notebooks/Goodreads-Content-Analysis-Random-Sample.html

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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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

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

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    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
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<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
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<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span> 
</pre></div>

    </div>
</div>
</div>

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<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># This reload library is just used for developing the REPUBLIC hOCR parser </span>
<span class="c1"># and can be removed once this module is stable.</span>
<span class="o">%</span><span class="k">reload_ext</span> autoreload
<span class="o">%</span><span class="k">autoreload</span> 2

<span class="c1"># This is needed to add the repo dir to the path so jupyter</span>
<span class="c1"># can load the modules in the scripts directory from the notebooks</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">sys</span>
<span class="n">repo_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">())[</span><span class="mi">0</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">repo_dir</span><span class="p">)</span>
<span class="k">if</span> <span class="n">repo_dir</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="p">:</span>
    <span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">repo_dir</span><span class="p">)</span>
    
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">json</span>
<span class="kn">import</span> <span class="nn">csv</span>
<span class="kn">import</span> <span class="nn">os</span>

<span class="n">data_dir</span> <span class="o">=</span> <span class="s1">&#39;../data/GoodReads&#39;</span>

<span class="n">books_10k_file</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_dir</span><span class="p">,</span> <span class="s1">&#39;goodreads_reviews-books_above_10k_lang_reviews.csv.gz&#39;</span><span class="p">)</span>
<span class="n">reviewers_5k_file</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_dir</span><span class="p">,</span> <span class="s1">&#39;goodreads_reviews-reviewers_above_5k_reviews.csv.gz&#39;</span><span class="p">)</span>
<span class="n">random_1M_file</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_dir</span><span class="p">,</span> <span class="s1">&#39;goodreads_reviews-random_sample_1M_non_zero.csv.gz&#39;</span><span class="p">)</span>
<span class="n">author_file</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_dir</span><span class="p">,</span> <span class="s1">&#39;goodreads_book_authors.csv.gz&#39;</span><span class="p">)</span> <span class="c1"># author information</span>
<span class="n">book_file</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_dir</span><span class="p">,</span> <span class="s1">&#39;goodreads_books.csv.gz&#39;</span><span class="p">)</span> <span class="c1"># basic book metadata</span>
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<pre>/Users/marijnkoolen/Code/Huygens/scale
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">review_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="n">random_1M_file</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">compression</span><span class="o">=</span><span class="s1">&#39;gzip&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of reviews in dataset:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">review_df</span><span class="p">))</span>
<span class="n">review_df</span> <span class="o">=</span> <span class="n">review_df</span><span class="p">[</span><span class="n">review_df</span><span class="o">.</span><span class="n">review_length</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of non-zero-length reviews in dataset:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">review_df</span><span class="p">))</span>
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<pre>1007600
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">math</span>

<span class="n">review_df</span><span class="p">[</span><span class="s1">&#39;log_length&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">review_length</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">int</span><span class="p">(</span><span class="n">math</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">*</span><span class="mi">4</span><span class="p">)</span><span class="o">/</span><span class="mi">4</span><span class="p">)</span>
<span class="n">review_df</span><span class="p">[</span><span class="s1">&#39;length_bin&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">log_length</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">math</span><span class="o">.</span><span class="n">exp</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;longest review:&#39;</span><span class="p">,</span> <span class="n">review_df</span><span class="o">.</span><span class="n">review_length</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;mean review length:&#39;</span><span class="p">,</span> <span class="n">review_df</span><span class="o">.</span><span class="n">review_length</span><span class="o">.</span><span class="n">std</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;median review length:&#39;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">median</span><span class="p">(</span><span class="n">review_df</span><span class="o">.</span><span class="n">review_length</span><span class="p">))</span>

<span class="n">review_df</span><span class="o">.</span><span class="n">length_bin</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">logx</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>longest review: 20111
mean review length: 1017.6698168086382
median review length: 338.0
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<pre>&lt;AxesSubplot:&gt;</pre>
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>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[145]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">dateutil.parser</span> <span class="k">import</span> <span class="n">parse</span><span class="p">,</span> <span class="n">tz</span>

<span class="k">def</span> <span class="nf">parse_date</span><span class="p">(</span><span class="n">date_str</span><span class="p">):</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">parse</span><span class="p">(</span><span class="n">date_str</span><span class="p">)</span><span class="o">.</span><span class="n">astimezone</span><span class="p">(</span><span class="n">utc</span><span class="p">)</span>
    <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
        <span class="k">return</span> <span class="kc">None</span>

<span class="n">utc</span> <span class="o">=</span> <span class="n">tz</span><span class="o">.</span><span class="n">gettz</span><span class="p">(</span><span class="s1">&#39;UTC&#39;</span><span class="p">)</span>

<span class="n">review_df</span><span class="p">[</span><span class="s1">&#39;date_added&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">date_added</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">parse_date</span><span class="p">)</span>
<span class="n">review_df</span><span class="p">[</span><span class="s1">&#39;date_updated&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">date_updated</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">parse_date</span><span class="p">)</span>
<span class="n">review_df</span><span class="p">[</span><span class="s1">&#39;read_at&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">read_at</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">parse_date</span><span class="p">)</span>
<span class="n">review_df</span><span class="p">[</span><span class="s1">&#39;started_at&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">started_at</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">parse_date</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">review_df</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;Unnamed: 0&#39;, &#39;user_id&#39;, &#39;book_id&#39;, &#39;review_id&#39;, &#39;rating&#39;, &#39;date_added&#39;,
       &#39;date_updated&#39;, &#39;read_at&#39;, &#39;started_at&#39;, &#39;n_votes&#39;, &#39;n_comments&#39;,
       &#39;review_length&#39;, &#39;review_text&#39;, &#39;log_length&#39;, &#39;length_bin&#39;, &#39;author_id&#39;,
       &#39;work_id&#39;, &#39;title&#39;, &#39;author_name&#39;, &#39;children&#39;, &#39;comics, graphic&#39;,
       &#39;fantasy, paranormal&#39;, &#39;fiction&#39;,
       &#39;history, historical fiction, biography&#39;, &#39;mystery, thriller, crime&#39;,
       &#39;non-fiction&#39;, &#39;poetry&#39;, &#39;romance&#39;, &#39;young-adult&#39;, &#39;author_freq&#39;,
       &#39;book_freq&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># get a list of book ids that are in the review dataset</span>
<span class="n">review_book_ids</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">review_df</span><span class="o">.</span><span class="n">book_id</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;unique book ids:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">review_book_ids</span><span class="p">))</span>

<span class="c1"># load basic book metadata (only book and author id and book title)</span>
<span class="n">bookmeta_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="n">book_file</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">compression</span><span class="o">=</span><span class="s1">&#39;gzip&#39;</span><span class="p">,</span> <span class="n">usecols</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;book_id&#39;</span><span class="p">,</span> <span class="s1">&#39;work_id&#39;</span><span class="p">,</span> <span class="s1">&#39;author_id&#39;</span><span class="p">,</span> <span class="s1">&#39;title&#39;</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;book metadata read&#39;</span><span class="p">)</span>

<span class="c1"># filter the book metadata to only the book ids in the review dataset</span>
<span class="n">bookmeta_df</span> <span class="o">=</span> <span class="n">bookmeta_df</span><span class="p">[</span><span class="n">bookmeta_df</span><span class="o">.</span><span class="n">book_id</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">review_book_ids</span><span class="p">)]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;book metadata filtered&#39;</span><span class="p">)</span>

<span class="c1"># load the author metadata to get author names </span>
<span class="n">author_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="n">author_file</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">compression</span><span class="o">=</span><span class="s1">&#39;gzip&#39;</span><span class="p">,</span> <span class="n">usecols</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;author_id&#39;</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">])</span>
<span class="n">author_df</span> <span class="o">=</span> <span class="n">author_df</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;name&#39;</span><span class="p">:</span> <span class="s1">&#39;author_name&#39;</span><span class="p">})</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;author metadata read&#39;</span><span class="p">)</span>

<span class="c1"># merge the book and author metadata into a single dataframe, </span>
<span class="c1"># keeping only author names for books in the review dataset</span>
<span class="n">metadata_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">bookmeta_df</span><span class="p">,</span> <span class="n">author_df</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;book and author metadata merged&#39;</span><span class="p">)</span>

<span class="c1"># merge the review dataset with the book metadata</span>
<span class="n">review_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">review_df</span><span class="p">,</span> <span class="n">metadata_df</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;book_id&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;review and book metadata&#39;</span><span class="p">)</span>
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<pre>unique book ids: 404059
book metadata read
book metadata filtered
author metadata read
book and author metadata merged
review and book metadata
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">genre_file</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_dir</span><span class="p">,</span> <span class="s1">&#39;goodreads_book_genres_initial.csv.gz&#39;</span><span class="p">)</span> <span class="c1"># book genre information</span>

<span class="c1">#genre_df = pd.read_csv(genre_file, sep=&#39;\t&#39;, compression=&#39;gzip&#39;)</span>
<span class="c1">#genre_df = genre_df[genre_df.book_id.isin(review_book_ids)]</span>
<span class="n">genre_df</span><span class="o">.</span><span class="n">genres</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>

<span class="n">g</span> <span class="o">=</span> <span class="n">genre_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;book_id&#39;</span><span class="p">,</span> <span class="s1">&#39;genres&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">g</span><span class="p">))</span>
<span class="n">u_genres</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">unstack</span><span class="p">(</span><span class="s1">&#39;genres&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
<span class="n">u_genres</span> <span class="o">=</span> <span class="n">u_genres</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;number of books with genre information:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">u_genres</span><span class="p">))</span>

<span class="n">review_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">review_df</span><span class="p">,</span> <span class="n">u_genres</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;book_id&#39;</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">)</span>

<span class="n">genres</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">u_genres</span><span class="o">.</span><span class="n">columns</span><span class="p">)[</span><span class="mi">1</span><span class="p">:]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">genres</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of reviews per genre:&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">genre</span> <span class="ow">in</span> <span class="n">genres</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s1">&#39;</span><span class="si">{genre: &lt;40}</span><span class="s1">{len(review_df[review_df[genre] == 1]): &gt;10}&#39;</span><span class="p">)</span>

<span class="n">u_genres</span>
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<pre>1136144
number of books with genre information: 394888
[&#39;children&#39;, &#39;comics, graphic&#39;, &#39;fantasy, paranormal&#39;, &#39;fiction&#39;, &#39;history, historical fiction, biography&#39;, &#39;mystery, thriller, crime&#39;, &#39;non-fiction&#39;, &#39;poetry&#39;, &#39;romance&#39;, &#39;young-adult&#39;]
Number of reviews per genre:
children                                    127656
comics, graphic                              90404
fantasy, paranormal                         446156
fiction                                     918241
history, historical fiction, biography      354004
mystery, thriller, crime                    409302
non-fiction                                 199731
poetry                                       34223
romance                                     573330
young-adult                                 408106
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>genres</th>
      <th>book_id</th>
      <th>children</th>
      <th>comics, graphic</th>
      <th>fantasy, paranormal</th>
      <th>fiction</th>
      <th>history, historical fiction, biography</th>
      <th>mystery, thriller, crime</th>
      <th>non-fiction</th>
      <th>poetry</th>
      <th>romance</th>
      <th>young-adult</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>394883</th>
      <td>36488099</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>394884</th>
      <td>36494299</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>394885</th>
      <td>36498328</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>394886</th>
      <td>36508486</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>394887</th>
      <td>36514196</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
<p>394888 rows × 11 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># add number of reviews per author for popular author selection</span>
<span class="n">review_df</span><span class="p">[</span><span class="s1">&#39;author_freq&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;author_name&#39;</span><span class="p">])[</span><span class="s1">&#39;review_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">review_df</span><span class="p">[</span><span class="s1">&#39;book_freq&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;book_id&#39;</span><span class="p">])[</span><span class="s1">&#39;review_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">review_df</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0</th>
      <th>user_id</th>
      <th>book_id</th>
      <th>review_id</th>
      <th>rating</th>
      <th>date_added</th>
      <th>date_updated</th>
      <th>read_at</th>
      <th>started_at</th>
      <th>n_votes</th>
      <th>...</th>
      <th>fantasy, paranormal</th>
      <th>fiction</th>
      <th>history, historical fiction, biography</th>
      <th>mystery, thriller, crime</th>
      <th>non-fiction</th>
      <th>poetry</th>
      <th>romance</th>
      <th>young-adult</th>
      <th>author_freq</th>
      <th>book_freq</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>8842281e1d1347389f2ab93d60773d4d</td>
      <td>16981</td>
      <td>a5d2c3628987712d0e05c4f90798eb67</td>
      <td>3</td>
      <td>2016-12-05 18:46:44+00:00</td>
      <td>2017-03-22 18:37:04+00:00</td>
      <td>None</td>
      <td>None</td>
      <td>1</td>
      <td>...</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>47.0</td>
      <td>39</td>
    </tr>
    <tr>
      <th>1</th>
      <td>8146</td>
      <td>37d3651e895e35cd2818eb36d87c4367</td>
      <td>16981</td>
      <td>989d104e066141f8261d33d0ce64d7b5</td>
      <td>4</td>
      <td>2013-12-19 14:42:58+00:00</td>
      <td>2013-12-26 17:16:02+00:00</td>
      <td>2013-12-26 17:16:02+00:00</td>
      <td>2013-12-19 08:00:00+00:00</td>
      <td>0</td>
      <td>...</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>47.0</td>
      <td>39</td>
    </tr>
    <tr>
      <th>2</th>
      <td>50004</td>
      <td>a76cc6d83a5206d931a0064e2de99ae3</td>
      <td>16981</td>
      <td>61598fc0327e7ccf7099c1249128994f</td>
      <td>5</td>
      <td>2012-08-03 15:43:41+00:00</td>
      <td>2012-11-24 23:36:41+00:00</td>
      <td>2012-11-24 23:36:41+00:00</td>
      <td>2012-11-20 08:00:00+00:00</td>
      <td>0</td>
      <td>...</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>47.0</td>
      <td>39</td>
    </tr>
    <tr>
      <th>3</th>
      <td>61923</td>
      <td>2d712f5dba10518b7374de3cf946b993</td>
      <td>16981</td>
      <td>5924e2aaadfaf8fccb7dcaee289de15d</td>
      <td>5</td>
      <td>2012-08-21 02:32:11+00:00</td>
      <td>2012-08-21 02:37:24+00:00</td>
      <td>None</td>
      <td>None</td>
      <td>0</td>
      <td>...</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>47.0</td>
      <td>39</td>
    </tr>
    <tr>
      <th>4</th>
      <td>62258</td>
      <td>c5287ace96293b661475e65d40bf00d3</td>
      <td>16981</td>
      <td>95e2bd7a5349dc18832250aad0896533</td>
      <td>4</td>
      <td>2014-01-13 00:36:30+00:00</td>
      <td>2017-05-11 06:29:51+00:00</td>
      <td>2017-05-12 06:29:51+00:00</td>
      <td>2017-04-29 07:00:00+00:00</td>
      <td>1</td>
      <td>...</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>47.0</td>
      <td>39</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>1107085</th>
      <td>1008009</td>
      <td>e223be160b89f218dbee70b5fbdccf76</td>
      <td>20369388</td>
      <td>7c1395ba0a319423707d8ffff79aeafc</td>
      <td>5</td>
      <td>2014-06-07 05:32:23+00:00</td>
      <td>2014-08-26 21:07:08+00:00</td>
      <td>2014-08-10 23:25:37+00:00</td>
      <td>2013-12-25 08:00:00+00:00</td>
      <td>0</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>4.0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>1107086</th>
      <td>1008009</td>
      <td>e223be160b89f218dbee70b5fbdccf76</td>
      <td>20369388</td>
      <td>7c1395ba0a319423707d8ffff79aeafc</td>
      <td>5</td>
      <td>2014-06-07 05:32:23+00:00</td>
      <td>2014-08-26 21:07:08+00:00</td>
      <td>2014-08-10 23:25:37+00:00</td>
      <td>2013-12-25 08:00:00+00:00</td>
      <td>0</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>3.0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>1107087</th>
      <td>1008009</td>
      <td>e223be160b89f218dbee70b5fbdccf76</td>
      <td>20369388</td>
      <td>7c1395ba0a319423707d8ffff79aeafc</td>
      <td>5</td>
      <td>2014-06-07 05:32:23+00:00</td>
      <td>2014-08-26 21:07:08+00:00</td>
      <td>2014-08-10 23:25:37+00:00</td>
      <td>2013-12-25 08:00:00+00:00</td>
      <td>0</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>4.0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>1107088</th>
      <td>1008010</td>
      <td>e223be160b89f218dbee70b5fbdccf76</td>
      <td>18518801</td>
      <td>d2ed77d013ca33fe0eaa9a4013b352c7</td>
      <td>5</td>
      <td>2013-09-19 09:49:29+00:00</td>
      <td>2014-08-26 22:00:58+00:00</td>
      <td>2014-08-13 06:38:26+00:00</td>
      <td>2013-08-10 07:00:00+00:00</td>
      <td>0</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>4.0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>1107089</th>
      <td>1008010</td>
      <td>e223be160b89f218dbee70b5fbdccf76</td>
      <td>18518801</td>
      <td>d2ed77d013ca33fe0eaa9a4013b352c7</td>
      <td>5</td>
      <td>2013-09-19 09:49:29+00:00</td>
      <td>2014-08-26 22:00:58+00:00</td>
      <td>2014-08-13 06:38:26+00:00</td>
      <td>2013-08-10 07:00:00+00:00</td>
      <td>0</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>4.0</td>
      <td>2</td>
    </tr>
  </tbody>
</table>
<p>1107090 rows × 31 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;number of distinct books:&#39;</span><span class="p">,</span> <span class="n">review_df</span><span class="o">.</span><span class="n">book_id</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;number of distinct works:&#39;</span><span class="p">,</span> <span class="n">review_df</span><span class="o">.</span><span class="n">work_id</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
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<pre>number of distinct books: 397482
number of distinct works: 298169
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<p>The 1 million review dataset contains reviews for 397,482 distinct books and 298,169 distinct works. The differences between books and works are to do with different versions and editions of a work being different books, but all are <em>expressions</em> or <em>manifestations</em> of the same intellectual <em>work</em> (there are a lot of nuances to make, for more on the distinctions between <em>work</em>, <em>expression</em>, <em>manifestion</em> and <em>item</em> levels, see the <a href="https://www.ifla.org/files/assets/cataloguing/frbr/frbr_2008.pdf">Functional Requirements for Bibliographic Records (FRBR)</a>).</p>
<p>The most frequently reviewed books are no surprises:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">review_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;book_id&#39;</span><span class="p">,</span> <span class="s1">&#39;author_name&#39;</span><span class="p">,</span> <span class="s1">&#39;title&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
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<pre>book_id   author_name           title                                  
14743435  Rebecca    Alexander  Dangerous Assignment                          1
18338982  Stephan Attia         The Children of Paradise                      1
18338980  Bohumil Hrabal        نظارت دقیق قطارها                             1
18338935  Matthew Quick         Forgive Me, Leonard Peacock                   1
18338904  Olivia Cunning        Double Time (Sinners on Tour, #5)             1
                                                                           ... 
5470      George Orwell         1984                                        794
7260188   Suzanne Collins       Mockingjay (The Hunger Games, #3)           829
22557272  Paula Hawkins         The Girl on the Train                       887
2767052   Suzanne Collins       The Hunger Games (The Hunger Games, #1)    1137
11870085  John Green            The Fault in Our Stars                     1363
Length: 457777, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">review_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;work_id&#39;</span><span class="p">,</span> <span class="s1">&#39;author_name&#39;</span><span class="p">,</span> <span class="s1">&#39;title&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
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<pre>work_id   author_name      title                                  
40        Vance Packard    Hidden Persuaders                             1
24066494  Nicole  Banks    Into Pieces (Shattered Hearts, #2)            1
24066448  N.K. Smith       Are You Mine?                                 1
24066387  Tenaya Jayne     Forest Fire (The Legends of Regia, #2)        1
24066275  Matt Shaw        Consumed                                      1
                                                                      ... 
41107568  Paula Hawkins    The Girl on the Train                      1037
13306276  Gillian Flynn    Gone Girl                                  1133
13155899  Veronica Roth    Divergent (Divergent, #1)                  1152
2792775   Suzanne Collins  The Hunger Games (The Hunger Games, #1)    1307
16827462  John Green       The Fault in Our Stars                     1502
Length: 396887, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">review_df</span><span class="o">.</span><span class="n">author_name</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>J.K. Rowling          5921
Stephen King          5213
Cassandra Clare       4665
Neil Gaiman           3764
Sarah J. Maas         3436
                      ... 
Gloria Kamen             1
Heoin Bru                1
S.V. Shorts              1
Jeffrey O.G. Ogbar       1
Nerys Purchon            1
Name: author_name, Length: 145850, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">review_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;author_name&#39;</span><span class="p">])[</span><span class="s1">&#39;book_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
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<pre>author_name
&#34;Big&#34; John McCarthy       1
M.S. Tarot                1
M.S. Spencer              1
M.S. Reese                1
M.S. Kapitsa              1
                       ... 
J.K. Rowling            517
James Patterson         593
Neil Gaiman             596
Agatha Christie         730
Stephen King           1013
Name: book_id, Length: 145850, dtype: int64</pre>
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<pre>author_name
&#34;Big&#34; John McCarthy      1
Marc Hofmann             1
Marc Hirsch              1
Marc Hillel              1
Marc Hillefeld           1
                      ... 
Stephen King           209
R.L. Stine             212
James Patterson        223
Anonymous              228
Nora Roberts           242
Name: work_id, Length: 145850, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">15</span><span class="p">,</span> <span class="mi">5</span><span class="p">]</span>

