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<title>Fake News Classification</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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<h1 id="Fake-News-Classification">Fake News Classification<a class="anchor-link" href="#Fake-News-Classification">&#182;</a></h1><h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p>The data from this analysis is from kaggle: <a href="https://www.kaggle.com/clmentbisaillon/fake-and-real-news-dataset">Fake and real news dataset</a>, which contains two news data from different sources. One of the data contains real news and another file contains fake news.</p>
<p>The purpose of this analysis is to analyze the data using <strong>Python NLTK tools</strong> and <strong>Sklearn kit</strong> to perform basic natural language processing and machining learning methods to train the dataset to build a classifier to identify fake news from real ones.</p>
<p>The methods used in this analysis includes:</p>
<ul>
<li>Word tokenizing</li>
<li>Stop words and punctuations removal</li>
<li>Lexical dispersion plot</li>
<li>Naive Bayes Classification</li>
<li>logestic Regression</li>
</ul>
<h2 id="Loading-data">Loading data<a class="anchor-link" href="#Loading-data">&#182;</a></h2><p>The analysis starts with loading data and necessary library.</p>

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<div class=" highlight hl-ipython3"><pre><span></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">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">math</span>
<span class="kn">import</span> <span class="nn">datetime</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">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">confusion_matrix</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LogisticRegression</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="kn">import</span> <span class="nn">random</span>
<span class="kn">from</span> <span class="nn">string</span> <span class="kn">import</span> <span class="n">punctuation</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>

<span class="kn">from</span> <span class="nn">wordcloud</span> <span class="kn">import</span> <span class="n">WordCloud</span><span class="p">,</span> <span class="n">ImageColorGenerator</span>
<span class="kn">from</span> <span class="nn">PIL</span> <span class="kn">import</span> <span class="n">Image</span>

<span class="c1"># warnings.filterwarnings(&#39;ignore&#39;)</span>

<span class="kn">import</span> <span class="nn">nltk</span>
<span class="kn">from</span> <span class="nn">nltk.corpus</span> <span class="kn">import</span> <span class="n">stopwords</span>
<span class="kn">from</span> <span class="nn">nltk.tokenize</span> <span class="kn">import</span> <span class="n">sent_tokenize</span><span class="p">,</span> <span class="n">word_tokenize</span>


<span class="kn">from</span> <span class="nn">sklearn.naive_bayes</span> <span class="kn">import</span> <span class="n">MultinomialNB</span>
<span class="kn">from</span> <span class="nn">sklearn.feature_extraction.text</span> <span class="kn">import</span> <span class="n">TfidfVectorizer</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">confusion_matrix</span><span class="p">,</span><span class="n">classification_report</span><span class="p">,</span><span class="n">roc_auc_score</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="c1"># Set default plot size</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</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">8</span><span class="p">)</span>
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<p>The data contains the title of the news, the actual content of the news,which will be what I will focus on, the subject of the news and the date of the news. For the convenience of the analysis, I added one more column called <strong>Authenticity</strong> to differentiate fake news from real news.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load and preview data </span>
<span class="n">fake</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;/Users/leo/Personal/GitHub/Fake_and_Real_News_Classifier/Fake.csv&quot;</span><span class="p">)</span>
<span class="n">real</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;/Users/leo/Personal/GitHub/Fake_and_Real_News_Classifier/True.csv&quot;</span><span class="p">)</span>
<span class="n">fake</span><span class="p">[</span><span class="s1">&#39;Authenticity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Fake&#39;</span>
<span class="n">real</span><span class="p">[</span><span class="s1">&#39;Authenticity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Real&#39;</span>
<span class="n">news_data</span> <span class="o">=</span> <span class="n">fake</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">real</span><span class="p">)</span>
<span class="n">news_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>title</th>
      <th>text</th>
      <th>subject</th>
      <th>date</th>
      <th>Authenticity</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>Donald Trump Sends Out Embarrassing New Year’...</td>
      <td>Donald Trump just couldn t wish all Americans ...</td>
      <td>News</td>
      <td>December 31, 2017</td>
      <td>Fake</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Drunk Bragging Trump Staffer Started Russian ...</td>
      <td>House Intelligence Committee Chairman Devin Nu...</td>
      <td>News</td>
      <td>December 31, 2017</td>
      <td>Fake</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Sheriff David Clarke Becomes An Internet Joke...</td>
      <td>On Friday, it was revealed that former Milwauk...</td>
      <td>News</td>
      <td>December 30, 2017</td>
      <td>Fake</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Trump Is So Obsessed He Even Has Obama’s Name...</td>
      <td>On Christmas day, Donald Trump announced that ...</td>
      <td>News</td>
      <td>December 29, 2017</td>
      <td>Fake</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Pope Francis Just Called Out Donald Trump Dur...</td>
      <td>Pope Francis used his annual Christmas Day mes...</td>
      <td>News</td>
      <td>December 25, 2017</td>
      <td>Fake</td>
    </tr>
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<h2 id="Data-Preprocessing-and-EDA">Data Preprocessing and EDA<a class="anchor-link" href="#Data-Preprocessing-and-EDA">&#182;</a></h2><p>Before fit the data into a classifier, the text data needs to be preprocessed and explored.</p>
<p>First, we need to tokenize the text, and thenremove the stopwords and punctuation from the text.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sw</span> <span class="o">=</span> <span class="n">stopwords</span><span class="o">.</span><span class="n">words</span><span class="p">(</span><span class="s1">&#39;english&#39;</span><span class="p">)</span>

