AnalyzeGoogleStoreApp.html

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<title>AnalyzeGoogleStoreApp</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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html {
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figcaption,
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menu,
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}
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}
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}
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}
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}
.glyphicon-log-in:before {
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}
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}
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}
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.glyphicon-btc:before {
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.glyphicon-yen:before {
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}
.glyphicon-jpy:before {
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}
.glyphicon-ruble:before {
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}
.glyphicon-rub:before {
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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Free-or-Paid,-Rates-of-Google-Play-Store-Users">Free or Paid, Rates of Google Play Store Users<a class="anchor-link" href="#Free-or-Paid,-Rates-of-Google-Play-Store-Users">&#182;</a></h1><h2 id="Background">Background<a class="anchor-link" href="#Background">&#182;</a></h2><p>Users download apps for various usage purposes. Given that paid service is usually better at offering pleasant experience, and that free apps are more accesible to everyone, what are the user opinions towards these apps?</p>
<p>More specifically, the following questions are of interest:</p>
<ul>
<li>How do the app ratings differ between paid and free apps in general?</li>
<li>How are the differences distributed across different app categories?</li>
<li>Are there any categories where the differences are statistically significant?</li>
</ul>
<p>To expore answers to the above questions, I narrawed the context to Google Play Store and conducted data analysis on the Kaggle dataset <a href="https://www.kaggle.com/lava18/google-play-store-apps/home"><code>Google Play Store</code></a>,</p>
<h2 id="Acknowledgement">Acknowledgement<a class="anchor-link" href="#Acknowledgement">&#182;</a></h2><p>I would like to thank Google Play Store and <a href="https://www.kaggle.com/lava18">Lavanya Gupta</a> for offering the wonderful dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import packages</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">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="k">import</span> <span class="n">mannwhitneyu</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Read dataframe and display data</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;googleplaystore.csv&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>App</th>
      <th>Category</th>
      <th>Rating</th>
      <th>Reviews</th>
      <th>Size</th>
      <th>Installs</th>
      <th>Type</th>
      <th>Price</th>
      <th>Content Rating</th>
      <th>Genres</th>
      <th>Last Updated</th>
      <th>Current Ver</th>
      <th>Android Ver</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Photo Editor &amp; Candy Camera &amp; Grid &amp; ScrapBook</td>
      <td>ART_AND_DESIGN</td>
      <td>4.1</td>
      <td>159</td>
      <td>19M</td>
      <td>10,000+</td>
      <td>Free</td>
      <td>0</td>
      <td>Everyone</td>
      <td>Art &amp; Design</td>
      <td>January 7, 2018</td>
      <td>1.0.0</td>
      <td>4.0.3 and up</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Coloring book moana</td>
      <td>ART_AND_DESIGN</td>
      <td>3.9</td>
      <td>967</td>
      <td>14M</td>
      <td>500,000+</td>
      <td>Free</td>
      <td>0</td>
      <td>Everyone</td>
      <td>Art &amp; Design;Pretend Play</td>
      <td>January 15, 2018</td>
      <td>2.0.0</td>
      <td>4.0.3 and up</td>
    </tr>
    <tr>
      <th>2</th>
      <td>U Launcher Lite – FREE Live Cool Themes, Hide ...</td>
      <td>ART_AND_DESIGN</td>
      <td>4.7</td>
      <td>87510</td>
      <td>8.7M</td>
      <td>5,000,000+</td>
      <td>Free</td>
      <td>0</td>
      <td>Everyone</td>
      <td>Art &amp; Design</td>
      <td>August 1, 2018</td>
      <td>1.2.4</td>
      <td>4.0.3 and up</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Sketch - Draw &amp; Paint</td>
      <td>ART_AND_DESIGN</td>
      <td>4.5</td>
      <td>215644</td>
      <td>25M</td>
      <td>50,000,000+</td>
      <td>Free</td>
      <td>0</td>
      <td>Teen</td>
      <td>Art &amp; Design</td>
      <td>June 8, 2018</td>
      <td>Varies with device</td>
      <td>4.2 and up</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Pixel Draw - Number Art Coloring Book</td>
      <td>ART_AND_DESIGN</td>
      <td>4.3</td>
      <td>967</td>
      <td>2.8M</td>
      <td>100,000+</td>
      <td>Free</td>
      <td>0</td>
      <td>Everyone</td>
      <td>Art &amp; Design;Creativity</td>
      <td>June 20, 2018</td>
      <td>1.1</td>
      <td>4.4 and up</td>
    </tr>
  </tbody>
</table>
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<h3 id="Step-0.-Explore-and-Prepare-Dataframe">Step 0. Explore and Prepare Dataframe<a class="anchor-link" href="#Step-0.-Explore-and-Prepare-Dataframe">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check duplicates</span>
<span class="n">n_duplicated</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">duplicated</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;App&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;There are </span><span class="si">{}</span><span class="s2">/</span><span class="si">{}</span><span class="s2"> duplicated records.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">n_duplicated</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="n">df_no_dup</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">App</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> records after dropping duplicated.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df_no_dup</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
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<pre>There are 1181/10841 duplicated records.
9660 records after dropping duplicated.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Check and clean type values, defer nan value processing to the next cell</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">df_no_dup</span><span class="o">.</span><span class="n">Type</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Dropping alien Type value &#39;0&#39;, </span><span class="si">{}</span><span class="s2"> record(s) removed&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">df_no_dup</span><span class="o">.</span><span class="n">Type</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">)))</span>
<span class="n">df_no_dup</span> <span class="o">=</span> <span class="n">df_no_dup</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">df_no_dup</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="n">df_no_dup</span><span class="o">.</span><span class="n">Type</span> <span class="o">==</span> <span class="s1">&#39;0&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<pre>{nan, &#39;Free&#39;, &#39;Paid&#39;, &#39;0&#39;}
Dropping alien Type value &#39;0&#39;, 1 record(s) removed
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check and drop NaN values</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;NaA value statistics in each column&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df_no_dup</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><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">),</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">df_no_dup</span> <span class="o">=</span> <span class="n">df_no_dup</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Type&#39;</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Column &#39;Type&#39; with NaN values are dropped, </span><span class="si">{}</span><span class="s2"> records left.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df_no_dup</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>