<span class="c1"># group all reviews by year and month that they were published</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">review_df</span><span class="o">.</span><span class="n">date_updated</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span><span class="p">,</span> <span class="n">review_df</span><span class="o">.</span><span class="n">date_updated</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">month</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="c1"># plot the number of reviews per month as a bar chart</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span>
<span class="c1"># update the ticks on the x-axis so that they remain readable...</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">g</span><span class="p">)));</span>
<span class="c1"># ... with only a tick label for January of each year</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">([</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2">-</span><span class="si">%02d</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">item</span> <span class="k">if</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span> <span class="k">else</span> <span class="s1">&#39;&#39;</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">tolist</span><span class="p">()],</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">gcf</span><span class="p">()</span><span class="o">.</span><span class="n">autofmt_xdate</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Review month&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of reviews&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[54]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">review_df</span><span class="o">.</span><span class="n">date_added</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">month</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[54]:</div>


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<pre>&lt;AxesSubplot:&gt;</pre>
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<p>January, July and August are the months with the most reviews. The January peak is probably a consequence of the Christmas holidays in the USA, where most of the reviewers in the Goodreads dataset are from. The July and August reviews are possibly due to summer holidays.</p>

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<div class="prompt input_prompt">In&nbsp;[113]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">review_df</span><span class="o">.</span><span class="n">rating</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span>
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>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[125]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">g</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">review_df</span><span class="o">.</span><span class="n">date_updated</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span><span class="p">,</span> <span class="s1">&#39;rating&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>

<span class="n">u</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">unstack</span><span class="p">(</span><span class="s1">&#39;date_updated&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">year</span> <span class="ow">in</span> <span class="n">u</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
    <span class="n">u</span><span class="p">[</span><span class="n">year</span><span class="p">]</span> <span class="o">=</span> <span class="n">u</span><span class="p">[</span><span class="n">year</span><span class="p">]</span> <span class="o">/</span> <span class="nb">sum</span><span class="p">(</span><span class="n">u</span><span class="p">[</span><span class="n">year</span><span class="p">])</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">u</span><span class="o">.</span><span class="n">stack</span><span class="p">()</span>
<span class="n">u</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">unstack</span><span class="p">(</span><span class="s1">&#39;rating&#39;</span><span class="p">)</span>
<span class="n">u</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span>

<span class="n">u</span>
</pre></div>

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<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[125]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>rating</th>
      <th>0</th>
      <th>1</th>
      <th>2</th>
      <th>3</th>
      <th>4</th>
      <th>5</th>
    </tr>
    <tr>
      <th>date_updated</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2007</th>
      <td>0.048246</td>
      <td>0.045322</td>
      <td>0.078034</td>
      <td>0.220395</td>
      <td>0.302449</td>
      <td>0.305556</td>
    </tr>
    <tr>
      <th>2008</th>
      <td>0.042875</td>
      <td>0.032043</td>
      <td>0.082865</td>
      <td>0.217261</td>
      <td>0.313693</td>
      <td>0.311263</td>
    </tr>
    <tr>
      <th>2009</th>
      <td>0.050650</td>
      <td>0.035842</td>
      <td>0.087796</td>
      <td>0.229717</td>
      <td>0.328518</td>
      <td>0.267478</td>
    </tr>
    <tr>
      <th>2010</th>
      <td>0.050543</td>
      <td>0.034725</td>
      <td>0.083366</td>
      <td>0.230796</td>
      <td>0.333148</td>
      <td>0.267422</td>
    </tr>
    <tr>
      <th>2011</th>
      <td>0.049351</td>
      <td>0.028993</td>
      <td>0.078967</td>
      <td>0.220177</td>
      <td>0.344099</td>
      <td>0.278413</td>
    </tr>
    <tr>
      <th>2012</th>
      <td>0.038452</td>
      <td>0.031554</td>
      <td>0.074853</td>
      <td>0.211019</td>
      <td>0.341865</td>
      <td>0.302257</td>
    </tr>
    <tr>
      <th>2013</th>
      <td>0.033521</td>
      <td>0.028535</td>
      <td>0.071468</td>
      <td>0.201412</td>
      <td>0.335722</td>
      <td>0.329343</td>
    </tr>
    <tr>
      <th>2014</th>
      <td>0.029814</td>
      <td>0.028692</td>
      <td>0.069875</td>
      <td>0.195384</td>
      <td>0.331968</td>
      <td>0.344267</td>
    </tr>
    <tr>
      <th>2015</th>
      <td>0.030089</td>
      <td>0.027308</td>
      <td>0.068839</td>
      <td>0.193690</td>
      <td>0.332502</td>
      <td>0.347572</td>
    </tr>
    <tr>
      <th>2016</th>
      <td>0.038056</td>
      <td>0.026552</td>
      <td>0.066130</td>
      <td>0.193052</td>
      <td>0.329745</td>
      <td>0.346465</td>
    </tr>
    <tr>
      <th>2017</th>
      <td>0.034391</td>
      <td>0.026444</td>
      <td>0.064822</td>
      <td>0.188774</td>
      <td>0.331966</td>
      <td>0.353603</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

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<p>Rating behaviour hasn't changed much over the years. The proportion of positive reviews (4 and 5 stars) has grown from around 60% (30% for each of 4 and 5 stars) to almost 70%, with small drops in proportion for the lower ratings.</p>
<p>Note that with this highly aggregated view (with 1 million reviews for over 400,000 distinct books), we cannot see how this relates to the rating behaviour for individual books, reviewers, authors or genres. For that we need to <strong>focus</strong> on those individual entities.</p>

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<div class="prompt input_prompt">In&nbsp;[159]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scripts.text_tail_analysis</span> <span class="k">import</span> <span class="n">get_dataframe_review_texts</span>

<span class="n">random_seed</span> <span class="o">=</span> <span class="mi">1205921</span>

<span class="n">sample_df</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="n">random_seed</span><span class="p">)</span>

<span class="n">review_texts</span> <span class="o">=</span> <span class="p">[</span><span class="n">review_text</span> <span class="k">for</span> <span class="n">review_text</span> <span class="ow">in</span> <span class="n">get_dataframe_review_texts</span><span class="p">(</span><span class="n">sample_df</span><span class="p">)]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sample_df</span><span class="o">.</span><span class="n">book_id</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>16237311    1
1140553     1
106550      1
4407        1
12471098    1
           ..
1618        1
18131118    1
10293725    1
59825       1
799232      1
Name: book_id, Length: 100, dtype: int64</pre>
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<p>All reviews are for different books. That is, in this sample there are no books with more than one review.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">langdetect</span> <span class="k">import</span> <span class="n">detect</span>

<span class="n">reviews_en</span> <span class="o">=</span> <span class="p">[</span><span class="n">text</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">review_texts</span> <span class="k">if</span> <span class="n">detect</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;en&#39;</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;number of reviews:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">review_texts</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;number of reviews in English:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">reviews_en</span><span class="p">))</span>
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<pre>number of reviews: 100
number of reviews in English: 91
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<p>There are 91 reviews in English.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">Counter</span>
<span class="kn">import</span> <span class="nn">re</span>

<span class="n">tf</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
<span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">reviews_en</span><span class="p">:</span>
    <span class="c1"># split the texts on any non-word characters</span>
    <span class="n">words</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;\W+&#39;</span><span class="p">,</span> <span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span>
    <span class="c1"># count the number of times each word occurs across the review texts</span>
    <span class="n">tf</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">words</span><span class="p">)</span>

<span class="n">tf</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span>
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<pre>[(&#39;the&#39;, 528),
 (&#39;and&#39;, 338),
 (&#39;I&#39;, 332),
 (&#39;to&#39;, 271),
 (&#39;a&#39;, 263),
 (&#39;of&#39;, 263),
 (&#39;in&#39;, 180),
 (&#39;it&#39;, 168),
 (&#39;is&#39;, 167),
 (&#39;s&#39;, 136),
 (&#39;that&#39;, 135),
 (&#39;this&#39;, 133),
 (&#39;was&#39;, 131),
 (&#39;book&#39;, 120),
 (&#39;with&#39;, 96),
 (&#39;t&#39;, 89),
 (&#39;for&#39;, 85),
 (&#39;&#39;, 84),
 (&#39;but&#39;, 74),
 (&#39;The&#39;, 71)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">spacy</span>

<span class="c1"># load the large model for English</span>
<span class="n">nlp</span> <span class="o">=</span> <span class="n">spacy</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;en_core_web_lg&#39;</span><span class="p">)</span>

<span class="c1"># use nlp to parse each text and store the parsed results as a list of docs</span>
<span class="n">docs</span> <span class="o">=</span> <span class="p">[</span><span class="n">nlp</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">reviews_en</span><span class="p">]</span>

<span class="c1"># iterate over the docs, then over the entities in each doc and count them</span>
<span class="n">tf</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([</span><span class="n">entity</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">doc</span> <span class="ow">in</span> <span class="n">docs</span> <span class="k">for</span> <span class="n">entity</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span><span class="p">])</span>