<span class="n">new_words</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;’&#39;</span><span class="p">,</span><span class="s1">&#39;“&#39;</span><span class="p">,</span> <span class="s1">&#39;”&#39;</span><span class="p">)</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">new_words</span><span class="p">:</span>
    <span class="n">sw</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>


<span class="c1"># Convert to lower case</span>
<span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>

<span class="c1"># Tokenizing</span>
<span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;tokenized_text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">word_tokenize</span><span class="p">)</span>

<span class="c1"># Remove stopwords</span>
<span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;filtered_text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;tokenized_text&#39;</span><span class="p">]</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="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">x</span> <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">sw</span><span class="p">])</span>

<span class="c1"># Remove punction</span>
<span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;filtered_text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;filtered_text&#39;</span><span class="p">]</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="p">[</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">x</span> <span class="k">if</span> <span class="n">item</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">punctuation</span><span class="p">])</span>

<span class="c1"># Check results</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span>
      <span class="nb">len</span><span class="p">(</span><span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;tokenized_text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span>
      <span class="nb">len</span><span class="p">(</span><span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;filtered_text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
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<pre>2893 599 287
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">news_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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        vertical-align: top;
    }

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</style>
<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>title</th>
      <th>text</th>
      <th>subject</th>
      <th>date</th>
      <th>Authenticity</th>
      <th>tokenized_text</th>
      <th>filtered_text</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Donald Trump Sends Out Embarrassing New Year’...</td>
      <td>donald trump just couldn t wish all americans ...</td>
      <td>News</td>
      <td>December 31, 2017</td>
      <td>Fake</td>
      <td>[donald, trump, just, couldn, t, wish, all, am...</td>
      <td>[donald, trump, wish, americans, happy, new, y...</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Drunk Bragging Trump Staffer Started Russian ...</td>
      <td>house intelligence committee chairman devin nu...</td>
      <td>News</td>
      <td>December 31, 2017</td>
      <td>Fake</td>
      <td>[house, intelligence, committee, chairman, dev...</td>
      <td>[house, intelligence, committee, chairman, dev...</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Sheriff David Clarke Becomes An Internet Joke...</td>
      <td>on friday, it was revealed that former milwauk...</td>
      <td>News</td>
      <td>December 30, 2017</td>
      <td>Fake</td>
      <td>[on, friday, ,, it, was, revealed, that, forme...</td>
      <td>[friday, revealed, former, milwaukee, sheriff,...</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Trump Is So Obsessed He Even Has Obama’s Name...</td>
      <td>on christmas day, donald trump announced that ...</td>
      <td>News</td>
      <td>December 29, 2017</td>
      <td>Fake</td>
      <td>[on, christmas, day, ,, donald, trump, announc...</td>
      <td>[christmas, day, donald, trump, announced, wou...</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Pope Francis Just Called Out Donald Trump Dur...</td>
      <td>pope francis used his annual christmas day mes...</td>
      <td>News</td>
      <td>December 25, 2017</td>
      <td>Fake</td>
      <td>[pope, francis, used, his, annual, christmas, ...</td>
      <td>[pope, francis, used, annual, christmas, day, ...</td>
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<p>Then create a simple wordcloud from the dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">text</span> <span class="o">=</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</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">news_data</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>

<span class="n">mask</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">Image</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s2">&quot;/Users/leo/Personal/GitHub/Fake_and_Real_News_Classifier/Mask.png&quot;</span><span class="p">))</span>

<span class="n">wordcloud</span> <span class="o">=</span> <span class="n">WordCloud</span><span class="p">(</span><span class="n">background_color</span><span class="o">=</span><span class="s2">&quot;white&quot;</span><span class="p">,</span> <span class="n">max_words</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span> <span class="n">mask</span><span class="o">=</span><span class="n">mask</span><span class="p">,</span>
                      <span class="n">max_font_size</span><span class="o">=</span><span class="mi">90</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">wordcloud</span><span class="p">,</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;bilinear&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s2">&quot;off&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>The I create two separate datasets for fake and real news to examine the most commonly appeared words in each dataset using <code>FreqDist</code> function from <code>nltk</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">news_data_fake</span> <span class="o">=</span> <span class="n">news_data</span><span class="p">[</span><span class="n">news_data</span><span class="o">.</span><span class="n">Authenticity</span> <span class="o">==</span> <span class="s1">&#39;Fake&#39;</span><span class="p">]</span>
<span class="n">news_data_real</span> <span class="o">=</span> <span class="n">news_data</span><span class="p">[</span><span class="n">news_data</span><span class="o">.</span><span class="n">Authenticity</span> <span class="o">==</span> <span class="s1">&#39;Real&#39;</span><span class="p">]</span>