<span class="c1"># prepare rating dataframe</span>
<span class="n">df_rating</span> <span class="o">=</span> <span class="n">df_no_dup</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Rating&#39;</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Cleaned dataframe for &#39;Rating&#39; has </span><span class="si">{}</span><span class="s2"> records.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df_rating</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
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<pre>NaA value statistics in each column
App                  0
Category             0
Rating            1463
Reviews              0
Size                 0
Installs             0
Type                 1
Price                0
Content Rating       0
Genres               0
Last Updated         0
Current Ver          8
Android Ver          2
dtype: int64 

Column &#39;Type&#39; with NaN values are dropped, 9658 records left.
Cleaned dataframe for &#39;Rating&#39; has 8196 records.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># we are interested in the columns Category, Rating and Type</span>
<span class="c1"># Drop irrelevant columns for Rating dataframe.</span>
<span class="n">df_rating</span> <span class="o">=</span> <span class="n">df_rating</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,[</span><span class="s1">&#39;Rating&#39;</span><span class="p">,</span> <span class="s1">&#39;Type&#39;</span><span class="p">,</span> <span class="s1">&#39;Category&#39;</span><span class="p">]]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot_hist</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">col</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Plot histograms for a column</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">col</span><span class="p">],</span> <span class="n">bins</span><span class="o">=</span><span class="n">bins</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">col</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;counts&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Distribution of </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">col</span><span class="p">))</span>

<span class="k">def</span> <span class="nf">compute_app_types</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Given a dataframe, compute the number </span>
<span class="sd">    of free and paid apps respectively</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">Type</span> <span class="o">==</span> <span class="s2">&quot;Free&quot;</span><span class="p">),</span> <span class="nb">sum</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">Type</span> <span class="o">==</span> <span class="s1">&#39;Paid&#39;</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">plot_app_types</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Plot app type distributions across categories</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">vc_rating</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">Category</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
    <span class="n">cat_free_apps</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">cat_paid_apps</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">cat</span> <span class="ow">in</span> <span class="n">vc_rating</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
        <span class="n">n_free</span><span class="p">,</span> <span class="n">n_paid</span> <span class="o">=</span> <span class="n">compute_app_types</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;Category == &#39;</span><span class="si">{}</span><span class="s2">&#39;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">cat</span><span class="p">)))</span>
        <span class="n">cat_free_apps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">n_free</span><span class="p">)</span>
        <span class="n">cat_paid_apps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">n_paid</span><span class="p">)</span>