<span class="n">tf</span><span class="o">.</span><span class="n">most_common</span><span class="p">()</span>
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<pre>[(&#39;first&#39;, 26),
 (&#39;one&#39;, 15),
 (&#39;two&#39;, 15),
 (&#39;Alice&#39;, 14),
 (&#39;three&#39;, 10),
 (&#39;Anne&#39;, 9),
 (&#39;Baratte&#39;, 8),
 (&#39;Louisa&#39;, 8),
 (&#39;Iran&#39;, 6),
 (&#39;second&#39;, 5),
 (&#39;Mary Anne&#39;, 5),
 (&#34;Mary Anne&#39;s&#34;, 5),
 (&#39;5&#39;, 4),
 (&#39;English&#39;, 4),
 (&#39;third&#39;, 4),
 (&#39;Asher&#39;, 4),
 (&#39;Wiebe&#39;, 4),
 (&#39;One&#39;, 4),
 (&#39;these days&#39;, 4),
 (&#39;Jean-Baptiste Baratte&#39;, 4),
 (&#39;Les Innocents&#39;, 4),
 (&#39;Wonderland&#39;, 4),
 (&#39;Jamie&#39;, 4),
 (&#39;Godwin&#39;, 4),
 (&#39;Caleb&#39;, 4),
 (&#39;Edward&#39;, 4),
 (&#39;Marjane&#39;, 4),
 (&#39;Dawn&#39;, 4),
 (&#39;BSC&#39;, 4),
 (&#39;half&#39;, 4),
 (&#39;today&#39;, 3),
 (&#39;Beck&#39;, 3),
 (&#39;Anne Merchant&#39;, 3),
 (&#39;Cania Christy&#39;, 3),
 (&#39;Gaiman&#39;, 3),
 (&#39;f**king&#39;, 3),
 (&#39;iLove&#39;, 3),
 (&#39;Simon&#39;, 3),
 (&#39;John Grey&#39;, 3),
 (&#39;John&#39;, 3),
 (&#39;Bella&#39;, 3),
 (&#39;32&#39;, 2),
 (&#39;Scout&#39;, 2),
 (&#39;Atticus&#39;, 2),
 (&#39;Alabama&#39;, 2),
 (&#39;fourth&#39;, 2),
 (&#39;eight&#39;, 2),
 (&#39;nine&#39;, 2),
 (&#39;Katarina&#39;, 2),
 (&#39;Allie&#39;, 2),
 (&#39;COOPER&#39;, 2),
 (&#39;Chelcie&#39;, 2),
 (&#39;days&#39;, 2),
 (&#34;Cania Christy&#39;s&#34;, 2),
 (&#39;A Little Life&#39;, 2),
 (&#39;Simenon&#39;, 2),
 (&#39;12,000&#39;, 2),
 (&#39;Yunior&#39;, 2),
 (&#39;Diaz&#39;, 2),
 (&#39;American&#39;, 2),
 (&#39;Sammie&#39;, 2),
 (&#39;Christian&#39;, 2),
 (&#39;Sybill&#39;, 2),
 (&#39;Versailles&#39;, 2),
 (&#39;Walker&#39;, 2),
 (&#39;Eve&#39;, 2),
 (&#39;the 19th century&#39;, 2),
 (&#39;Wes&#39;, 2),
 (&#39;Elaine Fox&#39;, 2),
 (&#39;Mary Kay McComas&#39;, 2),
 (&#39;RC Ryan&#39;, 2),
 (&#39;3&#39;, 2),
 (&#39;2&#39;, 2),
 (&#39;Grace&#39;, 2),
 (&#39;NetGalley&#39;, 2),
 (&#39;the Outlander series&#39;, 2),
 (&#39;Claire&#39;, 2),
 (&#39;America&#39;, 2),
 (&#39;Outlander&#39;, 2),
 (&#39;Killion&#39;, 2),
 (&#39;Snyder&#39;, 2),
 (&#39;Taylor&#39;, 2),
 (&#39;Caleb Williams&#39;, 2),
 (&#39;Falkland&#39;, 2),
 (&#39;Kimberly&#39;, 2),
 (&#39;Claudia&#39;, 2),
 (&#39;Diana&#39;, 2),
 (&#39;Ee&#39;, 2),
 (&#39;raffe&#39;, 2),
 (&#39;beliel&#39;, 2),
 (&#39;penyrn&#39;, 2),
 (&#39;Paige&#39;, 2),
 (&#39;five&#39;, 2),
 (&#39;Livingston Press&#39;, 2),
 (&#39;Hal&#39;, 2),
 (&#39;Lea Rachel&#39;, 1),
 (&#39;34&#39;, 1),
 (&#34;William Shakespeare&#39;s&#34;, 1),
 (&#39;56&#39;, 1),
 (&#39;58&#39;, 1),
 (&#39;31&#39;, 1),
 (&#39;ages 9-14&#39;, 1),
 (&#39;7th&#39;, 1),
 (&#39;Jem&#39;, 1),
 (&#39;a couple of weeks&#39;, 1),
 (&#39;Finish Short Trips&#39;, 1),
 (&#39;Jac Rayner&#39;, 1),
 (&#39;2003&#39;, 1),
 (&#39;Terpsichore&#39;, 1),
 (&#39;Teach Yourself Ballroom Dancing&#39;, 1),
 (&#39;Robert Shearman&#39;, 1),
 (&#39;Sixth&#39;, 1),
 (&#39;Thalia&#39;, 1),
 (&#39;The Brain of Socrates&#39;, 1),
 (&#39;Gareth Roberts&#39;, 1),
 (&#39;the Fourth Doctor and Leela&#39;, 1),
 (&#39;Clio&#39;, 1),
 (&#39;The Glass Princess&#39;, 1),
 (&#39;Justin Richards&#39;, 1),
 (&#39;Calliope&#39;, 1),
 (&#39;Steve Lyons&#39;, 1),
 (&#39;ARC&#39;, 1),
 (&#39;Net Galley&#39;, 1),
 (&#39;Crooked Lane Books&#39;, 1),
 (&#39;Inspector Zhang&#39;, 1),
 (&#39;Sherlock Holmes&#39;, 1),
 (&#39;six&#39;, 1),
 (&#39;3,5-4&#39;, 1),
 (&#39;Ow Kanin&#39;, 1),
 (&#39;Kanin&#39;, 1),
 (&#39;3.5/5&#39;, 1),
 (&#39;a 15 year old&#39;, 1),
 (&#39;Corps Security&#39;, 1),
 (&#39;the days&#39;, 1),
 (&#39;Asher Cooper&#39;, 1),
 (&#39;Chelcie Avery&#39;, 1),
 (&#39;Sunshine&#39;, 1),
 (&#39;Harper Sloan&#39;, 1),
 (&#39;the Corps Security Family&#39;, 1),
 (&#39;Tonje Glimmerdal&#39;, 1),
 (&#39;this year&#39;, 1),
 (&#39;Russian&#39;, 1),
 (&#39;ITV Maigret&#39;, 1),
 (&#39;the Three Widows Crossroads&#39;, 1),
 (&#39;Maigret&#39;, 1),
 (&#39;French&#39;, 1),
 (&#39;ten&#39;, 1),
 (&#39;Maigrets&#39;, 1),
 (&#39;1931&#39;, 1),
 (&#39;a few years&#39;, 1),
 (&#39;World Book Club&#39;, 1),
 (&#39;June 2013&#39;, 1),
 (&#39;FYI&#39;, 1),
 (&#39;Oscar Wao&#39;, 1),
 (&#39;Dominican&#39;, 1),
 (&#39;Rafa&#39;, 1),
 (&#39;Spanish&#39;, 1),
 (&#39;Lits&#39;, 1),
 (&#39;Jane&#39;, 1),
 (&#39;Addy&#39;, 1),
 (&#39;the Selection series&#39;, 1),
 (&#39;Jonathon&#39;, 1),
 (&#39;Patty Smith&#39;, 1),
 (&#39;Smith&#39;, 1),
 (&#39;age 12&#39;, 1),
 (&#39;2011&#39;, 1),
 (&#39;Newbery&#39;, 1),
 (&#39;Phillip&#39;, 1),
 (&#39;Quinns&#39;, 1),
 (&#39;Seth&#39;, 1),
 (&#39;Christen&#39;, 1),
 (&#39;Shawn&#39;, 1),
 (&#39;1785&#39;, 1),
 (&#39;France&#39;, 1),
 (&#39;Voltaire&#39;, 1),
 (&#39;Paris&#39;, 1),
 (&#39;30&#39;, 1),
 (&#39;Lecoeur&#39;, 1),
 (&#39;day&#39;, 1),
 (&#39;The year&#39;, 1),
 (&#39;Adam&#39;, 1),
 (&#39;Lazarus&#39;, 1),
 (&#39;Andrew Miller&#39;, 1),
 (&#39;Jennifer Cameron-Smith&#39;, 1),
 (&#39;Just Another Judgement Day&#39;, 1),
 (&#39;John Taylor&#39;, 1),
 (&#39;Nightside&#39;, 1),
 (&#39;Thorns&#39;, 1),
 (&#39;Christianity&#39;, 1),
 (&#39;The Book Pushers   &#39;, 1),
 (&#39;This year&#39;, 1),
 (&#39;150th&#39;, 1),
 (&#39;Geoffrey Maguire&#39;, 1),
 (&#39;later this year&#39;, 1),
 (&#34;the Mad Hatter&#39;s Tea Party&#34;, 1),
 (&#39;Red Queen&#39;, 1),
 (&#39;Tweedledum&#39;, 1),
 (&#39;Tweedledee&#39;, 1),
 (&#39;Dallas&#39;, 1),
 (&#39;Roarke&#39;, 1),
 (&#39;Wonderment in Death.&#39;, 1),
 (&#39;41.5&#39;, 1),
 (&#39;41&#39;, 1),
 (&#39;1&#39;, 1),
 (&#39;Naked&#39;, 1),
 (&#39;Earth&#39;, 1),
 (&#39;2050s&#39;, 1),
 (&#34;Lewis Carroll&#39;s&#34;, 1),
 (&#39;the Mad Hatter&#39;, 1),
 (&#34;Mary Blayney&#39;s&#34;, 1),
 (&#39;Blayney&#39;, 1),
 (&#39;J.D. Robb&#39;, 1),
 (&#39;Weston&#39;, 1),
 (&#39;Alice Kemp&#39;, 1),
 (&#39;their 21st century&#39;, 1),
 (&#39;21st century&#39;, 1),
 (&#39;the 21st&#39;, 1),
 (&#39;Countess&#39;, 1),
 (&#39;The 21st century&#39;, 1),
 (&#39;4&#39;, 1),
 (&#39;The Book of Bones&#39;, 1),
 (&#39;Saturday&#39;, 1),
 (&#39;evening&#39;, 1),
 (&#39;320&#39;, 1),
 (&#39;Harold&#39;, 1),
 (&#39;Her, Fates and Furies&#39;, 1),
 (&#39;the Secret Scripture&#39;, 1),
 (&#39;LFL&#39;, 1),
 (&#39;3 year old&#39;, 1),
 (&#39;Victorian England&#39;, 1),
 (&#39;Lucy Childs&#39;, 1),
 (&#39;Wildthorn&#39;, 1),
 (&#39;Eliza&#39;, 1),
 (&#39;Beatrice&#39;, 1),
 (&#39;Christmas&#39;, 1),
 (&#39;sookie&#39;, 1),
 (&#39;Shadows&#39;, 1),
 (&#39;Fiona Skye&#39;, 1),
 (&#39;Riley&#39;, 1),
 (&#39;David&#39;, 1),
 (&#39;Aine&#39;, 1),
 (&#39;Orla&#39;, 1),
 (&#39;Silver Shackles&#39;, 1),
 (&#39;more than a week&#39;, 1),
 (&#39;week&#39;, 1),
 (&#39;Jamie Fraser&#39;, 1),
 (&#39;The Scottish Prisoner&#39;, 1),
 (&#39;German&#39;, 1),
 (&#39;Europe&#39;, 1),
 (&#39;London&#39;, 1),
 (&#39;Germany&#39;, 1),
 (&#39;British&#39;, 1),
 (&#39;Tempting Mr. Wrong&#39;, 1),
 (&#39;Lance&#39;, 1),
 (&#39;komono&#39;, 1),
 (&#39;Goodreads&#39;, 1),
 (&#39;KonMari&#39;, 1),
 (&#39;Shintoism&#39;, 1),
 (&#39;Tom Killion&#39;, 1),
 (&#39;PDA&#39;, 1),
 (&#39;last summer&#39;, 1),
 (&#39;Henry&#39;, 1),
 (&#39;3.5&#39;, 1),
 (&#39;One minute&#39;, 1),
 (&#39;a few days&#39;, 1),
 (&#39;FIRST&#39;, 1),
 (&#39;HUUUGGEE&#39;, 1),
 (&#39;Justice&#39;, 1),
 (&#39;justice&#39;, 1),
 (&#39;Hong Kong&#39;, 1),
 (&#39;at least 2 years&#39;, 1),
 (&#39;Dracula&#39;, 1),
 (&#39;Twilight&#39;, 1),
 (&#39;Isabella Swan&#39;, 1),
 (&#39;Biology II&#39;, 1),
 (&#39;Edward Cullen&#39;, 1),
 (&#34;Stephenie Meyer&#39;s&#34;, 1),
 (&#39;Pride&#39;, 1),
 (&#39;Lizzy&#39;, 1),
 (&#39;Darcy&#39;, 1),
 (&#39;Canada&#39;, 1),
 (&#39;July 2017&#39;, 1),
 (&#34;Sherman Alexie&#39;s&#34;, 1),
 (&#39;Marjane Strapi&#39;, 1),
 (&#39;Iraq&#39;, 1),
 (&#39;fourteen&#39;, 1),
 (&#39;Austria&#39;, 1),
 (&#39;Years&#39;, 1),
 (&#39;1980s - 1990s&#39;, 1),
 (&#39;Iranians&#39;, 1),
 (&#39;Obraztsov&#39;, 1),
 (&#39;Obraztsovs&#39;, 1),
 (&#39;the Day&#39;, 1),
 (&#39;Jenny Prezzioso&#39;, 1),
 (&#39;Kristy&#39;, 1),
 (&#39;Shillaber&#39;, 1),
 (&#39;Stacey&#39;, 1),
 (&#39;Cokie Mason&#39;, 1),
 (&#39;Alma&#39;, 1),
 (&#39;almost eleven years&#39;, 1),
 (&#39;night&#39;, 1),
 (&#39;Keep Out&#39;, 1),
 (&#39;Pikes&#39;, 1),
 (&#39;Catholic&#39;, 1),
 (&#39;Jenny&#39;, 1),
 (&#39;Shadow of the Night&#39;, 1),
 (&#39;A Discovery of Witches&#39;, 1),
 (&#39;Matthew&#39;, 1),
 (&#39;Elizabethan&#39;, 1),
 (&#39;the last couple of days&#39;, 1),
 (&#39;tonight&#39;, 1),
 (&#39;Richelle Mead&#39;, 1),
 (&#39;Raffe&#39;, 1),
 (&#34;penyrn&#39;s &#39;&#34;, 1),
 (&#39;Frankenstein&#39;, 1),
 (&#39;Cheers&#39;, 1),
 (&#39;Rise of Rome&#39;, 1),
 (&#39;Anthony Everitt&#39;, 1),
 (&#39;Rome&#39;, 1),
 (&#39;another day&#39;, 1),
 (&#39;Regency&#39;, 1),
 (&#39;3.9&#39;, 1),
 (&#39;The Book Description: An imprisoned child prince&#39;, 1),
 (&#39;Roman&#39;, 1),
 (&#39;Denny&#39;, 1),
 (&#39;Flagstaff&#39;, 1),
 (&#39;Arizona&#39;, 1),
 (&#39;quarter-ton&#39;, 1),
 (&#39;ten-year-old&#39;, 1),
 (&#39;Yangchow&#39;, 1),
 (&#39;Jin Nong&#39;, 1),
 (&#39;1687-1763&#39;, 1),
 (&#39;My Review&#39;, 1),
 (&#39;Finish one&#39;, 1),
 (&#39;a few seconds&#39;, 1),
 (&#34;Lou Beach&#39;s&#34;, 1),
 (&#39;420&#39;, 1),
 (&#39;21 June&#39;, 1),
 (&#39;UWA&#39;, 1),
 (&#39;one dozen&#39;, 1),
 (&#39;Station 22&#39;, 1),
 (&#39;The University of West Alabama&#39;, 1),
 (&#39;Livingston&#39;, 1),
 (&#39;summer solstice&#39;, 1),
 (&#39;June 21&#39;, 1),
 (&#39;Kit&#39;, 1),
 (&#39;BBC&#39;, 1),
 (&#39;Zavac&#39;, 1),
 (&#39;Lydia&#39;, 1),
 (&#39;Stig&#39;, 1),
 (&#39;The Strange and Beautiful Sorrows of Ava Lavender&#39;, 1),
 (&#39;Polish&#39;, 1)]</pre>
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<p>With just 100 reviews, all for different books, it is perhaps surprising that the most frequent entities are very specific names that appear many times ('Jessamin', 'Finn', 'Albion', 'Rakhi', 'Black Snow', 'Bulgakov').</p>
<p>But this becomes more understandable when we take into account that some reviews are long and repeat the same names of authors and characters multiple times. We can compensate for this by looking at the <strong>document frequency</strong>, e.g. the number of documents (each review is a document) in which a term occurs.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_ent</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([</span><span class="n">entity</span> <span class="k">for</span> <span class="n">doc</span> <span class="ow">in</span> <span class="n">docs</span> <span class="k">for</span> <span class="n">entity</span> <span class="ow">in</span> <span class="nb">set</span><span class="p">([</span><span class="n">ent</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span><span class="p">])])</span>