<span class="n">news_data_fake</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    <div class="prompt output_prompt">Out[6]:</div>


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

    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>title</th>
      <th>text</th>
      <th>subject</th>
      <th>date</th>
      <th>Authenticity</th>
      <th>tokenized_text</th>
      <th>filtered_text</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Donald Trump Sends Out Embarrassing New Year’...</td>
      <td>donald trump just couldn t wish all americans ...</td>
      <td>News</td>
      <td>December 31, 2017</td>
      <td>Fake</td>
      <td>[donald, trump, just, couldn, t, wish, all, am...</td>
      <td>[donald, trump, wish, americans, happy, new, y...</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Drunk Bragging Trump Staffer Started Russian ...</td>
      <td>house intelligence committee chairman devin nu...</td>
      <td>News</td>
      <td>December 31, 2017</td>
      <td>Fake</td>
      <td>[house, intelligence, committee, chairman, dev...</td>
      <td>[house, intelligence, committee, chairman, dev...</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Sheriff David Clarke Becomes An Internet Joke...</td>
      <td>on friday, it was revealed that former milwauk...</td>
      <td>News</td>
      <td>December 30, 2017</td>
      <td>Fake</td>
      <td>[on, friday, ,, it, was, revealed, that, forme...</td>
      <td>[friday, revealed, former, milwaukee, sheriff,...</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Trump Is So Obsessed He Even Has Obama’s Name...</td>
      <td>on christmas day, donald trump announced that ...</td>
      <td>News</td>
      <td>December 29, 2017</td>
      <td>Fake</td>
      <td>[on, christmas, day, ,, donald, trump, announc...</td>
      <td>[christmas, day, donald, trump, announced, wou...</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Pope Francis Just Called Out Donald Trump Dur...</td>
      <td>pope francis used his annual christmas day mes...</td>
      <td>News</td>
      <td>December 25, 2017</td>
      <td>Fake</td>
      <td>[pope, francis, used, his, annual, christmas, ...</td>
      <td>[pope, francis, used, annual, christmas, day, ...</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fake</span> <span class="o">=</span> <span class="n">news_data_fake</span><span class="o">.</span><span class="n">filtered_text</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>

<span class="n">fake_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">sublist</span> <span class="ow">in</span> <span class="n">fake</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">sublist</span><span class="p">:</span>
        <span class="n">fake_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>

<span class="n">real</span> <span class="o">=</span> <span class="n">news_data_real</span><span class="o">.</span><span class="n">filtered_text</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>

<span class="n">real_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">sublist</span> <span class="ow">in</span> <span class="n">real</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">sublist</span><span class="p">:</span>
        <span class="n">real_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
        
<span class="n">all_words</span> <span class="o">=</span> <span class="n">news_data</span><span class="o">.</span><span class="n">filtered_text</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>

