxYiJicHvfvc7zJs3D1euXMHGjRsRExODWbNm4cCBA3A4HIiJicHhw4dRVVWF3/72t7h06ZLarRO1iRdeEd1Gbm4ufvzxRyQkJOCbb77B2bNn8e233+KNN95AU1MTnn32WezatQt1dXWIjY1FSEgI/vCHP+DRRx9Vu3WiNnFpBaLbmDlzJt599108//zz8PPzw/Dhw3Hy5EnMnTsXAOBwOHDx4kUMHz4c999/P44dO4aIiAiVuyZqH4d0iG4jPz8fDzzwAHbu3IlJkyZh3759GD16NHbt2oWdO3fiySefxMCBA3Hs2DEUFRXhN7/5DXbs2KF220Tt4pAO0W2UlpZixYoVMBgM8PDwQEJCAj7//HN89913aGhowIQJEzBv3jzExMQgJycH/fv3R3R0NNLS0nDPPfeo3T7RbTHwiYh0gkM6REQ6wcAnItIJBj4RkU4w8ImIdIKBT0SkEwx8IiKdYOATEenE/webbbQvPAiJLAAAAABJRU5ErkJggg==
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">g</span><span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">catplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;sex&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;bmi&quot;</span><span class="p">,</span>
                <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;children&quot;</span><span class="p">,</span><span class="n">col</span><span class="o">=</span><span class="s1">&#39;children&#39;</span><span class="p">,</span>
                <span class="n">data</span><span class="o">=</span><span class="n">df1</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s2">&quot;box&quot;</span><span class="p">,</span>
                <span class="n">height</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">aspect</span><span class="o">=</span><span class="mf">0.5</span><span class="p">);</span>
</pre></div>

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<p><span style="color:red; font-weight:bold;">  From the above graphs for the BMI distribution of FEMALES for Children = 0,1 &amp; 2 the observations are as follows:-<span></p>
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<li>The min values for Children=0,1 &amp; 2 are more or less same.</li>
<li>The max value for all the three distributions are not same but similar.</li>
<li>There are presence of outliers for distribution with Children 0 &amp; 1.</li>
<li>There are no outliers for the distribution with Children = 2.</li>
<li>First quartile range for all the three distributions are same.</li>
<li>The IQR for Dist. with Children=3 is slightly bigger than Children=0,1.</li>
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