<span class="n">df_ent</span><span class="o">.</span><span class="n">most_common</span><span class="p">()</span>
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<pre>[(&#39;first&#39;, 17),
 (&#39;two&#39;, 12),
 (&#39;one&#39;, 11),
 (&#39;three&#39;, 8),
 (&#39;second&#39;, 5),
 (&#39;5&#39;, 4),
 (&#39;third&#39;, 4),
 (&#39;One&#39;, 4),
 (&#39;these days&#39;, 4),
 (&#39;today&#39;, 3),
 (&#39;English&#39;, 3),
 (&#39;fourth&#39;, 2),
 (&#39;American&#39;, 2),
 (&#39;3&#39;, 2),
 (&#39;Louisa&#39;, 2),
 (&#39;NetGalley&#39;, 2),
 (&#39;America&#39;, 2),
 (&#39;five&#39;, 2),
 (&#39;half&#39;, 2),
 (&#39;Lea Rachel&#39;, 1),
 (&#39;56&#39;, 1),
 (&#39;32&#39;, 1),
 (&#34;William Shakespeare&#39;s&#34;, 1),
 (&#39;31&#39;, 1),
 (&#39;34&#39;, 1),
 (&#39;58&#39;, 1),
 (&#39;ages 9-14&#39;, 1),
 (&#39;7th&#39;, 1),
 (&#39;Jem&#39;, 1),
 (&#39;a couple of weeks&#39;, 1),
 (&#39;Alabama&#39;, 1),
 (&#39;Scout&#39;, 1),
 (&#39;Atticus&#39;, 1),
 (&#39;eight&#39;, 1),
 (&#39;Thalia&#39;, 1),
 (&#39;The Glass Princess&#39;, 1),
 (&#39;Sixth&#39;, 1),
 (&#39;Justin Richards&#39;, 1),
 (&#39;Katarina&#39;, 1),
 (&#39;Calliope&#39;, 1),
 (&#39;The Brain of Socrates&#39;, 1),
 (&#39;the Fourth Doctor and Leela&#39;, 1),
 (&#39;2003&#39;, 1),
 (&#39;Gareth Roberts&#39;, 1),
 (&#39;Robert Shearman&#39;, 1),
 (&#39;Jac Rayner&#39;, 1),
 (&#39;Clio&#39;, 1),
 (&#39;Steve Lyons&#39;, 1),
 (&#39;Teach Yourself Ballroom Dancing&#39;, 1),
 (&#39;nine&#39;, 1),
 (&#39;Finish Short Trips&#39;, 1),
 (&#39;Terpsichore&#39;, 1),
 (&#39;Net Galley&#39;, 1),
 (&#39;Crooked Lane Books&#39;, 1),
 (&#39;ARC&#39;, 1),
 (&#39;Inspector Zhang&#39;, 1),
 (&#39;Sherlock Holmes&#39;, 1),
 (&#39;Allie&#39;, 1),
 (&#39;Kanin&#39;, 1),
 (&#39;3,5-4&#39;, 1),
 (&#39;six&#39;, 1),
 (&#39;Ow Kanin&#39;, 1),
 (&#39;3.5/5&#39;, 1),
 (&#39;a 15 year old&#39;, 1),
 (&#39;Sunshine&#39;, 1),
 (&#39;COOPER&#39;, 1),
 (&#39;Asher Cooper&#39;, 1),
 (&#39;Harper Sloan&#39;, 1),
 (&#39;the days&#39;, 1),
 (&#39;Chelcie Avery&#39;, 1),
 (&#39;Chelcie&#39;, 1),
 (&#39;the Corps Security Family&#39;, 1),
 (&#39;Beck&#39;, 1),
 (&#39;Corps Security&#39;, 1),
 (&#39;Asher&#39;, 1),
 (&#39;days&#39;, 1),
 (&#39;this year&#39;, 1),
 (&#39;Tonje Glimmerdal&#39;, 1),
 (&#39;Russian&#39;, 1),
 (&#39;Cania Christy&#39;, 1),
 (&#39;Anne Merchant&#39;, 1),
 (&#34;Cania Christy&#39;s&#34;, 1),
 (&#39;Anne&#39;, 1),
 (&#39;Wiebe&#39;, 1),
 (&#39;A Little Life&#39;, 1),
 (&#39;Simenon&#39;, 1),
 (&#39;the Three Widows Crossroads&#39;, 1),
 (&#39;1931&#39;, 1),
 (&#39;Maigret&#39;, 1),
 (&#39;ITV Maigret&#39;, 1),
 (&#39;French&#39;, 1),
 (&#39;ten&#39;, 1),
 (&#39;a few years&#39;, 1),
 (&#39;Maigrets&#39;, 1),
 (&#39;June 2013&#39;, 1),
 (&#39;World Book Club&#39;, 1),
 (&#39;12,000&#39;, 1),
 (&#39;Gaiman&#39;, 1),
 (&#39;FYI&#39;, 1),
 (&#39;Rafa&#39;, 1),
 (&#39;Diaz&#39;, 1),
 (&#39;Yunior&#39;, 1),
 (&#39;Spanish&#39;, 1),
 (&#39;Dominican&#39;, 1),
 (&#39;Oscar Wao&#39;, 1),
 (&#39;Lits&#39;, 1),
 (&#39;Jane&#39;, 1),
 (&#39;f**king&#39;, 1),
 (&#39;Sammie&#39;, 1),
 (&#39;Christian&#39;, 1),
 (&#39;the Selection series&#39;, 1),
 (&#39;Addy&#39;, 1),
 (&#39;Jonathon&#39;, 1),
 (&#39;Patty Smith&#39;, 1),
 (&#39;Smith&#39;, 1),
 (&#39;age 12&#39;, 1),
 (&#39;2011&#39;, 1),
 (&#39;Newbery&#39;, 1),
 (&#39;Seth&#39;, 1),
 (&#39;Sybill&#39;, 1),
 (&#39;Phillip&#39;, 1),
 (&#39;Quinns&#39;, 1),
 (&#39;Shawn&#39;, 1),
 (&#39;Christen&#39;, 1),
 (&#39;Adam&#39;, 1),
 (&#39;day&#39;, 1),
 (&#39;Jean-Baptiste Baratte&#39;, 1),
 (&#39;Paris&#39;, 1),
 (&#39;The year&#39;, 1),
 (&#39;Baratte&#39;, 1),
 (&#39;1785&#39;, 1),
 (&#39;France&#39;, 1),
 (&#39;Versailles&#39;, 1),
 (&#39;Les Innocents&#39;, 1),
 (&#39;Voltaire&#39;, 1),
 (&#39;Lazarus&#39;, 1),
 (&#39;Andrew Miller&#39;, 1),
 (&#39;Lecoeur&#39;, 1),
 (&#39;Jennifer Cameron-Smith&#39;, 1),
 (&#39;30&#39;, 1),
 (&#39;Just Another Judgement Day&#39;, 1),
 (&#39;Thorns&#39;, 1),
 (&#39;Walker&#39;, 1),
 (&#39;Christianity&#39;, 1),
 (&#39;John Taylor&#39;, 1),
 (&#39;Nightside&#39;, 1),
 (&#39;1&#39;, 1),
 (&#34;Lewis Carroll&#39;s&#34;, 1),
 (&#39;Weston&#39;, 1),
 (&#39;This year&#39;, 1),
 (&#39;Earth&#39;, 1),
 (&#39;J.D. Robb&#39;, 1),
 (&#39;Mary Kay McComas&#39;, 1),
 (&#39;Wes&#39;, 1),
 (&#39;the 19th century&#39;, 1),
 (&#39;Blayney&#39;, 1),
 (&#39;iLove&#39;, 1),
 (&#39;Red Queen&#39;, 1),
 (&#39;the Mad Hatter&#39;, 1),
 (&#39;The 21st century&#39;, 1),
 (&#39;Tweedledum&#39;, 1),
 (&#34;the Mad Hatter&#39;s Tea Party&#34;, 1),
 (&#39;RC Ryan&#39;, 1),
 (&#34;Mary Blayney&#39;s&#34;, 1),
 (&#39;Elaine Fox&#39;, 1),
 (&#39;Naked&#39;, 1),
 (&#39;Wonderment in Death.&#39;, 1),
 (&#39;Countess&#39;, 1),
 (&#39;Alice&#39;, 1),
 (&#39;41&#39;, 1),
 (&#39;Eve&#39;, 1),
 (&#39;Dallas&#39;, 1),
 (&#39;Wonderland&#39;, 1),
 (&#39;2050s&#39;, 1),
 (&#39;the 21st&#39;, 1),
 (&#39;The Book Pushers   &#39;, 1),
 (&#39;Geoffrey Maguire&#39;, 1),
 (&#39;150th&#39;, 1),
 (&#39;41.5&#39;, 1),
 (&#39;Tweedledee&#39;, 1),
 (&#39;21st century&#39;, 1),
 (&#39;later this year&#39;, 1),
 (&#39;Roarke&#39;, 1),
 (&#39;their 21st century&#39;, 1),
 (&#39;Alice Kemp&#39;, 1),
 (&#39;2&#39;, 1),
 (&#39;4&#39;, 1),
 (&#39;The Book of Bones&#39;, 1),
 (&#39;evening&#39;, 1),
 (&#39;Simon&#39;, 1),
 (&#39;Saturday&#39;, 1),
 (&#39;320&#39;, 1),
 (&#39;LFL&#39;, 1),
 (&#39;Harold&#39;, 1),
 (&#39;Her, Fates and Furies&#39;, 1),
 (&#39;the Secret Scripture&#39;, 1),
 (&#39;3 year old&#39;, 1),
 (&#39;Victorian England&#39;, 1),
 (&#39;Grace&#39;, 1),
 (&#39;Wildthorn&#39;, 1),
 (&#39;Eliza&#39;, 1),
 (&#39;Lucy Childs&#39;, 1),
 (&#39;Beatrice&#39;, 1),
 (&#39;Christmas&#39;, 1),
 (&#39;sookie&#39;, 1),
 (&#39;Shadows&#39;, 1),
 (&#39;Silver Shackles&#39;, 1),
 (&#39;Aine&#39;, 1),
 (&#39;Fiona Skye&#39;, 1),
 (&#39;Riley&#39;, 1),
 (&#39;Orla&#39;, 1),
 (&#39;David&#39;, 1),
 (&#39;more than a week&#39;, 1),
 (&#39;Outlander&#39;, 1),
 (&#39;London&#39;, 1),
 (&#39;week&#39;, 1),
 (&#39;British&#39;, 1),
 (&#39;Jamie Fraser&#39;, 1),
 (&#39;Europe&#39;, 1),
 (&#39;The Scottish Prisoner&#39;, 1),
 (&#39;Germany&#39;, 1),
 (&#39;John&#39;, 1),
 (&#39;the Outlander series&#39;, 1),
 (&#39;German&#39;, 1),
 (&#39;Jamie&#39;, 1),
 (&#39;John Grey&#39;, 1),
 (&#39;Claire&#39;, 1),
 (&#39;Tempting Mr. Wrong&#39;, 1),
 (&#39;Lance&#39;, 1),
 (&#39;Shintoism&#39;, 1),
 (&#39;Goodreads&#39;, 1),
 (&#39;KonMari&#39;, 1),
 (&#39;komono&#39;, 1),
 (&#39;Snyder&#39;, 1),
 (&#39;Tom Killion&#39;, 1),
 (&#39;Killion&#39;, 1),
 (&#39;Taylor&#39;, 1),
 (&#39;Henry&#39;, 1),
 (&#39;last summer&#39;, 1),
 (&#39;PDA&#39;, 1),
 (&#39;One minute&#39;, 1),
 (&#39;FIRST&#39;, 1),
 (&#39;HUUUGGEE&#39;, 1),
 (&#39;3.5&#39;, 1),
 (&#39;a few days&#39;, 1),
 (&#39;justice&#39;, 1),
 (&#39;Caleb Williams&#39;, 1),
 (&#39;Godwin&#39;, 1),
 (&#39;Justice&#39;, 1),
 (&#39;Caleb&#39;, 1),
 (&#39;Falkland&#39;, 1),
 (&#39;Kimberly&#39;, 1),
 (&#39;Hong Kong&#39;, 1),
 (&#39;at least 2 years&#39;, 1),
 (&#39;Bella&#39;, 1),
 (&#39;Twilight&#39;, 1),
 (&#39;Edward&#39;, 1),
 (&#39;Edward Cullen&#39;, 1),
 (&#39;Biology II&#39;, 1),
 (&#39;Dracula&#39;, 1),
 (&#34;Stephenie Meyer&#39;s&#34;, 1),
 (&#39;Isabella Swan&#39;, 1),
 (&#39;Canada&#39;, 1),
 (&#39;Pride&#39;, 1),
 (&#39;Darcy&#39;, 1),
 (&#39;Lizzy&#39;, 1),
 (&#39;July 2017&#39;, 1),
 (&#34;Sherman Alexie&#39;s&#34;, 1),
 (&#39;fourteen&#39;, 1),
 (&#39;1980s - 1990s&#39;, 1),
 (&#39;Iranians&#39;, 1),
 (&#39;Years&#39;, 1),
 (&#39;Marjane&#39;, 1),
 (&#39;Marjane Strapi&#39;, 1),
 (&#39;Austria&#39;, 1),
 (&#39;Iran&#39;, 1),
 (&#39;Iraq&#39;, 1),
 (&#39;Obraztsovs&#39;, 1),
 (&#39;Obraztsov&#39;, 1),
 (&#39;almost eleven years&#39;, 1),
 (&#39;the Day&#39;, 1),
 (&#39;Shillaber&#39;, 1),
 (&#39;Claudia&#39;, 1),
 (&#39;night&#39;, 1),
 (&#39;Mary Anne&#39;, 1),
 (&#39;BSC&#39;, 1),
 (&#34;Mary Anne&#39;s&#34;, 1),
 (&#39;Cokie Mason&#39;, 1),
 (&#39;Jenny&#39;, 1),
 (&#39;Stacey&#39;, 1),
 (&#39;Catholic&#39;, 1),
 (&#39;Keep Out&#39;, 1),
 (&#39;Alma&#39;, 1),
 (&#39;Pikes&#39;, 1),
 (&#39;Dawn&#39;, 1),
 (&#39;Kristy&#39;, 1),
 (&#39;Jenny Prezzioso&#39;, 1),
 (&#39;Shadow of the Night&#39;, 1),
 (&#39;tonight&#39;, 1),
 (&#39;A Discovery of Witches&#39;, 1),
 (&#39;Diana&#39;, 1),
 (&#39;Elizabethan&#39;, 1),
 (&#39;Matthew&#39;, 1),
 (&#39;the last couple of days&#39;, 1),
 (&#39;Richelle Mead&#39;, 1),
 (&#39;Raffe&#39;, 1),
 (&#39;Paige&#39;, 1),
 (&#39;penyrn&#39;, 1),
 (&#39;beliel&#39;, 1),
 (&#39;Ee&#39;, 1),
 (&#39;Frankenstein&#39;, 1),
 (&#39;Cheers&#39;, 1),
 (&#39;raffe&#39;, 1),
 (&#34;penyrn&#39;s &#39;&#34;, 1),
 (&#39;Anthony Everitt&#39;, 1),
 (&#39;Rise of Rome&#39;, 1),
 (&#39;Rome&#39;, 1),
 (&#39;another day&#39;, 1),
 (&#39;Regency&#39;, 1),
 (&#39;Arizona&#39;, 1),
 (&#39;21 June&#39;, 1),
 (&#39;quarter-ton&#39;, 1),
 (&#39;Livingston Press&#39;, 1),
 (&#34;Lou Beach&#39;s&#34;, 1),
 (&#39;Station 22&#39;, 1),
 (&#39;UWA&#39;, 1),
 (&#39;1687-1763&#39;, 1),
 (&#39;ten-year-old&#39;, 1),
 (&#39;Yangchow&#39;, 1),
 (&#39;The Book Description: An imprisoned child prince&#39;, 1),
 (&#39;420&#39;, 1),
 (&#39;Flagstaff&#39;, 1),
 (&#39;June 21&#39;, 1),
 (&#39;Denny&#39;, 1),
 (&#39;Livingston&#39;, 1),
 (&#39;one dozen&#39;, 1),
 (&#39;a few seconds&#39;, 1),
 (&#39;3.9&#39;, 1),
 (&#39;My Review&#39;, 1),
 (&#39;Roman&#39;, 1),
 (&#39;Jin Nong&#39;, 1),
 (&#39;The University of West Alabama&#39;, 1),
 (&#39;Finish one&#39;, 1),
 (&#39;summer solstice&#39;, 1),
 (&#39;BBC&#39;, 1),
 (&#39;Kit&#39;, 1),
 (&#39;Stig&#39;, 1),
 (&#39;Hal&#39;, 1),
 (&#39;Lydia&#39;, 1),
 (&#39;Zavac&#39;, 1),
 (&#39;Polish&#39;, 1),
 (&#39;The Strange and Beautiful Sorrows of Ava Lavender&#39;, 1)]</pre>
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<p>The names that remain are mostly more common terms in the book review domain ('Goodreads', 'Amazon') and more common names of authors or characters ('Elizabeth'). But also the highest frequencies of such names is much lower than the <em>term frequency</em>.</p>
<p>The high <em>term frequency</em> of specific names <strong>is a consequence of the scale at which we are looking</strong> at the random sample of reviews. With only 100 reviews, the influence of a single long review can and probably will be significant. As the number of randomly sampled reviews grows, the proportional contribution of individual reviews goes down. As we saw with the <a href="./Goodreads-Content-Analysis-Popular-Books.ipynb">content analysis of reviews for popular books</a>, <strong>zooming out has the effect of bringing the commonalities across reviews into focus</strong>.</p>
<p>If all reviews are of the same book (that is, the <em>focus</em> is on the book, the commonalities will probably contain names of author and characters and other plot-related aspects. If all reviews are of books in a specific genre (e.g. <em>romance</em> or <em>mystery, crime and thriller</em>, the commonalities will probably include genre tropes as well as generic aspects of books like narrative (story, plot, characters), and writing style (phrasing, pace, tone and mood). If all reviews are of different books across a wide range of genres, the influence of individual books or and genres is drowned out in the heterogeneity of the <em>selection</em>, and the <em>focus</em> will shift to what is common across book reviews in general, which are aspects of writing style and quality.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">Counter</span>
<span class="kn">import</span> <span class="nn">re</span>

<span class="kn">from</span> <span class="nn">scripts.text_tail_analysis</span> <span class="k">import</span> <span class="n">get_dataframe_review_texts</span>
<span class="kn">from</span> <span class="nn">langdetect.lang_detect_exception</span> <span class="k">import</span> <span class="n">LangDetectException</span>

<span class="k">def</span> <span class="nf">detect_lang</span><span class="p">(</span><span class="n">text</span><span class="p">):</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">detect</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
    <span class="k">except</span> <span class="n">LangDetectException</span><span class="p">:</span>
        <span class="k">return</span> <span class="kc">None</span>

<span class="n">random_seed</span> <span class="o">=</span> <span class="mi">1205921</span>

<span class="n">sample_df</span> <span class="o">=</span> <span class="n">review_df</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">10000</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="n">random_seed</span><span class="p">)</span>

<span class="n">review_texts</span> <span class="o">=</span> <span class="p">[</span><span class="n">review_text</span> <span class="k">for</span> <span class="n">review_text</span> <span class="ow">in</span> <span class="n">get_dataframe_review_texts</span><span class="p">(</span><span class="n">sample_df</span><span class="p">)]</span>
<span class="n">reviews_en</span> <span class="o">=</span> <span class="p">[</span><span class="n">text</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">review_texts</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">detect_lang</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;en&#39;</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;number of reviews in sample:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">review_texts</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;number of English reviews in sample:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">reviews_en</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;number of reviewed books in sample:&#39;</span><span class="p">,</span> <span class="n">sample_df</span><span class="o">.</span><span class="n">book_id</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>

<span class="n">tf</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
<span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">reviews_en</span><span class="p">:</span>
    <span class="c1"># split the texts on any non-word characters</span>
    <span class="n">words</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;\W+&#39;</span><span class="p">,</span> <span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span>
    <span class="c1"># count the number of times each word occurs across the review texts</span>
    <span class="n">tf</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">words</span><span class="p">)</span>

<span class="n">tf</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span>
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<pre>number of reviews in sample: 10000
number of English reviews in sample: 8790
number of reviewed books in sample: 8866
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<pre>[(&#39;the&#39;, 50859),
 (&#39;and&#39;, 35437),
 (&#39;I&#39;, 31695),
 (&#39;to&#39;, 29932),
 (&#39;a&#39;, 29613),
 (&#39;of&#39;, 27066),
 (&#39;is&#39;, 16944),
 (&#39;in&#39;, 16481),
 (&#39;it&#39;, 15034),
 (&#39;that&#39;, 14894),
 (&#39;was&#39;, 12994),
 (&#39;this&#39;, 12178),
 (&#39;s&#39;, 11826),
 (&#39;book&#39;, 11401),
 (&#39;for&#39;, 9643),
 (&#39;with&#39;, 8883),
 (&#39;&#39;, 8264),
 (&#39;t&#39;, 8251),
 (&#39;her&#39;, 8099),
 (&#39;but&#39;, 7980)]</pre>
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<p>With 10,000 reviews, the top 20 terms start to look more like a common stopword list, with just the domain stopword 'book' in there as well. If we would sample ever more reviews, the list of most frequent words will get ever close to existing stopword lists.</p>
<p>Note that these reviews are for 8,866 different books, so the vast majority of books will have only a single review. In other words, to the extent that there is overlap between reviews, it mostly comes from commonalities across a large set of randomly selected books.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scripts.text_tail_analysis</span> <span class="k">import</span> <span class="n">write_docs_to_bin</span><span class="p">,</span> <span class="n">read_docs_from_bin</span>
<span class="c1">#docs = [nlp(text) for text in reviews_en]</span>
<span class="n">nlp_docs_file</span> <span class="o">=</span> <span class="n">f</span><span class="s1">&#39;../data/review_spacy_docs.random_1M.sample-10000.seed-</span><span class="si">{random_seed}</span><span class="s1">.docbin&#39;</span>

<span class="c1">#write_docs_to_bin(docs, nlp_docs_file)</span>

<span class="n">docs</span> <span class="o">=</span> <span class="n">read_docs_from_bin</span><span class="p">(</span><span class="n">nlp_docs_file</span><span class="p">,</span> <span class="n">nlp</span><span class="p">)</span>

<span class="c1"># iterate over the docs, then over the entities in each doc and count them</span>
<span class="n">tf</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([</span><span class="n">entity</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">doc</span> <span class="ow">in</span> <span class="n">docs</span> <span class="k">for</span> <span class="n">entity</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span><span class="p">])</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Total number of entities in the sample:&#39;</span><span class="p">,</span> <span class="nb">sum</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span>
<span class="n">tf</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span>
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<pre>Total number of entities in the sample: 54675
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<pre>[(&#39;first&#39;, 1853),
 (&#39;one&#39;, 1561),
 (&#39;two&#39;, 1156),
 (&#39;second&#39;, 486),
 (&#39;One&#39;, 339),
 (&#39;three&#39;, 330),
 (&#39;5&#39;, 299),
 (&#39;3&#39;, 246),
 (&#39;2&#39;, 227),
 (&#39;4&#39;, 207),
 (&#39;third&#39;, 172),
 (&#39;3.5&#39;, 156),
 (&#39;four&#39;, 154),
 (&#39;Jack&#39;, 137),
 (&#39;Sam&#39;, 135),
 (&#39;five&#39;, 135),
 (&#39;today&#39;, 135),
 (&#39;half&#39;, 130),
 (&#39;First&#39;, 129),
 (&#39;American&#39;, 124),
 (&#39;1&#39;, 119),
 (&#39;Alex&#39;, 107),
 (&#39;4.5&#39;, 105),
 (&#39;Christmas&#39;, 101),
 (&#39;English&#39;, 100),
 (&#39;Kate&#39;, 87),
 (&#39;America&#39;, 86),
 (&#39;years&#39;, 84),
 (&#39;French&#39;, 81),
 (&#39;Anna&#39;, 80),
 (&#39;Emma&#39;, 79),
 (&#39;London&#39;, 77),
 (&#39;POV&#39;, 73),
 (&#39;ARC&#39;, 72),
 (&#39;Rachel&#39;, 70),
 (&#39;Christian&#39;, 69),
 (&#39;Grace&#39;, 68),
 (&#39;Ben&#39;, 67),
 (&#39;Max&#39;, 66),
 (&#39;Jake&#39;, 64),
 (&#39;NetGalley&#39;, 62),
 (&#39;Nick&#39;, 60),
 (&#39;Harry&#39;, 60),
 (&#39;Two&#39;, 58),
 (&#39;Tom&#39;, 58),
 (&#39;British&#39;, 57),
 (&#39;Elizabeth&#39;, 55),
 (&#39;Harry Potter&#39;, 55),
 (&#39;England&#39;, 55),
 (&#39;Jamie&#39;, 54)]</pre>
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<p>The most frequent entities now have very generic entities, including numbers, common names of persons and geographic locations and very popular books ('Harry Potter'). But note that even the common person names 'Jack' and 'Sam' occur only 137 and 135 times respectively in 10,000 reviews and 54,675 entities.</p>
<p>If we shift from <em>term frequency</em> to <em>document frequency</em>, the person names even further:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_ent</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([</span><span class="n">entity</span> <span class="k">for</span> <span class="n">doc</span> <span class="ow">in</span> <span class="n">docs</span> <span class="k">for</span> <span class="n">entity</span> <span class="ow">in</span> <span class="nb">set</span><span class="p">([</span><span class="n">ent</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span><span class="p">])])</span>