<span class="n">all_words_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">sublist</span> <span class="ow">in</span> <span class="n">all_words</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">sublist</span><span class="p">:</span>
        <span class="n">all_words_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
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<p>Using <code>most_common()</code> function from <code>nltk</code>, this will print out the most commonly appeared words  in fake, real and all news datasets. As we can see that there are some overlaps in most common words.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vocab_fake</span> <span class="o">=</span> <span class="n">nltk</span><span class="o">.</span><span class="n">FreqDist</span><span class="p">(</span><span class="n">fake_list</span><span class="p">)</span>
<span class="n">vocab_real</span> <span class="o">=</span> <span class="n">nltk</span><span class="o">.</span><span class="n">FreqDist</span><span class="p">(</span><span class="n">real_list</span><span class="p">)</span>
<span class="n">vocab_all</span> <span class="o">=</span> <span class="n">nltk</span><span class="o">.</span><span class="n">FreqDist</span><span class="p">(</span><span class="n">all_words_list</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Fake most common words: &#39;</span><span class="p">,</span><span class="n">vocab_fake</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">20</span><span class="p">),</span>
     <span class="s1">&#39;Real most common words: &#39;</span><span class="p">,</span><span class="n">vocab_real</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">20</span><span class="p">),</span>
     <span class="s1">&#39;All most common words: &#39;</span><span class="p">,</span><span class="n">vocab_real</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>Fake most common words:  [(&#39;trump&#39;, 74233), (&#39;said&#39;, 31145), (&#39;people&#39;, 26011), (&#39;president&#39;, 25739), (&#39;would&#39;, 23461), (&#39;one&#39;, 22992), (&#39;clinton&#39;, 18079), (&#39;obama&#39;, 17919), (&#39;like&#39;, 17660), (&#39;donald&#39;, 17234), (&#39;also&#39;, 15242), (&#39;new&#39;, 14198), (&#39;news&#39;, 14195), (&#39;us&#39;, 13917), (&#39;even&#39;, 13690), (&#39;hillary&#39;, 13673), (&#39;white&#39;, 12797), (&#39;time&#39;, 12790), (&#39;state&#39;, 12543), (&#39;via&#39;, 11353)] Real most common words:  [(&#39;said&#39;, 99035), (&#39;trump&#39;, 54248), (&#39;u.s.&#39;, 38460), (&#39;would&#39;, 31526), (&#39;reuters&#39;, 28410), (&#39;president&#39;, 26397), (&#39;state&#39;, 19728), (&#39;government&#39;, 18287), (&#39;new&#39;, 16784), (&#39;house&#39;, 16519), (&#39;states&#39;, 16513), (&#39;also&#39;, 15946), (&#39;united&#39;, 15576), (&#39;republican&#39;, 15344), (&#39;people&#39;, 15138), (&#39;told&#39;, 14244), (&#39;could&#39;, 13707), (&#39;one&#39;, 12675), (&#39;last&#39;, 12613), (&#39;party&#39;, 12436)] All most common words:  [(&#39;said&#39;, 99035), (&#39;trump&#39;, 54248), (&#39;u.s.&#39;, 38460), (&#39;would&#39;, 31526), (&#39;reuters&#39;, 28410), (&#39;president&#39;, 26397), (&#39;state&#39;, 19728), (&#39;government&#39;, 18287), (&#39;new&#39;, 16784), (&#39;house&#39;, 16519), (&#39;states&#39;, 16513), (&#39;also&#39;, 15946), (&#39;united&#39;, 15576), (&#39;republican&#39;, 15344), (&#39;people&#39;, 15138), (&#39;told&#39;, 14244), (&#39;could&#39;, 13707), (&#39;one&#39;, 12675), (&#39;last&#39;, 12613), (&#39;party&#39;, 12436)]
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<p>To further analyze the distribution of the most common words, I choose the top most common words from fake and real news dataset and plot the Lexical <strong>Dispersion Plot</strong>. I'm only choosing the first 10000 character from each datasets.</p>
<p>As we can see, the first plot is the fake news and the second plot is the real news. The word <strong>said</strong> has appeared more frequently and condensed in the real news datasets then the fake news datasets.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">common_words_fake</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">vocab_fake</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">20</span><span class="p">)]</span>
<span class="n">nltk</span><span class="o">.</span><span class="n">Text</span><span class="p">(</span><span class="n">fake_list</span><span class="p">[:</span><span class="mi">10000</span><span class="p">])</span><span class="o">.</span><span class="n">dispersion_plot</span><span class="p">(</span><span class="n">common_words_fake</span><span class="p">)</span>