    <span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</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">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">cat_free_apps</span><span class="p">)</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span> <span class="n">cat_free_apps</span><span class="p">)</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">cat_free_apps</span><span class="p">)</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span> <span class="n">cat_paid_apps</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">drop_categories</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Drop categories with any app type with instances fewer than 10</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">vc_rating</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">Category</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
    <span class="n">cats_to_drop</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">cat</span> <span class="ow">in</span> <span class="n">vc_rating</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
        <span class="n">n_free</span><span class="p">,</span> <span class="n">n_paid</span> <span class="o">=</span> <span class="n">compute_app_types</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;Category == &#39;</span><span class="si">{}</span><span class="s2">&#39;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">cat</span><span class="p">)))</span>
        <span class="k">if</span> <span class="n">n_free</span> <span class="o">&lt;</span> <span class="mi">10</span> <span class="ow">or</span> <span class="n">n_paid</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">:</span>
            <span class="n">cats_to_drop</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">cat</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">cat</span> <span class="ow">in</span> <span class="n">cats_to_drop</span><span class="p">:</span>
        <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Category == &quot;</span><span class="si">{}</span><span class="s1">&quot;&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">cat</span><span class="p">))</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Deleted categories: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">cats_to_drop</span><span class="p">))</span>
    <span class="k">return</span> <span class="n">df</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Describe Rating dataframe</span>
<span class="n">plot_hist</span><span class="p">(</span><span class="n">df_rating</span><span class="p">,</span> <span class="s1">&#39;Rating&#39;</span><span class="p">)</span>
<span class="n">df_rating</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 {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Rating</th>
    </tr>
  </thead>
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    <tr>
      <th>count</th>
      <td>8196.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>4.173243</td>
    </tr>
    <tr>
      <th>std</th>
      <td>0.536625</td>
    </tr>
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      <th>min</th>
      <td>1.000000</td>
    </tr>
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      <th>25%</th>
      <td>4.000000</td>
    </tr>
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      <th>50%</th>
      <td>4.300000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>4.500000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>5.000000</td>
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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;There are </span><span class="si">{}</span><span class="s2"> free and </span><span class="si">{}</span><span class="s2"> paid apps in the the Rating dataframe &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">*</span><span class="n">compute_app_types</span><span class="p">(</span><span class="n">df_rating</span><span class="p">)))</span>
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<pre>There are 7592 free and 604 paid apps in the the Rating dataframe 
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># explore the distributions of free and paid apps across different categories</span>
<span class="n">plot_app_types</span><span class="p">(</span><span class="n">df_rating</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Exclude categories with fewer than 10 apps for any Free or Paid type</span>
<span class="c1"># Otherwise the categories would contain too few data to generalize the result</span>
<span class="n">df_rating</span> <span class="o">=</span> <span class="n">drop_categories</span><span class="p">(</span><span class="n">df_rating</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Cleaned Rating dataframe has </span><span class="si">{}</span><span class="s2"> datapoints&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">df_rating</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
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<pre>Deleted categories: [&#39;BUSINESS&#39;, &#39;NEWS_AND_MAGAZINES&#39;, &#39;SOCIAL&#39;, &#39;TRAVEL_AND_LOCAL&#39;, &#39;SHOPPING&#39;, &#39;BOOKS_AND_REFERENCE&#39;, &#39;VIDEO_PLAYERS&#39;, &#39;DATING&#39;, &#39;MAPS_AND_NAVIGATION&#39;, &#39;EDUCATION&#39;, &#39;ENTERTAINMENT&#39;, &#39;FOOD_AND_DRINK&#39;, &#39;AUTO_AND_VEHICLES&#39;, &#39;WEATHER&#39;, &#39;LIBRARIES_AND_DEMO&#39;, &#39;HOUSE_AND_HOME&#39;, &#39;ART_AND_DESIGN&#39;, &#39;COMICS&#39;, &#39;PARENTING&#39;, &#39;EVENTS&#39;, &#39;BEAUTY&#39;]
Cleaned Rating dataframe has 5753 datapoints
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_rating</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Rating</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>5753.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>4.173197</td>
    </tr>
    <tr>
      <th>std</th>
      <td>0.544844</td>
    </tr>
    <tr>
      <th>min</th>
      <td>1.000000</td>
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      <th>25%</th>
      <td>4.000000</td>
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    <tr>
      <th>50%</th>
      <td>4.300000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>4.500000</td>
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    <tr>
      <th>max</th>
      <td>5.000000</td>
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<h3 id="Q-1.-How-does-the-ratings-differ-in-general?">Q 1. How does the ratings differ in general?<a class="anchor-link" href="#Q-1.-How-does-the-ratings-differ-in-general?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot_target_by_group</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">target_col</span><span class="p">,</span> <span class="n">group_col</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span> <span class="n">title</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Plot the mean of a target column (Numeric) groupped by the group column (categorical)</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">order</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">group_col</span><span class="p">])))</span>
    <span class="n">stats</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">group_col</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()[</span><span class="n">target_col</span><span class="p">]</span>
    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="n">figsize</span><span class="p">)</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">group_col</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="n">target_col</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">ylim</span><span class="o">=</span><span class="p">(</span><span class="mf">3.8</span><span class="p">,</span> <span class="mf">4.5</span><span class="p">))</span>    
    <span class="k">return</span> <span class="n">stats</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stats</span> <span class="o">=</span> <span class="n">plot_target_by_group</span><span class="p">(</span><span class="n">df_rating</span><span class="p">,</span> <span class="s1">&#39;Rating&#39;</span><span class="p">,</span> <span class="s1">&#39;Type&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s2">&quot;Average Rating Groupped by App Type&quot;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">stats</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">stats</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> app has average </span><span class="si">{}</span><span class="s2"> </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;Rating&#39;</span><span class="p">,</span><span class="n">s</span><span class="p">))</span>
<span class="n">mean_rating</span> <span class="o">=</span> <span class="n">df_rating</span><span class="o">.</span><span class="n">Rating</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Mean rating: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">mean_rating</span><span class="p">))</span>
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<pre>Free app has average Rating 4.163495108382891
Paid app has average Rating 4.266851851851849
Mean rating: 4.173196593081873
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<pre>/home/chen/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval
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<h4 id="Interpretation">Interpretation<a class="anchor-link" href="#Interpretation">&#182;</a></h4><p>In general, Free apps, with an average rating of 4.16, are lower rated than Paid apps with an average rating of 4.27. Note that the average rating for all apps is 4.17, so Free apps are rated below average, while Paid apps are rated reletively higher than the average score.</p>