<span class="n">df_ent</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span>
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<pre>[(&#39;first&#39;, 1382),
 (&#39;one&#39;, 1192),
 (&#39;two&#39;, 867),
 (&#39;second&#39;, 429),
 (&#39;One&#39;, 299),
 (&#39;three&#39;, 277),
 (&#39;5&#39;, 242),
 (&#39;2&#39;, 205),
 (&#39;3&#39;, 203),
 (&#39;4&#39;, 180),
 (&#39;third&#39;, 151),
 (&#39;3.5&#39;, 147),
 (&#39;four&#39;, 128),
 (&#39;First&#39;, 124),
 (&#39;today&#39;, 120),
 (&#39;five&#39;, 118),
 (&#39;half&#39;, 115),
 (&#39;1&#39;, 108),
 (&#39;American&#39;, 94),
 (&#39;4.5&#39;, 94),
 (&#39;English&#39;, 85),
 (&#39;years&#39;, 81),
 (&#39;ARC&#39;, 69),
 (&#39;London&#39;, 67),
 (&#39;POV&#39;, 65),
 (&#39;Jack&#39;, 63),
 (&#39;America&#39;, 61),
 (&#39;Christmas&#39;, 59),
 (&#39;NetGalley&#39;, 58),
 (&#39;French&#39;, 58),
 (&#39;Two&#39;, 53),
 (&#39;the day&#39;, 52),
 (&#39;Christian&#39;, 49),
 (&#39;one day&#39;, 48),
 (&#39;England&#39;, 48),
 (&#39;British&#39;, 47),
 (&#39;Sam&#39;, 46),
 (&#39;2.5&#39;, 44),
 (&#39;fourth&#39;, 44),
 (&#39;Netgalley&#39;, 43),
 (&#39;Harry Potter&#39;, 43),
 (&#39;Goodreads&#39;, 42),
 (&#39;HEA&#39;, 42),
 (&#39;the years&#39;, 40),
 (&#39;summer&#39;, 39),
 (&#39;this year&#39;, 36),
 (&#39;New York&#39;, 36),
 (&#39;Three&#39;, 36),
 (&#39;Alex&#39;, 36),
 (&#39;Emma&#39;, 35)]</pre>
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<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of words:&#39;</span><span class="p">,</span> <span class="nb">sum</span><span class="p">(</span><span class="n">tf_word</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of distinct words:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tf_word</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
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<pre>Number of words: 514791
Number of distinct words: 44024
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sizes</span> <span class="o">=</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">200</span><span class="p">]</span>
<span class="k">for</span> <span class="n">size</span> <span class="ow">in</span> <span class="n">sizes</span><span class="p">:</span>
    <span class="n">sum_top</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">freq</span> <span class="k">for</span> <span class="n">term</span><span class="p">,</span> <span class="n">freq</span> <span class="ow">in</span> <span class="n">tf_word</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="n">size</span><span class="p">)])</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s1">&#39;Sum frequency of top </span><span class="si">{size}</span><span class="s1"> terms: </span><span class="si">{sum_top}</span><span class="s1"> (fraction: {sum_top / sum(tf_word.values()): &gt;.2f})&#39;</span><span class="p">)</span>
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<pre>Sum frequency of top 10 terms: 55996 (fraction: 0.11)
Sum frequency of top 20 terms: 73309 (fraction: 0.14)
Sum frequency of top 100 terms: 137086 (fraction: 0.27)
Sum frequency of top 200 terms: 175572 (fraction: 0.34)
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<p>The proportion of the top terms is lower in a heterogeneous set of reviews than in a set of reviews focused in a single book. In the <a href="./Goodreads-Content-Analysis-Popular-Books.ipynb">content analysis of reviews for popular books</a> we found 27,632 distinct words, versus 44,024 in these more heterogeneous reviews. Furthermore, top 10 terms represent 16% of all occurring words in reviews for a single popular book, while in this selection it is 11%. For the top 200 terms, the numbers are 54% and 34% respectively. In other words, the wider focus of the random selection also leads to a larger vocabulary that is less skewed. (Less skewed because the total numbers of words is not so different. The 10,000 single-book reviews contain 487,298 words, while the 10,000 randomly sampled reviews contain 514,791 words.</p>

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<h3 id="Long-Tails-and-Classification">Long Tails and Classification<a class="anchor-link" href="#Long-Tails-and-Classification">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">defaultdict</span>
<span class="kn">from</span> <span class="nn">scripts.text_tail_analysis</span> <span class="k">import</span> <span class="n">show_pos_tail_distribution</span>

<span class="n">tf_lemma_pos</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([(</span><span class="n">token</span><span class="o">.</span><span class="n">lemma_</span><span class="p">,</span> <span class="n">token</span><span class="o">.</span><span class="n">pos_</span><span class="p">)</span> <span class="k">for</span> <span class="n">doc</span> <span class="ow">in</span> <span class="n">docs</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">doc</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">token</span><span class="o">.</span><span class="n">is_stop</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">token</span><span class="o">.</span><span class="n">is_punct</span><span class="p">])</span>

<span class="n">show_pos_tail_distribution</span><span class="p">(</span><span class="n">tf_lemma_pos</span><span class="p">)</span>
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<pre>Word form	All TF (frac)	TF &lt;= 5 (frac)	TF = 1 (frac)
------------------------------------------------------------
ADJ       	   78737  0.15	  6784  0.13	  2017  0.11
VERB      	  123434  0.24	  4939   0.1	  1384  0.08
NOUN      	  197692  0.38	 13313  0.26	  4213  0.23
PROPN     	   61135  0.12	 22795  0.44	  8893  0.49
ADV       	   23982  0.05	  1621  0.03	   573  0.03
SPACE     	   16429  0.03	     0   0.0	     0   0.0
INTJ      	    2703  0.01	   395  0.01	   172  0.01
NUM       	    4878  0.01	   856  0.02	   397  0.02
ADP       	     543  0.00	    85   0.0	    44   0.0
SCONJ     	    3220  0.01	     5   0.0	     0   0.0
PRON      	     197  0.00	    45   0.0	    32   0.0
X         	     957  0.00	   539  0.01	   377  0.02
CCONJ     	     205  0.00	    16   0.0	     9   0.0
PUNCT     	     329  0.00	   195   0.0	   132  0.01
PART      	     170  0.00	     4   0.0	     4   0.0
DET       	      99  0.00	    42   0.0	    27   0.0
SYM       	      81  0.00	     6   0.0	     3   0.0
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<p>We see now that in the tail, almost half of all single-occurrence terms are proper nouns. With 8,866 different books being reviewed, there are probably many different names from characters, places, events and other entities. It is also possible that some non-English reviews got misclassified as English and Spacy does not recognize their words as English words so classifies many or most of them as proper nouns.</p>
<p>We should inspect the tail to see what is going on.</p>

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<span class="n">show_tail_lemmas</span><span class="p">(</span><span class="n">tf_lemma_pos</span><span class="p">,</span> <span class="n">tf_threshold</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">pos</span><span class="o">=</span><span class="s1">&#39;PROPN&#39;</span><span class="p">,</span> <span class="n">num_lemmas</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<pre>night           Amis            Limbo           thy             eARCs           
Encyclopaedists Kovite          Bookworms       Balicki         Balicki(father  
Switzerland     .This           luke            Sidman          Summerstoke     
Merfield        Marsh           Isabell         Garnett         Semple          
Timby           LaMar           Poptropica      Bennig          Seymour         
Shubin          Thrillogy       Anansi          kakamochi       Punahou         
Lea             AngelWay        Rina            Arlington       Darkwing        
Blane           Mickelson       Matterhorn      R.A.            Mielikki        
Lah             hackeysack      Beijing         atmospherey     Hovercars       
Agricorps       Bandomreer      Bandomeer       Thibault        connected       
Shape           WW              eDiets          Heigl           Taboo           
Berris          Norris          coq             au              vin             
Timeless        Scarbrough      Louisville      Silvey          Kenny           
livingston      Seagull         Woofs           Tease           New Mexico      
Silber          Romania         Aubrey          Barak           Stiltskin       
Python          contro          mostro          Avevo           neppure         
fossi           procurato       iniziato        leggerlo        perche          
incuriosita     descrizione     realta          storia          narrata         
ben             poco            quarta          copertina       descrive        
solo            dettaglio       intrecciano     romanzo         minimo          
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<p>There are indeed many names of places, organizations and persons or fictional characters. But there are also a lot of non-English terms in here, with the last 20 or so being probably Italian. As said, it is possible that some reviews were misclassified in terms of language, but another possibility is that reviews contain quotes in different languages.</p>
<p>Let's look at one of the reviews with these Italian terms, e.g. the one containing the word 'dettaglio':</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">doc</span> <span class="ow">in</span> <span class="n">docs</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">doc</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">token</span><span class="o">.</span><span class="n">text</span> <span class="o">==</span> <span class="s1">&#39;dettaglio&#39;</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="n">doc</span><span class="p">)</span>
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<pre>Scroll down for the English version.   La lotta contro il mostro   Avevo da un po&#39; di tempo questo libro, non so neppure come me lo fossi procurato, e ho iniziato a leggerlo perche incuriosita dalla descrizione.   In realta, e direi anche per fortuna, la storia narrata ha ben poco a che vedere con la quarta di copertina, che descrive solo un dettaglio di una delle storie che si intrecciano in questo bellissimo romanzo, ma soprattutto non fa il minimo accenno all&#39;argomento principale che lo anima: l&#39;alcolismo.   Un medico, un operaio, un sacerdote, la giovane rampolla di una famiglia facoltosa, persone diverse che si incontrano all&#39;interno della storia proprio a causa della loro dipendenza dall&#39;alcol.   L&#39;autore entra nella mente dell&#39;alcolista e riesce a mostrare al lettore quale filo di pensieri spinge il primo a tornare bere, anche dopo essere stato malissimo e aver giurato se stesso che avrebbe smesso, anche se questo significa trascurare le persone che ama e che l&#39;amano, anche se puo portarlo a un passo dalla morte, anche se cio costringe lui e la sua famiglia alla poverta, anche se sa perfettamente il motivo di questa sua malattia, tanto da essere in grado di consigliare altri come lui.   L&#39;alcolismo e il mostro che controlla i protagonisti di questo romanzo, che li accompagna nella loro discesa all&#39;inferno. Alcuni non ce la fanno e vengono sconfitti, soprattutto se non hanno nessuno cui affidarsi. Altri, che hanno la fortuna di poter contare sui propri cari, trovano la forza, o almeno obbligano se stessi a trovarla, per combatterlo, e magari vincerlo.   La meravigliosa prosa di Konsalik scorre tra disperazione, ironia e speranza, tra una lacrima e un sorriso, finche arrivi alla fine con la sensazione di aver ricevuto un dono.   The fight against the monster   I&#39;ve had this book for some time, I don&#39;t even know how I got it, and I started reading it because I was intrigued by the description.   In fact, and I would say fortunately, the narrated story has little to do with the back cover, which describes only a detail of one of the stories that intertwine in this beautiful novel, but mostly it does not make the slightest reference to the main theme: alcoholism.   A doctor, a worker, a priest, the young scion of a wealthy family, different people meet in the story precisely because of their addiction to alcohol.   The author enters the mind of the alcoholic and manages to show the reader what train of thought leads the former to drink again, even after feeling very bad and having sworn to themselves that they would stop, even if it means neglecting the people they love and that love them, although it may take them to the brink of death, even if it forces them and their family out of poverty, even though they perfectly know the reason for their illness, as to be able to advise others like them.   Alcoholism is the monster that controls the protagonists of this novel, accompanying them in their descent into hell. Some don&#39;t make it and are defeated, especially if they have no one to rely on. Others, who have the good fortune to be able to count on their loved ones, find the strength, or at least oblige themselves to find it, to fight the monster, and maybe win.   The wonderful prose of Konsalik flows between despair, humour, and hope, between a tear and a smile, until you reach the end with the feeling of having received a gift.
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<p>We see another reason for the occurrence of non-English terms: reviews with versions of the text in multiple languages. As is typical with user-generated content on the web, at large scale, the variation in contributions is enormous [1]. With so many different people contributing, each in their own way, variation grows as the number of contributions grow.</p>
<p>[1] X. Ochoa, E. Duval, <a href="http://vima01220.ethz.ch/WWW/www2008/ws-workshop/WebEvolve2008-03.pdf">Quantitative analysis of user-generated content on the web</a>, 2008.</p>
<h2 id="Reviews-of-Prolific-Reviewers">Reviews of Prolific Reviewers<a class="anchor-link" href="#Reviews-of-Prolific-Reviewers">&#182;</a></h2><p>Let's look at the contributing reviewers. We expect most reviewers to contribute only a single review, but no doubt there are a small number of highly prolific reviewers contributing hundreds of reviews.</p>

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<pre>a2d6dd1685e5aa0a72c9410f8f55e056    1474
459a6c4decf925aedd08e45045c0d8c6     716
4922591667fd3e8adc0c5e3d42cf557a     710
843a44e2499ba9362b47a089b0b0ce75     666
dd9785b14664103617304996541ed77a     610
                                    ... 
1bf135f904e8a5f40155668044764afb       1
b0fdb686313d58bd622a0852aad2c4a2       1
a4e803cd1c6677c75abd23ad70740a07       1
0e081be86e69d2a3ecc95a655d31cc5f       1
785e5b3ab68616ed228e02dd74363824       1
Name: user_id, Length: 205264, dtype: int64</pre>
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<p>In this random sample of 1 million reviews (which is only a fraction of the 15 million reviews that were crawled, which is only a fraction of the over 90 million reviews on Goodreads [2]), there is a reviewer with staggering 1474 reviews.</p>
<p>[2] <a href="https://www.goodreads.com/about/us">Goodreads - About us</a> (Accessed 2020-08-04).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reviewer</span> <span class="o">=</span> <span class="s1">&#39;a2d6dd1685e5aa0a72c9410f8f55e056&#39;</span>

<span class="n">reviewer_df</span> <span class="o">=</span> <span class="n">review_df</span><span class="p">[</span><span class="n">review_df</span><span class="o">.</span><span class="n">user_id</span> <span class="o">==</span> <span class="n">reviewer</span><span class="p">]</span>
<span class="n">reviewer_df</span><span class="o">.</span><span class="n">rating</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span>
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<pre>0    1474
Name: rating, dtype: int64</pre>
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<p>This reviewer provides no ratings. Let's look at the temporal distribution of the reviews.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#reviewer_df.date_updated.dt.year.value_counts().sort_index().plot(kind=&#39;bar&#39;)</span>

<span class="c1"># group all reviews by year and month that they were published</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">reviewer_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">reviewer_df</span><span class="o">.</span><span class="n">date_updated</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span><span class="p">,</span> <span class="n">reviewer_df</span><span class="o">.</span><span class="n">date_updated</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">month</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="c1"># plot the number of reviews per month as a bar chart</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span>
<span class="c1"># update the ticks on the x-axis so that they remain readable...</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">g</span><span class="p">)));</span>
<span class="c1"># ... with only a tick label for January of each year</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">([</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2">-</span><span class="si">%02d</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">item</span> <span class="k">if</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span> <span class="k">else</span> <span class="s1">&#39;&#39;</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">tolist</span><span class="p">()],</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">gcf</span><span class="p">()</span><span class="o">.</span><span class="n">autofmt_xdate</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Review month&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of reviews&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>This reviewer has been contributing reviews since 2011, with many months where they contributed more than 20 reviews and a peak in 2016 with over 100 reviews.</p>
<p>Let's look at the length of these reviews.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reviewer_df</span><span class="o">.</span><span class="n">review_length</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="mi">50</span><span class="p">)</span>
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<pre>&lt;AxesSubplot:&gt;</pre>
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<p>Almost all reviews are only one or two characters in length. What is going on here?</p>

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<div class="prompt input_prompt">In&nbsp;[215]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reviewer_df</span><span class="p">[</span><span class="n">reviewer_df</span><span class="o">.</span><span class="n">review_length</span> <span class="o">==</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">review_text</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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    <div class="prompt output_prompt">Out[215]:</div>


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<pre>O    305
A    301
E    236
F      1
Name: review_text, dtype: int64</pre>
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<div class="prompt input_prompt">In&nbsp;[216]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reviewer_df</span><span class="p">[</span><span class="n">reviewer_df</span><span class="o">.</span><span class="n">review_length</span> <span class="o">==</span> <span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">review_text</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>SM    535
Name: review_text, dtype: int64</pre>
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<p>These look like idiosyncratic code that make sense to reviewer, but not necessarily to many others. It might be that these reflect ratings. <strong>This demonstrates again the enormous variation that is typically found in user-generated content.</strong></p>
<p>Let's look for prolific reviewers who write longer reviews:</p>

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<div class="prompt input_prompt">In&nbsp;[234]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">review_df</span><span class="p">[</span><span class="n">review_df</span><span class="o">.</span><span class="n">review_length</span> <span class="o">&gt;</span> <span class="mi">100</span><span class="p">]</span><span class="o">.</span><span class="n">user_id</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>843a44e2499ba9362b47a089b0b0ce75    660
9003d274774f4c47e62f77600b08ac1d    520
dd9785b14664103617304996541ed77a    486
b7772313835ce6257a3fbe7ad2649a29    449
8bb031b637de69eba020a8a466d1110b    377
                                   ... 
725bd65f3662a4c5325ed47617f870fe      1
862ce18aeb9e74094084ae2480d1f464      1
0dc500dd128b0e21ceb78586149e24a2      1
bfecfc020966f12c52edf574d094509a      1
571381fc614f55e6dc0f50868a47fb38      1
Name: user_id, Length: 172242, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reviewer</span> <span class="o">=</span> <span class="s1">&#39;843a44e2499ba9362b47a089b0b0ce75&#39;</span>

<span class="n">reviewer_df</span> <span class="o">=</span> <span class="n">review_df</span><span class="p">[</span><span class="n">review_df</span><span class="o">.</span><span class="n">user_id</span> <span class="o">==</span> <span class="n">reviewer</span><span class="p">]</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;reviewer number of reviews:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">reviewer_df</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;reviewer ratings:&#39;</span><span class="p">)</span>
<span class="n">reviewer_df</span><span class="o">.</span><span class="n">rating</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span>
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<pre>reviewer number of reviews: 666
reviewer ratings:
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<pre>1     62
2    132
3    344
4    114
5     14
Name: rating, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reviewer_df</span><span class="o">.</span><span class="n">length_bin</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">sort_index</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">logx</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>&lt;AxesSubplot:&gt;</pre>
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<img 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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[238]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reviewer_texts</span> <span class="o">=</span> <span class="p">[</span><span class="n">review_text</span> <span class="k">for</span> <span class="n">review_text</span> <span class="ow">in</span> <span class="n">get_dataframe_review_texts</span><span class="p">(</span><span class="n">reviewer_df</span><span class="p">)]</span>
<span class="n">reviewer_texts_en</span> <span class="o">=</span> <span class="p">[</span><span class="n">text</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">reviewer_texts</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">detect_lang</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;en&#39;</span><span class="p">]</span>

<span class="n">reviewer_docs</span> <span class="o">=</span> <span class="p">[</span><span class="n">nlp</span><span class="p">(</span><span class="n">text</span><span class="p">)</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">reviewer_texts_en</span><span class="p">]</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[253]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tf_word</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([</span><span class="n">token</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">doc</span> <span class="ow">in</span> <span class="n">reviewer_docs</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">doc</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">token</span><span class="o">.</span><span class="n">is_stop</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">token</span><span class="o">.</span><span class="n">is_punct</span><span class="p">])</span>


<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of total words (tokens):&#39;</span><span class="p">,</span> <span class="nb">sum</span><span class="p">(</span><span class="n">tf_word</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of distinct words (types):&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tf_word</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>

<span class="n">tf_word</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span>
</pre></div>

    </div>
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<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>Number of total words (tokens): 34719
Number of distinct words (types): 5062
</pre>
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    <div class="prompt output_prompt">Out[253]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[(&#39;  &#39;, 1035),
 (&#39;book&#39;, 753),
 (&#39;like&#39;, 562),
 (&#39;things&#39;, 455),
 (&#39;story&#39;, 402),
 (&#39;liked&#39;, 388),
 (&#39;loved&#39;, 336),
 (&#39;think&#39;, 255),
 (&#39;way&#39;, 242),
 (&#39;end&#39;, 238),
 (&#39;time&#39;, 237),
 (&#39;great&#39;, 214),
 (&#39;sure&#39;, 207),
 (&#39;know&#39;, 204),
 (&#39;found&#39;, 196),
 (&#39;going&#39;, 195),
 (&#39;people&#39;, 188),
 (&#39;bad&#39;, 182),
 (&#39;series&#39;, 182),
 (&#39;interesting&#39;, 179)]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[254]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tf_ent</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([</span><span class="n">ent</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">doc</span> <span class="ow">in</span> <span class="n">reviewer_docs</span> <span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span><span class="p">])</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of total entities (tokens):&#39;</span><span class="p">,</span> <span class="nb">sum</span><span class="p">(</span><span class="n">tf_ent</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of distinct entities (types):&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tf_ent</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>


<span class="n">tf_ent</span><span class="o">.</span><span class="n">most_common</span><span class="p">()</span>
</pre></div>