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<h3 id="Q2-How-are-the-differences-distributed-across-different-app-categories?">Q2 How are the differences distributed across different app categories?<a class="anchor-link" href="#Q2-How-are-the-differences-distributed-across-different-app-categories?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">paid_stats</span> <span class="o">=</span> <span class="n">plot_target_by_group</span><span class="p">(</span><span class="n">df_rating</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Type == &quot;Paid&quot;&#39;</span><span class="p">),</span> <span class="s1">&#39;Rating&#39;</span><span class="p">,</span> <span class="s1">&#39;Category&#39;</span><span class="p">,</span> <span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="s2">&quot;(Paid App) Average Ratings by App Category&quot;</span><span class="p">)</span>
<span class="n">free_stats</span> <span class="o">=</span> <span class="n">plot_target_by_group</span><span class="p">(</span><span class="n">df_rating</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Type == &quot;Free&quot;&#39;</span><span class="p">),</span> <span class="s1">&#39;Rating&#39;</span><span class="p">,</span> <span class="s1">&#39;Category&#39;</span><span class="p">,</span> <span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="s2">&quot;(Free App) Average Ratings by App Category&quot;</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">4</span><span class="p">))</span>
<span class="n">sorted_idx</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">paid_stats</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
<span class="n">rating_diff</span> <span class="o">=</span> <span class="n">paid_stats</span><span class="p">[</span><span class="n">sorted_idx</span><span class="p">]</span> <span class="o">-</span> <span class="n">free_stats</span><span class="p">[</span><span class="n">sorted_idx</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">sorted_idx</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="n">rating_diff</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Difference of Ratings between Paid and Free Apps Across App Categories&quot;</span><span class="p">);</span>
<span class="n">rating_diff</span>
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<div class="prompt output_prompt">Out[16]:</div>


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<pre>Category
COMMUNICATION        -0.063287
FAMILY                0.115128
FINANCE              -0.297604
GAME                  0.136364
HEALTH_AND_FITNESS    0.154858
LIFESTYLE             0.166608
MEDICAL               0.087344
PERSONALIZATION       0.147692
PHOTOGRAPHY          -0.152796
PRODUCTIVITY          0.023577
SPORTS                0.041940
TOOLS                 0.142818
Name: Rating, dtype: float64</pre>
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<h4 id="Interpretation">Interpretation<a class="anchor-link" href="#Interpretation">&#182;</a></h4><p>Although paid apps are in general more highly-rated than free apps, and so are in most app categories, there are still some app categories where free apps are likely to be favored more than the paid apps. For instance, COMMUNICATION, FINANCE and PHOTOGRAPHY are three such categories. In FINANCE category, the free apps on average are rated almost 0.3 higher than the paid apps, which is also the largest difference between app types across all the categories.</p>

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<h3 id="Q3-Are-there-any-categories-where-the-differences-are-statistically-significant?">Q3 Are there any categories where the differences are statistically significant?<a class="anchor-link" href="#Q3-Are-there-any-categories-where-the-differences-are-statistically-significant?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">compute_utest</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Compute Mann-Whitney rank tests</span>
<span class="sd">    for paid and free app ratings</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">paid_rating</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Type == &quot;Paid&quot;&#39;</span><span class="p">)[</span><span class="s1">&#39;Rating&#39;</span><span class="p">]</span>
    <span class="n">free_rating</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Type == &quot;Free&quot;&#39;</span><span class="p">)[</span><span class="s1">&#39;Rating&#39;</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">mannwhitneyu</span><span class="p">(</span><span class="n">paid_rating</span><span class="p">,</span> <span class="n">free_rating</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">cat_utest</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Iteratively compute utest for each app category</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">cats</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">Category</span><span class="p">)</span>
    <span class="n">res</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">cat</span> <span class="ow">in</span> <span class="n">cats</span><span class="p">:</span>
        <span class="n">stats</span><span class="p">,</span> <span class="n">pval</span> <span class="o">=</span> <span class="n">compute_utest</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Category == &quot;</span><span class="si">{}</span><span class="s1">&quot;&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">cat</span><span class="p">)))</span>
        <span class="n">res</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s1">&#39;Category&#39;</span><span class="p">:</span><span class="n">cat</span><span class="p">,</span>
                    <span class="s1">&#39;u_statistics&#39;</span><span class="p">:</span><span class="n">stats</span><span class="p">,</span>
                    <span class="s1">&#39;p_value&#39;</span><span class="p">:</span><span class="n">pval</span><span class="p">})</span>
    <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">res</span><span class="p">)</span>

<span class="n">uval</span><span class="p">,</span> <span class="n">pval</span> <span class="o">=</span> <span class="n">compute_utest</span><span class="p">(</span><span class="n">df_rating</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;General utest result: pval </span><span class="si">{}</span><span class="s2">, u </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">pval</span><span class="p">,</span> <span class="n">uval</span><span class="p">))</span>
<span class="n">df_utest</span> <span class="o">=</span> <span class="n">cat_utest</span><span class="p">(</span><span class="n">df_rating</span><span class="p">)</span>   
<span class="n">df_utest</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df_utest</span><span class="o">.</span><span class="n">p_value</span> <span class="o">&lt;</span> <span class="o">.</span><span class="mi">05</span><span class="p">]</span> <span class="c1"># significant categories</span>
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<pre>General utest result: pval 4.17841444099998e-10, u 1182741.0
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      <th>Category</th>
      <th>p_value</th>
      <th>u_statistics</th>
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      <th>0</th>
      <td>FAMILY</td>
      <td>0.000036</td>
      <td>90258.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>TOOLS</td>
      <td>0.003025</td>
      <td>16327.0</td>
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      <th>7</th>
      <td>PERSONALIZATION</td>
      <td>0.002357</td>
      <td>5845.5</td>
    </tr>
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      <th>11</th>
      <td>GAME</td>
      <td>0.000191</td>
      <td>24001.0</td>
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<h4 id="Interpretation">Interpretation<a class="anchor-link" href="#Interpretation">&#182;</a></h4><p>As rating is not normally-distributed, Mann-Whitney's U test was applied to test the significance of rating differences, since this test is free from a normal assumption. At the 0.05 significance level, results of the u tests on different categories demonstrate that the free and paid apps in the following categories have significant rating differences: personalization, tools, family and games. Paid apps are on average higher rated than free apps in these categories.</p>

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<h3 id="Concluding-Remarks">Concluding Remarks<a class="anchor-link" href="#Concluding-Remarks">&#182;</a></h3><p>Data analysis was conducted on the Kaggle Google Play Store dataset, the answers to the three questions were explored:</p>
<ul>
<li>How do the ratings differ between paid and free apps in general?
In general, Paid apps are better-rated than free apps, which appears to support the argument that service quility of the paid apps is better.</li>
<li>How are the differences distributed across different app categories?
In most categories, Paid apps achieve higher ratings than free apps, however, in a few categories such as COMMUNICATION, FINANCE and PHOTOGRAPHY, the average ratings of free apps are higher than those of paid apps. Is this because many popular apps in these categories are free, like facebook and whatsapp in the COMMUNICATION category?</li>
<li>Are there any categories where the differences are statistically significant?
There are four categories (PERSONALIZATION, TOOLS, FAMILY and GAME) where paid apps are rated significantly higher than free apps.</li>
</ul>
<p>This is only a very superficial exploration of the Google Play Store dataset. There are many other useful information including installation counts and app review texts, which might entail many more interesting facts and await further exploration.</p>

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