    </div>
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<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>Number of total entities (tokens): 4310
Number of distinct entities (types): 1155
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt output_prompt">Out[254]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[(&#39;first&#39;, 139),
 (&#39;one&#39;, 118),
 (&#39;Warren&#39;, 48),
 (&#39;2&#39;, 46),
 (&#39;Kyle&#39;, 40),
 (&#39;two&#39;, 35),
 (&#39;Rick&#39;, 34),
 (&#39;Hardin&#39;, 32),
 (&#39;Alex&#39;, 30),
 (&#39;HEA&#39;, 26),
 (&#39;Alice&#39;, 26),
 (&#39;Lucas&#39;, 24),
 (&#39;Sam&#39;, 23),
 (&#39;half&#39;, 23),
 (&#39;Kelley Armstrong&#39;, 23),
 (&#39;Jill&#39;, 22),
 (&#39;Ian&#39;, 21),
 (&#39;Lily&#39;, 21),
 (&#39;Claire&#39;, 21),
 (&#39;Marr&#39;, 20),
 (&#39;Liam&#39;, 19),
 (&#39;Nick&#39;, 19),
 (&#39;Anna&#39;, 19),
 (&#39;Sara&#39;, 19),
 (&#39;Helen&#39;, 19),
 (&#39;Gabe&#39;, 19),
 (&#39;Sookie&#39;, 19),
 (&#39;3&#39;, 18),
 (&#39;Lucy&#39;, 18),
 (&#39;Vaughn&#39;, 17),
 (&#39;second&#39;, 16),
 (&#39;Cole&#39;, 16),
 (&#39;Cam&#39;, 16),
 (&#39;Charlaine Harris&#39;, 16),
 (&#39;Carrie Vaughn&#39;, 16),
 (&#39;MLN Hanover&#39;, 16),
 (&#39;Patricia Briggs&#39;, 16),
 (&#39;Harris&#39;, 16),
 (&#39;Brigg&#39;, 16),
 (&#39;Ben&#39;, 15),
 (&#39;Logan&#39;, 15),
 (&#39;Shane&#39;, 15),
 (&#39;Jody&#39;, 15),
 (&#39;Hannah&#39;, 14),
 (&#39;Rafe&#39;, 14),
 (&#39;Jack&#39;, 14),
 (&#39;Max&#39;, 14),
 (&#39;Mike&#39;, 14),
 (&#39;Seth&#39;, 14),
 (&#39;Eve&#39;, 13),
 (&#39;Rory&#39;, 13),
 (&#39;Emma&#39;, 13),
 (&#39;Sean&#39;, 13),
 (&#39;Eric&#39;, 13),
 (&#39;Val&#39;, 13),
 (&#39;Damien&#39;, 13),
 (&#39;Maggie&#39;, 12),
 (&#39;Molly&#39;, 12),
 (&#39;Matt&#39;, 12),
 (&#39;Becky&#39;, 12),
 (&#39;George&#39;, 12),
 (&#39;Amy&#39;, 11),
 (&#39;Charlie&#39;, 11),
 (&#39;Piper&#39;, 11),
 (&#39;Six&#39;, 11),
 (&#39;The Strong Silent Type (East Coast 8&#39;, 11),
 (&#39;0.5&#39;, 11),
 (&#39;Elle Kennedy&#39;, 11),
 (&#39;Quinn&#39;, 11),
 (&#39;Adam&#39;, 11),
 (&#39;Rachel&#39;, 10),
 (&#39;Gabriel&#39;, 10),
 (&#39;4&#39;, 10),
 (&#39;Vlad&#39;, 10),
 (&#39;Amelia&#39;, 10),
 (&#39;Dylan&#39;, 10),
 (&#39;Sarah&#39;, 10),
 (&#39;Desi&#39;, 10),
 (&#39;Cal&#39;, 10),
 (&#39;Moira&#39;, 10),
 (&#34;Allison Brennan&#39;s&#34;, 10),
 (&#34;Lori Armstrong&#39;s&#34;, 10),
 (&#34;Julie Collin&#39;s&#34;, 10),
 (&#34;Sylvia Day&#39;s&#34;, 10),
 (&#39;Bared to You&#39;, 10),
 (&#34;Lorelei James&#39;s&#34;, 10),
 (&#39;Leo&#39;, 9),
 (&#39;Chris&#39;, 9),
 (&#39;Letty&#39;, 9),
 (&#39;Avery&#39;, 9),
 (&#39;One&#39;, 9),
 (&#39;Lincoln&#39;, 9),
 (&#39;Kade&#39;, 9),
 (&#39;Zach&#39;, 9),
 (&#39;Xander&#39;, 9),
 (&#39;Kate&#39;, 9),
 (&#39;Jake&#39;, 8),
 (&#39;Kelsey&#39;, 8),
 (&#39;Liz&#39;, 8),
 (&#39;Amanda&#39;, 8),
 (&#39;Stephanie&#39;, 8),
 (&#39;Miranda&#39;, 8),
 (&#39;Adeline&#39;, 8),
 (&#39;Cade&#39;, 8),
 (&#39;Bren&#39;, 8),
 (&#39;Cara&#39;, 8),
 (&#39;Luc&#39;, 8),
 (&#39;Elena&#39;, 8),
 (&#39;Eveline&#39;, 8),
 (&#39;Millie&#39;, 8),
 (&#39;Maddie&#39;, 8),
 (&#39;Zoya&#39;, 8),
 (&#39;Holly&#39;, 8),
 (&#39;Lauren&#39;, 8),
 (&#39;Mari&#39;, 8),
 (&#39;Dean&#39;, 8),
 (&#39;Mary&#39;, 8),
 (&#39;Addie&#39;, 8),
 (&#39;Aerin&#39;, 8),
 (&#39;Teirra&#39;, 8),
 (&#39;Aidan&#39;, 8),
 (&#39;Anya&#39;, 8),
 (&#39;Marissa&#39;, 8),
 (&#39;Circe&#39;, 8),
 (&#39;Deacon&#39;, 8),
 (&#39;Reseph&#39;, 8),
 (&#39;Lydia&#39;, 7),
 (&#39;Jane&#39;, 7),
 (&#39;Becca&#39;, 7),
 (&#39;FBI&#39;, 7),
 (&#39;Anita&#39;, 7),
 (&#39;Josh&#39;, 7),
 (&#39;Ren&#39;, 7),
 (&#39;today&#39;, 7),
 (&#39;Josie&#39;, 7),
 (&#39;Tom&#39;, 7),
 (&#39;Jules&#39;, 7),
 (&#39;Nathan&#39;, 7),
 (&#39;Ty&#39;, 7),
 (&#39;Cyn&#39;, 7),
 (&#39;Graeme&#39;, 7),
 (&#39;Joe&#39;, 7),
 (&#39;Valentin&#39;, 7),
 (&#39;Layla&#39;, 7),
 (&#39;Jeremy&#39;, 7),
 (&#39;Kara&#39;, 7),
 (&#39;Cheyenne&#39;, 7),
 (&#39;Leila&#39;, 7),
 (&#39;Jace&#39;, 7),
 (&#39;Eliza&#39;, 7),
 (&#39;Serena&#39;, 7),
 (&#39;Sophia&#39;, 7),
 (&#39;Darian&#39;, 7),
 (&#39;Paul&#39;, 7),
 (&#39;Maura&#39;, 7),
 (&#39;Archie&#39;, 7),
 (&#39;Ellie&#39;, 6),
 (&#39;Lisbeth&#39;, 6),
 (&#39;Alan&#39;, 6),
 (&#39;Tyler&#39;, 6),
 (&#39;Noah&#39;, 6),
 (&#39;Jet&#39;, 6),
 (&#39;Colt&#39;, 6),
 (&#39;Parker&#39;, 6),
 (&#39;Patrick&#39;, 6),
 (&#39;Kylie&#39;, 6),
 (&#39;Natalie&#39;, 6),
 (&#39;Luke&#39;, 6),
 (&#39;Tal&#39;, 6),
 (&#39;Zack&#39;, 6),
 (&#39;Joanna&#39;, 6),
 (&#39;Elaina&#39;, 6),
 (&#39;Violet&#39;, 6),
 (&#39;Camryn&#39;, 6),
 (&#39;Andrew&#39;, 6),
 (&#39;Mick&#39;, 6),
 (&#39;Jenna&#39;, 6),
 (&#39;Christos&#39;, 6),
 (&#39;First&#39;, 6),
 (&#39;Peter&#39;, 6),
 (&#39;Savannah&#39;, 6),
 (&#39;Mac&#39;, 6),
 (&#39;Meryn&#39;, 6),
 (&#39;Caine&#39;, 6),
 (&#39;Isabella&#39;, 6),
 (&#39;Isla&#39;, 6),
 (&#39;Eagle&#39;, 6),
 (&#39;Xcor&#39;, 6),
 (&#39;Clay&#39;, 6),
 (&#39;Allison&#39;, 6),
 (&#39;Khaki&#39;, 6),
 (&#39;Jackson&#39;, 6),
 (&#39;Charlotte&#39;, 6),
 (&#39;Tristan&#39;, 6),
 (&#39;Daisy&#39;, 6),
 (&#39;Veronica&#39;, 6),
 (&#39;Woody&#39;, 6),
 (&#39;Georgia&#39;, 6),
 (&#39;Julia Kagawa&#39;, 6),
 (&#39;Thorne&#39;, 6),
 (&#39;Nicole&#39;, 6),
 (&#39;David&#39;, 6),
 (&#39;Wiggs&#39;, 6),
 (&#39;Mallery&#39;, 6),
 (&#39;Woods&#39;, 6),
 (&#39;Donatti&#39;, 6),
 (&#39;Zeke&#39;, 5),
 (&#39;Ream&#39;, 5),
 (&#39;100&#39;, 5),
 (&#39;Dee&#39;, 5),
 (&#39;Dave&#39;, 5),
 (&#39;Hill&#39;, 5),
 (&#39;Alec&#39;, 5),
 (&#39;Laura&#39;, 5),
 (&#39;Eddie&#39;, 5),
 (&#39;Mia&#39;, 5),
 (&#39;Riley&#39;, 5),
 (&#39;Giulia&#39;, 5),
 (&#39;1&#39;, 5),
 (&#39;Delilah&#39;, 5),
 (&#39;Sophie&#39;, 5),
 (&#39;Danny&#39;, 5),
 (&#39;Ted&#39;, 5),
 (&#39;Roman&#39;, 5),
 (&#39;Gray&#39;, 5),
 (&#39;Lexi&#39;, 5),
 (&#39;Zoe&#39;, 5),
 (&#39;Gavin&#39;, 5),
 (&#39;Ryan&#39;, 5),
 (&#39;Jay&#39;, 5),
 (&#39;JD Robb&#39;, 5),
 (&#39;BBQ&#39;, 5),
 (&#39;Nika&#39;, 5),
 (&#39;Maya&#39;, 5),
 (&#39;Nadine&#39;, 5),
 (&#39;Eva Mae&#39;, 5),
 (&#39;Carmela&#39;, 5),
 (&#39;Cain&#39;, 5),
 (&#39;Kendrick&#39;, 5),
 (&#39;Kai&#39;, 5),
 (&#39;Janet&#39;, 5),
 (&#39;10 years&#39;, 5),
 (&#39;Davy&#39;, 5),
 (&#39;Andre&#39;, 5),
 (&#39;Bethany&#39;, 5),
 (&#39;Bliss&#39;, 5),
 (&#39;Mitch&#39;, 5),
 (&#39;only one&#39;, 5),
 (&#39;Heloise&#39;, 5),
 (&#39;Risa&#39;, 5),
 (&#39;Sage&#39;, 5),
 (&#39;Derrick&#39;, 5),
 (&#39;Melanie&#39;, 5),
 (&#39;Jase&#39;, 5),
 (&#39;Liv&#39;, 5),
 (&#39;Marc&#39;, 5),
 (&#39;Morgan&#39;, 5),
 (&#39;Simon&#39;, 5),
 (&#39;Jillian&#39;, 5),
 (&#39;Jess Haines&#39;, 5),
 (&#39;H&amp;W Investigations&#39;, 5),
 (&#39;Alyssa&#39;, 5),
 (&#39;Britt&#39;, 5),
 (&#39;40&#39;, 4),
 (&#39;Kat&#39;, 4),
 (&#39;Aiden&#39;, 4),
 (&#39;Hunter&#39;, 4),
 (&#39;Mae&#39;, 4),
 (&#39;Ric&#39;, 4),
 (&#39;Trella&#39;, 4),
 (&#39;Deuce&#39;, 4),
 (&#39;Jacqueline&#39;, 4),
 (&#39;Julian&#39;, 4),
 (&#39;Janie&#39;, 4),
 (&#39;Jordan&#39;, 4),
 (&#39;Ares&#39;, 4),
 (&#39;one night&#39;, 4),
 (&#39;Sarah Jo&#39;, 4),
 (&#39;Dane&#39;, 4),
 (&#39;Jon&#39;, 4),
 (&#39;three&#39;, 4),
 (&#39;MTV&#39;, 4),
 (&#39;London&#39;, 4),
 (&#39;Dare&#39;, 4),
 (&#39;Hayley&#39;, 4),
 (&#39;Ethan&#39;, 4),
 (&#39;Adriel&#39;, 4),
 (&#39;Lusty&#39;, 4),
 (&#39;Caleb&#39;, 4),
 (&#39;Tegan&#39;, 4),
 (&#39;Addison&#39;, 4),
 (&#39;Qhuinn&#39;, 4),
 (&#39;Seamus&#39;, 4),
 (&#39;Jared&#39;, 4),
 (&#39;Justin&#39;, 4),
 (&#39;Hugh&#39;, 4),
 (&#39;Tierra&#39;, 4),
 (&#39;Four&#39;, 4),
 (&#39;EJ&#39;, 4),
 (&#39;Teddy&#39;, 4),
 (&#39;Tony&#39;, 4),
 (&#39;Vikki&#39;, 4),
 (&#39;Krista&#39;, 4),
 (&#39;Law&#39;, 4),
 (&#39;Stella&#39;, 4),
 (&#39;Jensen&#39;, 4),
 (&#39;Leon&#39;, 4),
 (&#39;Harry&#39;, 4),
 (&#39;Marty&#39;, 4),
 (&#39;Stevie&#39;, 4),
 (&#39;Milo&#39;, 4),
 (&#39;Callie&#39;, 4),
 (&#39;Lynn&#39;, 4),
 (&#39;Remy&#39;, 4),
 (&#39;Carlotta&#39;, 4),
 (&#39;Jonathan Maberry.&#39;, 4),
 (&#39;Top&#39;, 4),
 (&#39;Bunny&#39;, 4),
 (&#39;Kyra&#39;, 4),
 (&#39;Wyatt&#39;, 4),
 (&#39;Westy&#39;, 4),
 (&#39;Kristy&#39;, 4),
 (&#39;Cesca&#39;, 4),
 (&#39;Lori&#39;, 4),
 (&#39;Burton&#39;, 4),
 (&#39;Haynes&#39;, 4),
 (&#39;Rossetti&#39;, 4),
 (&#39;Jude&#39;, 4),
 (&#39;Anka&#39;, 4),
 (&#39;Gretchen&#39;, 4),
 (&#39;Lena&#39;, 4),
 (&#39;5&#39;, 3),
 (&#39;Kristine&#39;, 3),
 (&#39;10&#39;, 3),
 (&#39;Elizabeth&#39;, 3),
 (&#39;Katie&#39;, 3),
 (&#39;Jamie&#39;, 3),
 (&#39;TSTL&#39;, 3),
 (&#39;Chance&#39;, 3),
 (&#39;secondary&#39;, 3),
 (&#39;Roarke&#39;, 3),
 (&#39;Torolf&#39;, 3),
 (&#39;Hildy&#39;, 3),
 (&#39;Calla&#39;, 3),
 (&#39;Finn&#39;, 3),
 (&#39;about 20&#39;, 3),
 (&#39;Marshall&#39;, 3),
 (&#39;5 years&#39;, 3),
 (&#39;Tommy&#39;, 3),
 (&#39;Shelly Laurenston&#39;, 3),
 (&#39;Carolyn&#39;, 3),
 (&#39;Connie&#39;, 3),
 (&#39;Anton&#39;, 3),
 (&#39;Anica&#39;, 3),
 (&#39;Jasper&#39;, 3),
 (&#39;the last quarter&#39;, 3),
 (&#39;Monica&#39;, 3),
 (&#39;John&#39;, 3),
 (&#39;50&#39;, 3),
 (&#39;Neil&#39;, 3),
 (&#39;Mackenzie&#39;, 3),
 (&#39;Mimi&#39;, 3),
 (&#39;Raven&#39;, 3),
 (&#39;Cori&#39;, 3),
 (&#39;Emmaline&#39;, 3),
 (&#39;Kaci&#39;, 3),
 (&#39;Aura&#39;, 3),
 (&#39;Javier&#39;, 3),
 (&#39;James&#39;, 3),
 (&#39;more than one&#39;, 3),
 (&#39;Charli&#39;, 3),
 (&#39;Armstrong&#39;, 3),
 (&#39;Tessa&#39;, 3),
 (&#39;3/4&#39;, 3),
 (&#39;Chasen&#39;, 3),
 (&#39;Trey&#39;, 3),
 (&#39;Vivi&#39;, 3),
 (&#39;Gia&#39;, 3),
 (&#39;Tori&#39;, 3),
 (&#39;Elli&#39;, 3),
 (&#39;Shea&#39;, 3),
 (&#39;Jaz&#39;, 3),
 (&#39;Robyn&#39;, 3),
 (&#39;Shohn&#39;, 3),
 (&#39;one day&#39;, 3),
 (&#39;Noctem Falls&#39;, 3),
 (&#39;Zaal&#39;, 3),
 (&#39;Bud&#39;, 3),
 (&#39;years&#39;, 3),
 (&#39;Jacko&#39;, 3),
 (&#39;Bailey&#39;, 3),
 (&#39;Sven&#39;, 3),
 (&#39;Aaron&#39;, 3),
 (&#39;Sebastian&#39;, 3),
 (&#39;Selena&#39;, 3),
 (&#39;Axe&#39;, 3),
 (&#39;Elise&#39;, 3),
 (&#39;Hope&#39;, 3),
 (&#39;Sawyer&#39;, 3),
 (&#39;Malcolm&#39;, 3),
 (&#39;Dewey&#39;, 3),
 (&#39;Spenser&#39;, 3),
 (&#39;Theo&#39;, 3),
 (&#39;Emily&#39;, 3),
 (&#39;Jayna&#39;, 3),
 (&#39;SWAT&#39;, 3),
 (&#39;Annie&#39;, 3),
 (&#39;Harlow&#39;, 3),
 (&#39;Charley&#39;, 3),
 (&#39;Jessie&#39;, 3),
 (&#39;Silas&#39;, 3),
 (&#39;Maia&#39;, 3),
 (&#39;Clare&#39;, 3),
 (&#39;20&#39;, 3),
 (&#39;Ari&#39;, 3),
 (&#39;a week&#39;, 3),
 (&#39;Jim&#39;, 3),
 (&#39;Henry&#39;, 3),
 (&#39;Dahlia&#39;, 3),
 (&#39;River&#39;, 3),
 (&#39;Jayce&#39;, 3),
 (&#39;GR&#39;, 3),
 (&#39;Seb&#39;, 3),
 (&#39;Naomi&#39;, 3),
 (&#39;Nightingale&#39;, 3),
 (&#39;60&#39;, 3),
 (&#39;Tilly&#39;, 3),
 (&#39;Gary&#39;, 3),
 (&#39;Bjornolf&#39;, 3),
 (&#39;Lahn&#39;, 3),
 (&#39;Asia&#39;, 3),
 (&#39;Cameron&#39;, 3),
 (&#39;Erica&#39;, 3),
 (&#39;Jeanette&#39;, 3),
 (&#39;Gage&#39;, 3),
 (&#39;Ann Aguirre&#39;, 3),
 (&#34;Ann Aguirre&#39;s&#34;, 3),
 (&#39;Puller&#39;, 3),
 (&#39;Jennifer&#39;, 3),
 (&#39;Knight&#39;, 3),
 (&#39;Margo&#39;, 3),
 (&#39;Poppy&#39;, 3),
 (&#39;Dara&#39;, 3),
 (&#39;Rebeka&#39;, 3),
 (&#39;Sera&#39;, 3),
 (&#39;Melina&#39;, 3),
 (&#39;Libby&#39;, 3),
 (&#39;Gillie&#39;, 3),
 (&#39;Angelina&#39;, 3),
 (&#39;Gina&#39;, 3),
 (&#39;Killian&#39;, 3),
 (&#39;Erik&#39;, 3),
 (&#39;Sloane&#39;, 3),
 (&#39;Kari&#39;, 3),
 (&#39;Circenn&#39;, 3),
 (&#39;Thorn&#39;, 3),
 (&#39;Raley&#39;, 3),
 (&#39;Syn&#39;, 3),
 (&#39;Terri&#39;, 3),
 (&#39;Native American&#39;, 2),
 (&#39;Julia&#39;, 2),
 (&#39;Chloe&#39;, 2),
 (&#39;30-40&#39;, 2),
 (&#39;Bennent&#39;, 2),
 (&#39;Laurel&#39;, 2),
 (&#39;Merrick&#39;, 2),
 (&#39;Fisher&#39;, 2),
 (&#39;Mikael&#39;, 2),
 (&#39;Pack&#39;, 2),
 (&#39;Sydney&#39;, 2),
 (&#39;the first half&#39;, 2),
 (&#39;Grace&#39;, 2),
 (&#39;Eli&#39;, 2),
 (&#39;Stephanie Plum&#39;, 2),
 (&#39;Ava&#39;, 2),
 (&#39;a mile&#39;, 2),
 (&#39;the day&#39;, 2),
 (&#39;6&#39;, 2),
 (&#39;America&#39;, 2),
 (&#39;Hank&#39;, 2),
 (&#39;Indy&#39;, 2),
 (&#39;Ally&#39;, 2),
 (&#39;Brian&#39;, 2),
 (&#39;The last quarter&#39;, 2),
 (&#39;the Dark Room&#39;, 2),
 (&#39;Cass&#39;, 2),
 (&#39;Mercy&#39;, 2),
 (&#39;Marguerite&#39;, 2),
 (&#39;Christian&#39;, 2),
 (&#39;MC&#39;, 2),
 (&#39;Tatiana&#39;, 2),
 (&#39;Edward&#39;, 2),
 (&#39;Melvin&#39;, 2),
 (&#39;Shana&#39;, 2),
 (&#39;Raphael&#39;, 2),
 (&#39;Giff&#39;, 2),
 (&#39;30&#39;, 2),
 (&#34;O&#39;Kane&#34;, 2),
 (&#39;Alix&#39;, 2),
 (&#39;Devyn&#39;, 2),
 (&#39;Zee&#39;, 2),
 (&#39;Demonica&#39;, 2),
 (&#39;Dragos&#39;, 2),
 (&#39;the next day&#39;, 2),
 (&#39;Jessica&#39;, 2),
 (&#39;Florida&#39;, 2),
 (&#39;Brotherhood&#39;, 2),
 (&#39;Lenobia&#39;, 2),
 (&#39;Demetrius&#39;, 2),
 (&#39;Isa&#39;, 2),
 (&#39;Montgomery&#39;, 2),
 (&#39;Rorie&#39;, 2),
 (&#39;Myrna&#39;, 2),
 (&#39;Jen&#39;, 2),
 (&#39;Olivia&#39;, 2),
 (&#39;Dan&#39;, 2),
 (&#39;Jayne&#39;, 2),
 (&#39;Rainbow&#39;, 2),
 (&#39;Erin&#39;, 2),
 (&#39;Vic&#39;, 2),
 (&#39;Madoc&#39;, 2),
 (&#39;60%&#39;, 2),
 (&#39;Eight&#39;, 2),
 (&#39;Dakota&#39;, 2),
 (&#39;Boris&#39;, 2),
 (&#39;so many years&#39;, 2),
 (&#39;Calvin&#39;, 2),
 (&#39;Brody&#39;, 2),
 (&#39;last week&#39;, 2),
 (&#39;Friday&#39;, 2),
 (&#39;Domitian&#39;, 2),
 (&#39;Sarita&#39;, 2),
 (&#39;Corey&#39;, 2),
 (&#39;Blay&#39;, 2),
 (&#39;180&#39;, 2),
 (&#39;Brothers&#39;, 2),
 (&#39;Zel&#39;, 2),
 (&#39;Elle&#39;, 2),
 (&#39;Cooper&#39;, 2),
 (&#39;Mason&#39;, 2),
 (&#39;Kori&#39;, 2),
 (&#39;Marco&#39;, 2),
 (&#39;Jackie&#39;, 2),
 (&#34;V&#39;Dan&#34;, 2),
 (&#39;Kimi&#39;, 2),
 (&#39;Michael&#39;, 2),
 (&#39;Wade&#39;, 2),
 (&#39;Joan&#39;, 2),
 (&#39;Rob&#39;, 2),
 (&#39;Shavlis&#39;, 2),
 (&#39;Kennedy&#39;, 2),
 (&#39;Hadley&#39;, 2),
 (&#39;Deb&#39;, 2),
 (&#39;all the years&#39;, 2),
 (&#39;a few years&#39;, 2),
 (&#39;Walt&#39;, 2),
 (&#39;Scarlett&#39;, 2),
 (&#39;Ranch&#39;, 2),
 (&#39;Libbie&#39;, 2),
 (&#39;India&#39;, 2),
 (&#39;Danika&#39;, 2),
 (&#39;Malachi&#39;, 2),
 (&#39;Cherise&#39;, 2),
 (&#39;UK&#39;, 2),
 (&#39;Nicholas&#39;, 2),
 (&#39;Kristen Bell&#39;, 2),
 (&#39;Veronica Mars&#39;, 2),
 (&#39;Neptune&#39;, 2),
 (&#39;Lamb&#39;, 2),
 (&#39;every too weeks&#39;, 2),
 (&#39;Noelle&#39;, 2),
 (&#39;Isen&#39;, 2),
 (&#39;Celia&#39;, 2),
 (&#39;Renee/Shori&#39;, 2),
 (&#39;Marz&#39;, 2),
 (&#39;Mark&#39;, 2),
 (&#39;Trisha&#39;, 2),
 (&#39;Bill&#39;, 2),
 (&#39;Elizabeth Smart&#39;, 2),
 (&#39;Levi&#39;, 2),
 (&#39;Garrett&#39;, 2),
 (&#39;Tina&#39;, 2),
 (&#39;Ash&#39;, 2),
 (&#39;Section 8&#39;, 2),
 (&#39;Everly&#39;, 2),
 (&#34;Crow&#39;s Row&#34;, 2),
 (&#39;Boone&#39;, 2),
 (&#39;Brandee&#39;, 2),
 (&#39;the 6 year&#39;, 2),
 (&#39;Compton&#39;, 2),
 (&#39;Nick the loosy goosy playboy&#39;, 2),
 (&#39;Jessa&#39;, 2),
 (&#39;Walter&#39;, 2),
 (&#39;Travis&#39;, 2),
 (&#39;Audrey&#39;, 2),
 (&#39;Tiff&#39;, 2),
 (&#39;Sarah Booth&#39;, 2),
 (&#39;Tinkie&#39;, 2),
 (&#39;Indigo&#39;, 2),
 (&#39;100%&#39;, 2),
 (&#39;the weekend&#39;, 2),
 (&#39;Julie&#39;, 2),
 (&#39;Jessi&#39;, 2),
 (&#39;Caitlyn&#39;, 2),
 (&#39;Julio&#39;, 2),
 (&#39;Kendal&#39;, 2),
 (&#39;Jo&#39;, 2),
 (&#39;night&#39;, 2),
 (&#39;Pestilence&#39;, 2),
 (&#39;Ageis&#39;, 2),
 (&#39;200&#39;, 2),
 (&#39;Ilex&#39;, 2),
 (&#39;Trif&#39;, 2),
 (&#39;Kayla&#39;, 2),
 (&#39;Mexico&#39;, 2),
 (&#39;the last minute&#39;, 2),
 (&#39;Tens&#39;, 2),
 (&#39;Meridian&#39;, 2),
 (&#39;55&#39;, 2),
 (&#39;Taye&#39;, 2),
 (&#39;Mockingbird&#39;, 2),
 (&#39;Primes&#39;, 2),
 (&#39;Evalle&#39;, 2),
 (&#39;Vinh&#39;, 2),
 (&#39;Jenk&#39;, 2),
 (&#39;Drea&#39;, 2),
 (&#39;New Orleans&#39;, 2),
 (&#39;Paige&#39;, 2),
 (&#39;Mel&#39;, 2),
 (&#39;Lucan&#39;, 2),
 (&#39;Ronan&#39;, 2),
 (&#39;Mineral City&#39;, 2),
 (&#39;Susan&#39;, 2),
 (&#39;Choices&#39;, 2),
 (&#39;Nyx&#39;, 2),
 (&#39;Amish&#39;, 2),
 (&#39;Griffin&#39;, 1),
 (&#39;Trixa&#39;, 1),
 (&#39;25&#39;, 1),
 (&#39;2 weeks&#39;, 1),
 (&#39;about a quarter&#39;, 1),
 (&#39;5 months later&#39;, 1),
 (&#39;Luce&#39;, 1),
 (&#39;Imogene&#39;, 1),
 (&#39;two year old&#39;, 1),
 (&#39;a new school year&#39;, 1),
 (&#39;the school year&#39;, 1),
 (&#39;20 years&#39;, 1),
 (&#39;Jilly&#39;, 1),
 (&#39;the next one&#39;, 1),
 (&#39;sassy&#39;, 1),
 (&#39;4th of July&#39;, 1),
 (&#39;Gay Pride week&#39;, 1),
 (&#39;Disney&#39;, 1),
 (&#39;Mickey&#39;, 1),
 (&#39;Halle Puma&#39;, 1),
 (&#39;the night&#39;, 1),
 (&#39;Merc&#39;, 1),
 (&#39;age 13 to 18&#39;, 1),
 (&#39;13&#39;, 1),
 (&#39;about 35&#39;, 1),
 (&#39;Corine&#39;, 1),
 (&#39;Sirantha Jax&#39;, 1),
 (&#39;Ryu&#39;, 1),
 (&#39;The second half&#39;, 1),
 (&#39;only 1-2&#39;, 1),
 (&#39;Lusty TX series&#39;, 1),
 (&#39;Peabody&#39;, 1),
 (&#39;the same man years earlier&#39;, 1),
 (&#39;Hilda&#39;, 1),
 (&#39;viking&#39;, 1),
 (&#39;SEALS&#39;, 1),
 (&#39;Seduction and Snacks&#39;, 1),
 (&#39;Virgil Flowers&#39;, 1),
 (&#39;Dalton&#39;, 1),
 (&#39;Larry&#39;, 1),
 (&#39;Zebrowski&#39;, 1),
 (&#39;Dolph&#39;, 1),
 (&#39;Claudia&#39;, 1),
 (&#39;about 1 1/2 weeks&#39;, 1),
 (&#39;mid-series&#39;, 1),
 (&#39;Ax&#39;, 1),
 (&#39;Carole&#39;, 1),
 (&#39;Smithie&#39;, 1),
 (&#39;Tex&#39;, 1),
 (&#39;Loopy Loo&#39;, 1),
 (&#39;McKays&#39;, 1),
 (&#39;College&#39;, 1),
 (&#39;Huntress&#39;, 1),
 (&#39;Cat&#39;, 1),
 (&#39;Webb&#39;, 1),
 (&#39;Lincoln Rhyme&#39;, 1),
 (&#39;125&#39;, 1),
 (&#39;Thom&#39;, 1),
 (&#39;Sasha&#39;, 1),
 (&#39;Hawk&#39;, 1),
 (&#39;Sienna&#39;, 1),
 (&#39;weekend&#39;, 1),
 (&#39;One weekend&#39;, 1),
 (&#39;Shay&#39;, 1),
 (&#39;Ellen&#39;, 1),
 (&#39;Argeneau&#39;, 1),
 (&#39;Carmelina&#39;, 1),
 (&#39;Leonello&#39;, 1),
 (&#39;Evanovich&#39;, 1),
 (&#39;Vinnie&#39;, 1),
 (&#39;Moon Man&#39;, 1),
 (&#39;Grandma Mazur&#39;, 1),
 (&#39;Lula&#39;, 1),
 (&#39;Reyes&#39;, 1),
 (&#39;Charly&#39;, 1),
 (&#39;Breakneck&#39;, 1),
 (&#39;Perry&#39;, 1),
 (&#39;Derek&#39;, 1),
 (&#39;Feehan&#39;, 1),
 (&#39;SA&#39;, 1),
 (&#39;Stubin&#39;, 1),
 (&#39;Germany&#39;, 1),
 (&#39;Nazis&#39;, 1),
 (&#39;WWI&#39;, 1),
 (&#39;Robert Pattinson&#39;, 1),
 (&#39;Twilight&#39;, 1),
 (&#39;2 days&#39;, 1),
 (&#39;Three&#39;, 1),
 (&#39;Glen&#39;, 1),
 (&#39;about 50&#39;, 1),
 (&#39;Dracula&#39;, 1),
 (&#39;40 minutes&#39;, 1),
 (&#39;50th&#39;, 1),
 (&#39;Camp Kioga&#39;, 1),
 (&#39;as much as Six&#39;, 1),
 (&#39;Dallas&#39;, 1),
 (&#39;the span of minutes&#39;, 1),
 (&#39;60 or so&#39;, 1),
 (&#39;FBI Ice Queen&#39;, 1),
 (&#39;Years later&#39;, 1),
 (&#39;Menagerie&#39;, 1),
 (&#39;Anatoly&#39;, 1),
 (&#39;Nightside&#39;, 1),
 (&#39;season&#39;, 1),
 (&#39;200 hundred&#39;, 1),
 (&#39;Ian put Harte&#39;, 1),
 (&#39;Schyler&#39;, 1),
 (&#39;Schyuler&#39;, 1),
 (&#39;Blue Bloods&#39;, 1),
 (&#39;Julianna&#39;, 1),
 (&#39;Emerson&#39;, 1),
 (&#39;10 year old&#39;, 1),
 (&#39;2 months later&#39;, 1),
 (&#39;Spy Wyr&#39;, 1),
 (&#39;Pia&#39;, 1),
 (&#39;M&amp;M&#39;, 1),
 (&#39;Phil&#39;, 1),
 (&#39;the last 300 hundred years&#39;, 1),
 (&#34;the Seelie Queen&#39;s&#34;, 1),
 (&#39;Aeric&#39;, 1),
 (&#39;Phaendir&#39;, 1),
 (&#39;Seelie&#39;, 1),
 (&#39;Master Z&#39;, 1),
 (&#39;Tara&#39;, 1),
 (&#39;Gypsy&#39;, 1),
 (&#39;Whit&#39;, 1),
 (&#39;Zora&#39;, 1),
 (&#39;Rachael&#39;, 1),
 (&#39;Knights&#39;, 1),
 (&#39;Brandon&#39;, 1),
 (&#39;Brotherhoood&#39;, 1),
 (&#39;marrige&#39;, 1),
 (&#39;Halle&#39;, 1),
 (&#39;Megan&#39;, 1),
 (&#39;DMP&#39;, 1),
 (&#39;Bevy&#39;, 1),
 (&#39;BBF&#39;, 1),
 (&#39;Isadora&#39;, 1),
 (&#39;200 years&#39;, 1),
 (&#39;Landon&#39;, 1),
 (&#39;Flynn&#39;, 1),
 (&#39;Plum Orchard&#39;, 1),
 (&#39;Nox&#39;, 1),
 (&#39;Manor&#39;, 1),
 (&#34;Eveline&#39;s&#34;, 1),
 (&#39;The Guy Next Door&#39;, 1),
 (&#39;Williams&#39;, 1),
 (&#39;Frey&#39;, 1),
 (&#39;Culebra&#39;, 1),
 (&#39;Ortiz&#39;, 1),
 (&#39;Deveraux&#39;, 1),
 (&#39;Charlene&#39;, 1),
 (&#39;Two&#39;, 1),
 (&#39;Rock&#39;, 1),
 (&#39;the last couple of months&#39;, 1),
 (&#39;Cadogan House&#39;, 1),
 (&#39;Merit&#39;, 1),
 (&#39;Reagan&#39;, 1),
 (&#39;Mira&#39;, 1),
 (&#39;Etain&#39;, 1),
 (&#39;months&#39;, 1),
 (&#39;NY&#39;, 1),
 (&#39;Joseph and Gilda&#39;, 1),
 (&#39;Torr&#39;, 1),
 (&#39;Gilda&#39;, 1),
 (&#39;Joseph&#39;, 1),
 (&#39;Carmen&#39;, 1),
 (&#39;Tynan&#39;, 1),
 (&#39;9 years&#39;, 1),
 (&#39;Sheli&#39;, 1),
 (&#39;Curran&#39;, 1),
 (&#39;Gutshot&#39;, 1),
 (&#39;Vayl&#39;, 1),
 (&#39;Bergman&#39;, 1),
 (&#39;a few days&#39;, 1),
 (&#39;Sarah Byrnes&#39;, 1),
 (&#34;the mid 1800&#39;s&#34;, 1),
 (&#34;Hell&#39;s Eight&#34;, 1),
 (&#39;Kita&#39;, 1),
 (&#39;Firth&#39;, 1),
 (&#39;Bobby&#39;, 1),
 (&#39;Nathaniel&#39;, 1),
 (&#39;DMS&#39;, 1),
 (&#39;Church&#39;, 1),
 (&#39;WWII Germany&#39;, 1),
 (&#39;Nazi&#39;, 1),
 (&#39;Lars&#39;, 1),
 (&#39;Aya&#39;, 1),
 (&#39;Mikael Blomkvist&#39;, 1),
 (&#39;12&#39;, 1),
 (&#39;14&#39;, 1),
 (&#39;Amber&#39;, 1),
 (&#39;Lycaonia&#39;, 1),
 (&#39;Gavriel&#39;, 1),
 (&#39;Sugar Rush&#39;, 1),
 (&#39;Joss&#39;, 1),
 (&#39;Braden&#39;, 1),
 (&#39;Declan&#39;, 1),
 (&#39;only 16&#39;, 1),
 (&#39;Brett&#39;, 1),
 (&#39;RS&#39;, 1),
 (&#39;1973&#39;, 1),
 (&#39;Bernice&#39;, 1),
 (&#39;Heron&#39;, 1),
 (&#39;Texas&#39;, 1),
 (&#39;Pam&#39;, 1),
 (&#39;the Italian Forestry&#39;, 1),
 (&#39;Immortals&#39;, 1),
 (&#39;Everette&#39;, 1),
 (&#39;Demetria&#39;, 1),
 (&#39;Tons&#39;, 1),
 (&#39;tons&#39;, 1),
 (&#39;Terry&#39;, 1),
 (&#39;the next 100 nights&#39;, 1),
 (&#39;Blue&#39;, 1),
 (&#39;Vishous&#39;, 1),
 (&#39;Thor&#39;, 1),
 (&#39;six&#39;, 1),
 (&#39;Blay and Xcor&#39;, 1),
 (&#39;Lassiter&#39;, 1),
 (&#39;Trez&#39;, 1),
 (&#39;Theresa&#39;, 1),
 (&#39;John Matthew&#39;, 1),
 (&#39;Darius&#39;, 1),
 (&#39;Rhage&#39;, 1),
 (&#39;Faith&#39;, 1),
 (&#39;Lake&#39;, 1),
 (&#39;Davis Cain&#39;, 1),
 (&#39;Davis&#39;, 1),
 (&#39;Half-Moon Hollow&#39;, 1),
 (&#34;Lori Foster&#39;s&#34;, 1),
 (&#39;2017&#39;, 1),
 (&#39;Laney&#39;, 1),
 (&#39;Silence of the Lambs&#39;, 1),
 (&#39;Hannibal&#39;, 1),
 (&#39;Starling&#39;, 1),
 (&#39;Morrissey&#39;, 1),
 (&#39;MT&#39;, 1),
 (&#39;Sanctum&#39;, 1),
 (&#39;Case&#39;, 1),
 (&#39;TJ&#39;, 1),
 (&#34;Blue&#39;s&#34;, 1),
 (&#39;all those years ago&#39;, 1),
 (&#39;Janya&#39;, 1),
 (&#39;Nathan and Amelia&#39;, 1),
 (&#39;Fierce&#39;, 1),
 (&#39;Fredericka&#39;, 1),
 (&#39;Ricka&#39;, 1),
 (&#39;Shadow Falls&#39;, 1),
 (&#39;inch&#39;, 1),
 (&#39;Terran&#39;, 1),
 (&#39;the Cimarron Ranch&#39;, 1),
 (&#39;all night long&#39;, 1),
 (&#39;Nate&#39;, 1),
 (&#39;Durands&#39;, 1),
 (&#39;Fiji&#39;, 1),
 (&#39;Faith and Mason&#39;, 1),
 (&#39;the first year&#39;, 1),
 (&#39;Delta&#39;, 1),
 (&#39;Nonna&#39;, 1),
 (&#39;Kaleb&#39;, 1),
 (&#39;Sahara&#39;, 1),
 (&#39;Austin&#39;, 1),
 (&#39;Presley&#39;, 1),
 (&#39;Saint&#39;, 1),
 (&#39;Chaos&#39;, 1),
 (&#39;Denver&#39;, 1),
 (&#39;Dayna&#39;, 1),
 (&#39;un-Ian&#39;, 1),
 (&#39;Abby&#39;, 1),
 (&#39;the week&#39;, 1),
 (&#39;Petunia&#39;, 1),
 (&#39;Kira&#39;, 1),
 (&#39;Meaghan&#39;, 1),
 (&#39;Nichol&#39;, 1),
 (&#39;Clayton&#39;, 1),
 (&#39;The initial days&#39;, 1),
 (&#39;Grover&#39;, 1),
 (&#39;Pandora&#39;, 1),
 (&#39;Murphy&#39;, 1),
 (&#34;Hope&#39;s Crossing&#34;, 1),
 (&#39;Ramie&#39;, 1),
 (&#39;Trick&#39;, 1),
 (&#39;DCO&#39;, 1),
 (&#39;Clayne&#39;, 1),
 (&#39;Tammy Jo&#39;, 1),
 (&#39;Elliot&#39;, 1),
 (&#39;Brooks&#39;, 1),
 (&#39;Sullivan&#39;, 1),
 (&#39;Jazz&#39;, 1),
 (&#39;Wainwright&#39;, 1),
 (&#39;every week&#39;, 1),
 (&#39;Zip&#39;, 1),
 (&#39;Benedict&#39;, 1),
 (&#39;Johnson&#39;, 1),
 (&#39;Olympiad&#39;, 1),
 (&#39;Commerce City&#39;, 1),
 (&#39;Kane&#39;, 1),
 (&#39;11-12 years old&#39;, 1),
 (&#39;53&#39;, 1),
 (&#39;Nina&#39;, 1),
 (&#39;Wanda&#39;, 1),
 (&#39;Jewish&#39;, 1),
 (&#39;Italian&#39;, 1),
 (&#39;Tammy&#39;, 1),
 (&#39;Fable&#39;, 1),
 (&#39;Billy&#39;, 1),
 (&#39;Dilya&#39;, 1),
 (&#39;2 days later&#39;, 1),
 (&#39;Joaquin&#39;, 1),
 (&#39;the first season&#39;, 1),
 (&#39;Alliance&#39;, 1),
 (&#39;JD&#39;, 1),
 (&#39;Zone&#39;, 1),
 (&#39;Tina wade&#39;, 1),
 (&#39;Zonie&#39;, 1),
 (&#39;Saturn&#39;, 1),
 (&#39;ACME&#39;, 1),
 (&#39;Vanderventer&#39;, 1),
 (&#39;Miami&#39;, 1),
 (&#39;Shayne&#39;, 1),
 (&#39;many years ago&#39;, 1),
 (&#39;WTH&#39;, 1),
 (&#39;4,000&#39;, 1),
 (&#39;15 years&#39;, 1),
 (&#39;Delaney&#39;, 1),
 (&#39;the second half&#39;, 1),
 (&#39;Rocky&#39;, 1),
 (&#39;Tasha&#39;, 1),
 (&#39;about 40&#39;, 1),
 (&#39;more than 1&#39;, 1),
 (&#39;Gunner&#39;, 1),
 (&#39;Jem&#39;, 1),
 (&#34;Seb&#39;s&#34;, 1),
 (&#39;Jethro&#39;, 1),
 (&#39;Place&#39;, 1),
 (&#39;Wolf&#39;, 1),
 (&#39;Strange Neighbors&#39;, 1),
 (&#39;Supernatural&#39;, 1),
 (&#39;One Night Nick&#39;, 1),
 (&#39;the 3 decades&#39;, 1),
 (&#39;Mother Nature&#39;, 1),
 (&#39;the middle of April&#39;, 1),
 (&#39;35 minutes&#39;, 1),
 (&#39;Ashyn&#39;, 1),
 (&#39;Moria&#39;, 1),
 (&#39;30 minutes&#39;, 1),
 (&#39;a few years ago&#39;, 1),
 (&#39;Missy&#39;, 1),
 (&#39;Graham&#39;, 1),
 (&#39;British&#39;, 1),
 (&#39;Cristian&#39;, 1),
 (&#39;Allanon&#39;, 1),
 (&#39;Shea Omshford&#39;, 1),
 (&#39;Patty&#39;, 1),
 (&#39;day&#39;, 1),
 (&#39;Ed&#39;, 1),
 (&#39;the boys night&#39;, 1),
 (&#39;Francis&#39;, 1),
 (&#39;Karen&#39;, 1),
 (&#39;Flo&#39;, 1),
 (&#39;Kyndred&#39;, 1),
 (&#39;Mencheres&#39;, 1),
 (&#39;Motorcycle Man&#39;, 1),
 ...]</pre>
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<p>The entity list contains a large number of first person names, and many of them with a relatively high frequency. In the 34,719 words of all this reviewer's reviews, there are 4,310 named entities (some with multiple words). So it seems this reviewers has a tendency to name the characters in their review.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">defaultdict</span>
<span class="kn">from</span> <span class="nn">scripts.text_tail_analysis</span> <span class="k">import</span> <span class="n">show_pos_tail_distribution</span>

<span class="n">tf_lemma_pos</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">([(</span><span class="n">token</span><span class="o">.</span><span class="n">lemma_</span><span class="p">,</span> <span class="n">token</span><span class="o">.</span><span class="n">pos_</span><span class="p">)</span> <span class="k">for</span> <span class="n">doc</span> <span class="ow">in</span> <span class="n">reviewer_docs</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">doc</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">token</span><span class="o">.</span><span class="n">is_stop</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">token</span><span class="o">.</span><span class="n">is_punct</span><span class="p">])</span>

<span class="n">show_pos_tail_distribution</span><span class="p">(</span><span class="n">tf_lemma_pos</span><span class="p">)</span>
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<pre>Word form	All TF (frac)	TF &lt;= 5 (frac)	TF = 1 (frac)
------------------------------------------------------------
ADJ       	    4835  0.14	   944  0.15	   345  0.17
NOUN      	   11723  0.34	  2337  0.36	   791  0.38
VERB      	   10984  0.32	  1110  0.17	   361  0.18
NUM       	     224  0.01	    48  0.01	    16  0.01
PROPN     	    4258  0.12	  1774  0.27	   450  0.22
SPACE     	    1035  0.03	     0   0.0	     0   0.0
ADV       	    1150  0.03	   225  0.03	    69  0.03
SCONJ     	     353  0.01	     1   0.0	     1   0.0
INTJ      	     102  0.00	    29   0.0	    12  0.01
PRON      	       8  0.00	     2   0.0	     2   0.0
DET       	      19  0.00	     1   0.0	     1   0.0
ADP       	      24  0.00	     9   0.0	     3   0.0
CCONJ     	       2  0.00	     2   0.0	     2   0.0
X         	       2  0.00	     2   0.0	     2   0.0
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scripts.text_tail_analysis</span> <span class="k">import</span> <span class="n">show_tail_lemmas</span>

<span class="n">show_tail_lemmas</span><span class="p">(</span><span class="n">tf_lemma_pos</span><span class="p">,</span> <span class="n">tf_threshold</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">pos</span><span class="o">=</span><span class="s1">&#39;NOUN&#39;</span><span class="p">,</span> <span class="n">num_lemmas</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<pre>jacket          Griffin         Trixa           loud            request         
shelf           kooky           march           beat            drummer         
normal          laughter        enjoyment       location        blow            
ramification    push            shove           dive            translate       
increment       Luce            bud             thug            unexplained     
Imogene         brainy          nascar          prevail         unthinkable     
forefront       straighten      tantrum         school          confide         
sarcasm         phantom         innuendo        storm           inhabitant      
racism          soccer          coward          childlike       acceptation     
better          odd             uncomfortablenessjunior          attorney        
reclaim         Jilly           loner           absolute        capable         
chronicle       leak            dialogue        awwww           stake           
claim           together        4th             July            hybrid          
public          selfishness     Pack            gang            silliness       
Gay             Pride           Disney          Mickey          scope           
surreal         shirt           groveling       Puma            genuine         
Merc            life            choice          stork           18              
guardian        harvest         organ           donation        ultimate        
parental        budget          orphanage       tithe           despicable      
differently     Corine          Chance          Sirantha        goofy           
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">genre</span> <span class="ow">in</span> <span class="n">genres</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s1">&#39;</span><span class="si">{genre: &lt;40}</span><span class="s1">{reviewer_df[reviewer_df[genre] == 1][genre].count(): &gt;5}&#39;</span><span class="p">)</span>
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<pre>children                                   27
comics, graphic                            11
fantasy, paranormal                       363
fiction                                   598
history, historical fiction, biography     92
mystery, thriller, crime                  339
non-fiction                                38
poetry                                      0
romance                                   566
young-adult                               171
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<p>Most of the reviewed books are <em>romance</em> (566 out of 666), with an overlap with <em>mystery, thriller, crime</em> and <em>fantasy, paranormal</em>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reviewer_df</span><span class="o">.</span><span class="n">author_name</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>Paige Tyler              6
Suzanne Brockmann        6
Kelley Armstrong         6
Shayla Black             5
Sherryl Woods            5
                        ..
Fine Cooking Magazine    1
Nathan Ballingrud        1
Jennifer Graham          1
Tracey Garvis-Graves     1
Raine Thomas             1
Name: author_name, Length: 469, dtype: int64</pre>
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