<span class="n">common_words_real</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">vocab_real</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">20</span><span class="p">)]</span>
<span class="n">nltk</span><span class="o">.</span><span class="n">Text</span><span class="p">(</span><span class="n">real_list</span><span class="p">[:</span><span class="mi">10000</span><span class="p">])</span><span class="o">.</span><span class="n">dispersion_plot</span><span class="p">(</span><span class="n">common_words_real</span><span class="p">)</span>
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IKTI2gXr3dF8KoIzongoggeHMG7IvhqBP+tKLMtgi9F8OYIPhfBOyPYbyZHKUmSJElLYJ6Tyz8HLs7kCOC/AkcBL8zkkAp1f5zJw4FTgX8B/hg4DDgxgjsWZQ4G1jI5HLgayr+CGxE7ImI9Itb37NlT74gkSZIkaUnNc3LZ65OZfL1i2fcUPy8EvpDJZZlcB1wC3K3Y961Mzi1enw48rKyhzFzLzFZmtrZs2TJu7JIkSZK01BYpufx+1+ufcPPY9+0pe13x88au1xvv9y5e936LeU6/1SxJkiRJ82/v4UVm5hrgtn32fQe4U/EV12uB44EPjNj+1giOzuQTwJOBj40d6ZzaufPmP5tqb9j7Qf1t316t/SptD+tv507YtetnnyI4bDwGxVG13yrb+u0bdb7q1O89lqpxdr/emNMqc9Rbtl/7g/rr1/+wcsMMm/dR6tdpp8m+Bs1rldgmHf/Gz127+vfZW2bjvO593e88H9THsHGpevzjjFOVa2HVWIb1v9HXoD7HaXeSbfQ7x/u1W/WzZdS+58E4n3+95ar20URbTfc1znkw6DNq3Da73zd1bo5atqm+qpjmeTPJa22/utMcy942h62r7dtHf7r3PJnbp8UCFA/wORz4IfCdTI7v2ncScBLwdeDfgUszaUewCzg5k/UIVorXxxd1dgEnA5cD7wPOAR4CfBV4WiY/GBTPoj0tVpIkSZKaNOhpsXOdXE5KRPn/5mQYk0tJkiRJm9mi/q9IJEmSJEkLYp7/5nJiMrkURrtrKUmSJEnqzzuXkiRJkqTaTC4lSZIkSbWZXEqSJEmSajO5lCRJkiTVZnIpSZIkSarN5FKSJEmSVJvJpSRJkiSpNpNLSZIkSVJtJpeSJEmSpNpMLiVJkiRJtZlcLol2u/Nv1Dplr+vG0ZQm26rb7jhj21tn3OMZpd6kxmzUfldWBpepUn5Q+1X2DavTxPyMcw7V7XdY7MPaH2e8pmVjHdSNZaP+sHaqrKtha7mqKvPQPbfD1ta450S7Pfx8G0WVsRj3s6l3PYzbTtlY9hvreVTns71s26A1Pc66qhJLU5+Ho9Qf55rce37U6Wde19Ukztmm2hv0u+y0fr+c1O9cZdeeYe3N6xoaJjJz1jE0JoJtwFmZHFa8PxnYP5N2V5ntwCnF2wQensk1VdpvtVq5vr7eaMxNiej8HGU6I24q3/26bhxNLakm26rb7qh1yuZj3OMZpd6kxmzUfsviGLTehsU9aH+/fcPqQP35GeccGvXYy+pD/zaGtT/OeE3LRgx1Y6naTpV1NWwtjxrToDa653bY2hr3nNgwzev0OGu8ewzGXRdl9bq3QTPrbdLGPe5+2wbtH2ddVYml7nVvnFjGuSb3Xl/r9DOv62oS52wTfW6Ug8mPZ1PrfJyyoxzjvK4hgIjYnZmtsn17TzuYOXAy8MeZnBvB/sCPZh2QJEmSJC26zfi12HOBv43gJOCATH4yqHBE7IiI9YhY37Nnz3QilCRJkqQFs2zJ5U+4+THt21sgk5cBfwjcGjgvgvsOajAz1zKzlZmtLVu2NBqsJEmSJC2LZUsuvwPcKYI7RrAPcHxvgQgOyuTCTF4OrMPg5FKSJEmSNNxe7UV9FFGJdpsbV1f5EfBG4NeArwNXrq5y39VVWu0266urvGR1lVesrvIM4DLgle02N0RwQbvNqYPaX1tba+/YsWPyBzKmlZXRnwLYXb6pJwg2+STCJtuq2+44Y9tbZ9zjGaXepMZslH537YITTxxcpkr5fnWr7htWp4n5GeccqtvvsNiHtT/OeE1D9zqoG8tG/WHtDFsjVdbyqDENaqN7boetrTrnxLDzbRRVxmKcNV62Hsb9jCsby35jPY/qfLb3bhu2psdZV1ViaerzcJT6416Tu8enTj/zuq4mcc421d6g32Wn9fvlpH7nKrv2DGtvXtfQ6urqZe12e61s31I9LXbS5vlpsZIkSZI0aYOeFrtsX4uVJEmSJM2AyaUkSZIkqTaTS0mSJElSbSaXkiRJkqTaTC4lSZIkSbWZXEqSJEmSajO5lCRJkiTVZnIpSZIkSarN5FKSJEmSVJvJpSRJkiSpNpNLSZIkSVJtJpeSJEmSpNo2VXIZQTuCk0u2b4vg87OISZIkSZKWwaZKLnVz7fbg7f32T6rv3n67f04ylrIYmirXtFn1W0VvbMPeV2lj1P2T1ETfddqYxrF391F3LqZ53g4zL3HMg0Ubi2lf+yd1ng/7vO21slKvz2lfL6ZRru4cTWKMBrUxSvvT/n1rFubp97h+a2HQeTrKeb3ZRWbOOoa+Ivgz4EeZvCaCVwEPyOQRETwSeDrwXuAvgQDem8kLinrXZrJ/8fqJwPGZnBhBG7g2k1dGcCTwJuAHwMeAR2dy2KB4Wq1Wrq+vT+ZgZyACyqZ/Y3u//ZPqu7ff7p8wuViGxVWnXNNm1W8VvbENe1+ljVH3T1ITfddpYxrH3t1H3bmY5nk7zDyfN9O2aGMxrXib/Nwb9PlWpeyg7VX7nPb1Yhrl6s7RJMZoUBujtD/t37dmYdrn8ihlhq2tfp9n8zK2sxARuzOzVbZv3u9cngMcU7xuAftHcEvgYcBXgZcDjwCOAB4cweNHaPsfgZMyObrBeCVJkiRpU5r35HI3cGQEtwWuAz5BJ8k8BrgS2JXJnkx+Avwz8PAqjUZwe+CATD5SbPqn/mVjR0SsR8T6nj17ahyKJEmSJC2vuU4uM7keuJTOV2A/DnwUOBY4CPjmoKpdr/ct2R89ZQbEkGuZ2crM1pYtW6pUkSRJkqRNZ66Ty8I5wMnFz48CzwQuAM4DtkdwYAR7AU+Gn96J/E4E94vgFsBv9DaYyZXAVRE8rNj0lAkfgyRJkiQttb3ac/6oo9VV9gKeBTwnkytWV3kW8K5MPrS6yneBNxb7z8nktUWdb9P5m8rfAC4BbtVu8+7VVVaAH7fbfHx1lU8Ca6urnAB8CTik3eb1g2JZW1tr79ixY0JHOhv9nki3sX3UJ9bV7bu33+6fk4ylLIamyjVtVv1W0RvbsPdV2hh1/yQ10XedNqZx7N191J2LaZ63w8xLHPNg0cZi2tf+SZ3nwz5vu+3aBSeeWK/PaV8vplGu7hxNYowGtTFK+9P+fWsW5un3uH5rYdB5Osp5vexWV1cva7fba2X75vppsfNm2Z4WK0mSJEmjWOSnxUqSJEmSFoDJpSRJkiSpNpNLSZIkSVJtJpeSJEmSpNpMLiVJkiRJtZlcSpIkSZJqM7mUJEmSJNVmcilJkiRJqs3kUpIkSZJUm8mlJEmSJKk2k0tJkiRJUm0ml5IkSZKk2pYiuYxgJYKHzDqOWWm3Zx3BTWYRS9N9jtted715mpNeyzBHVdvv3d7kHLXbs117g45t1D6q1J3EHM76PBnUf5OxjTLmdeaxqlmP+zCTHvtp1m9CEzE0dRyjXqM2yk/7WjnueTSp9VL3fJ+2eYxrWjEt42fdtEVmzjqGm4kggMjkxhHqtIFrM3nlCHX2zuQno8TWarVyfX19lCpTEQHzMo2ziKXpPsdtr7vePM1Jr2WYo6rt925vco4iOj9ntfYGHduofVSpO4k5nPV5Mqj/JmMbZczrzGOdeObJpMd+VrHMMoamjmPUaxR0yk/7c3rc82hS66Xu+T5t8xjXtGJaxs+6SYiI3ZnZKts3F3cuI9gWwUURvB74NPC0CD4RwacjODOC/Ytyl0ZwYPG6FcGuCLYBzwT+JIILIjgmgi0R/P8RfKr499CiTjuCtQjOBt4SwaERfLKo97kI7j2bEZAkSZKkxbb3rAPocjDwdODFwLuA4zL5fgQvAJ4PvKSsUiaXRnAqXXcuI3gr8KpMPhbBVuCDwP2KKkcCD8vkhxH8HXBKJv8cwa2AvXrbj4gdwA6ArVu3Nni4kiRJkrQ85im5/EYm50VwPHAIcG7xlYpbAZ8Ysa3jgEM2vpIB3C6C2xav35PJD4vXnwBeGMFdgXdl8tXehjJzDViDztdiR4xDkiRJkjaFeUouv1/8DOBDmTy5pMxPuOmrvPsOaOsWwNFdSWSn4bhZP2Ty1gjOBx4DfDCCP8zk38YLX5IkSZI2r3lKLjecB7wugntl8rUI9gPumslXgEvpfK31/cATuupcA9yu6/3ZwHOAVwBEcEQmF/R2FME9gUsyeU3x+nBYvORy585ZR3CTWcTSdJ/jttddb57mpNcyzFHV9nu3NzlHkzimUdocdGyj9lGl7qyPdxIG9d9kbKOMeZ15rBPPPJn02E+zfhOaiKGp4xj3GjXtz+lxz6NJrZe65/u0zWNc04ppGT/rpm0unhZbPJTnrEwOK94/Ang5sE9R5EWZvCeCY4D/AXwHOB9oZbISwX2AdwI3As8FLgJeR+fvLPcGzsnkmb1PlY3gL4CnAtcD/wH8bibf6xfnvD4tVpIkSZKmYdDTYuciuVwUJpeSJEmSNrO5/1+RSJIkSZIWm8mlJEmSJKk2k0tJkiRJUm0ml5IkSZKk2kwuJUmSJEm1mVxKkiRJkmozuZQkSZIk1WZyKUmSJEmqzeRSkiRJklSbyaUkSZIkqTaTS0mSJElSbQuVXEbQiuA1ffZdGsGBY7b7+AgOqRedJEmSJG1eM00uI9hrlPKZrGdy0gRCeTwsX3LZbs+m3bL9VWPpLtevTu/2ceJpwqBYq7wfJa5ZzeUoZQftrzKv49por866G7XsJOrX6WucvqcZ7yiqnvf9tk9rTY/a1yh1m5ybScU4af3O51Fjavq8nsWYTKPPKn3UvcbWqTNqu2WfC93bxvmdpG5MTbTXVBu9bTU1t+O0MQ+/C02jn0FrYVqfB9MSmTmZhoNtwAeA84EHAl8Bfg/4IvAm4FeA1wKfAl4HbAF+APxRJl+K4LeAncANwFWZPDyCFeDkTI6P4I7AGUW9TwKPAo7M5PIIngqcBNyq6P/ZmdwQwbXAKcDxwA+BxwEHAWcBVxX/npDJxWXH1Gq1cn19vblBmrAImMT0Dmu3bH/VWLrL9avTu32ceJowKNYq76F6XLOay1HKDtpfZV7HtdFenXXXRFyTmqMqfY3T9zTjHUXV877f9mmt6VH7GqVuk3MzqRgnrd/5DKPF1PR5PYsxmUafVfqoe42tU2fUdss+F7q3wei/k9SNqYn2mmqjt62m5rZf+3XLNBnTrPoZtBam9XnQpIjYnZmtsn2TvnN5MLCWyeHA1cCzi+0/yuRhmbwNWAOem8mRwMnA64syLwZ+NZMHAI8taXsn8LFMHgi8B9gKEMH9gCcBD83kCDrJ6VOKOrcBzivaPIdOIvvxov5/zeSIfomlJEmSJKm/vSfc/rcyObd4fTr89CutbweIYH/gIcCZG/8lCdin+HkucFoE7wDeVdL2w4HfBMjkvRFcUWx/JHAk8KmizVsD3y32/ZjOXUqA3cAvDzuAiNgB7ADYunXrsOKSJEmStClNOrnsvZG78f77xc9bAFcWdxhvXjB5ZgS/CDwGuCDiZ8uUtA8QwJsz+YuSfddn/rTODVQ4/sxco3N3lVarNYc3piVJkiRp9ib9tditERxdvH4y8LHunZlcDXy9+PtKIogIHlC8PiiT8zN5MXA5cLeets+h+LprBI8G/kux/cPAEyO4U7HvDhHcfUic1wC3HecAJUmSJEmTv3N5EXBCBP8AfBX4e+C5PWWeAvx9BC8Cbgm8Dfgs8IoI7k3nTuSHi23bu+qtAmdE8GngI8A3ATL5YtHW2RHcArge+GPgGwPifBvwhghOAp64LH93uXPnbNot2181lu5y/er0bh8nniYMinXU96P01aRR2q0zzlXmdVwb7dVZd6OWnUT9On2N0/c04x1F1fO+3/ZprelR+xqlbpNzM6kYJ63u+VynzqD6sxiTafRZpY95mZMq7ZZ9Lgz6rKjSZt2YmmivqTZ622pqbsdpY5rzMct+Bq2FaX0eTMuknxZ7ViaHTaSDGVi0p8VKkiRJUpNm+bRYSZIkSdImMLGvxWZyKSzPXUtJkiRJUn/euZQkSZIk1WZyKUmSJEmqzeRSkiRJklSbyaUkSZIkqTaTS0mSJElSbSaXkiRJkqTaTC4lSZIkSbWZXEqSJEmSajO5lCRJkiTVZnIpSZIkSapt4ZPLCJ4XwX5NlZMkSZIkjW7hk0vgeVApaaxaTtKSardv/nrQ+zptT6JOnXjGIWgAACAASURBVNiaMiiG3rEcpfwiKzvuafe7WTkGi6+Ja+68r4N5j69M2dj2bqvymVln/6yuraovMnPWMVQWwW2AdwB3BfYCzgReCHwZuDyTYyP4e+DBwK2Bd2ayM4KTgFf2lPsVYBXYB7gYeHom1w7qv9Vq5fr6+oSOTtKkRcDGJS+i87Pf+zptT6LOOO03bVAMvWObWb38Iis77mn3u1k5BouvzhxWuc7Mg3mPr0zZ2PZuq/KZOezYR/1M0fyIiN2Z2Srbt2h3Lh8FfDuTB2RyGPBq4NvAsZkcW5R5YSYt4HBgewSHZ/Ka7nIRHAi8CDgukwcB68Dzp340kiRJkrQkFi25vBA4LoKXR3BMJleVlPntCD4NfAY4FDikpMwvFdvPjeAC4ATg7mUdRsSOiFiPiPU9e/Y0cxSSJEmStGT2nnUAo8jkKxEcCfwa8NIIzu7eH8E9gJOBB2dyRQSnAfuWNBXAhzJ58vA+cw1Yg87XYmsegiRJkiQtpYW6cxnBXYAfZHI6nb+hfBBwDXDbosjtgO8DV0VwZ+DRXdW7y50HPDSCexXt7hfBfaZwCJIkSZK0lBbqziVwf+AVEdwIXA88CzgaeH8ElxV/T/kZ4AvAJcC5XXXXesqdCJwRwT7F/hcBX5nWgUiavp07y1+Xva/T9iTq1I2vCYNiKBvbquUX2aA1Na1+NyvHYPHVmcMq15l5MO/xlSkb295tVY5rWJlRP1O0GBbqabGz5tNiJUmSJG1my/S0WEmSJEnSHDK5lCRJkiTVZnIpSZIkSarN5FKSJEmSVJvJpSRJkiSpNpNLSZIkSVJtJpeSJEmSpNpMLiVJkiRJtZlcSpIkSZJqM7mUJEmSJNVmcilJkiRJqs3kUpIkSZJU26ZPLiM4IIJnzzoOSZIkSVpkc5VcRrD3DLo9ADZHctluT7fevLQ/TzaOdZrH3K+vQTHUjXMzzak2p3lb4/MWzzjGOYZxrm9NtN9v/6j9jtL+MsyxFtss12NZf1W3jdtHu918H5tBZObwQsFfAU8BvgVcDuwG/hdwKrAfcDHw+8DPAW/O5Kii3jbgPZkcHsGRwN8C+xdtnJjJZRHsAj4OPBR4D3B/4GqgVbT3Z5m8M4IVYBX4DnAE8C7gQuD/AW4NPD6TiyPYUsS1tQj/eZmcG0G72HbP4uerM3lNBG8DHgd8GfhQJv+13zi0Wq1cX18fOl7zKgIqTHdj9eal/XmycazTPOZ+fQ2KoW6cm2lOtTnN2xqft3jGMc4xjHN9azKm3v2j9jtK+8swx1pss1yPZf1V3TZuHxGdn032sSwiYndmtsr2Db1zGUELeALwQOA36SR9AG8BXpDJ4XSSvJ2ZXATcKoJ7FmWeBLwjglsCfwc8MZMjgTcBf93VzQGZbM/kvxfvfx54GHA88LKucg+gk0zeH3gacJ8ikX0j8NyizCnAqzJ5cBH3G7vq3xf4VeAoYGcR158DF2dyxKDEUpIkSZLUX5WvoT4M+JdMfggQwb8Ct6GTEH6kKPNm4Mzi9TuA36aTFD6p+HcwcBjwoeK/AuwFXNbVx9t7+nx3JjcCX4zgzl3bP5XZqRfBxcDZxfYLgWOL18cBh2z81wbgdhHctnj93kyuA66L4Ltws7ZLRcQOYAfA1q1bh5SWJEmSpM2pSnIZw4vczNuBMyN4F5CZfDWC+wNfyOToPnW+3/P+uj79d2+/sev9jdx0LLcAjt5Ihn/aSPxM/RuocPyZuQasQedrscPKS5IkSdJmVOWBPh8Dfj2CfSPYH3gMnWTwigiOKco8DTp3MTO5mE7i9lfcdEfyy8CWiE5yGcEtIzi0ucO4mbOB52y8ieCIIeWvgZ/e2ZQkSZIkjaHCnTs+FcF7gM8C3wDWgauAE4BTI9gPuAR4ele1twOvAO5RtPHjCJ4IvCaC2xf9vhr4QoPHsuEk4HURfK7o5xzgmf0KZ/KfEZwbweeB9y/z313u3DndevPS/jzZONZpHnO/vgbFUDfOzTSn2pzmbY3PWzzjGOcYxrm+NdF+v/2j9jtK+8swx1pss1yPZf1V3TZuH5O+viyrqk+L3T+Ta4tE8hxgRyafnnh0c2bRnxYrSZIkSXUMelps1f+v5FoEhwD70vlfjWy6xFKSJEmS1F+l5DKT3510IJIkSZKkxVXlgT6SJEmSJA1kcilJkiRJqs3kUpIkSZJUm8mlJEmSJKk2k0tJkiRJUm0ml5IkSZKk2kwuJUmSJEm1mVxKkiRJkmozuZQkSZIk1WZyKUmSJEmqzeRSm0K73cz2uvXmySxjnWbf4/RVtc7KSqdsb/mVler9lPU1i7mZZJ8bbdc9b0aNsd/4NtH2KDFMsr9x2ulen71zszFmg+Ju+vq4SNfNRdbU+VBnvuZlrkeJo8q6neTnzLwpu2aU7Z9n045xlHOvu86iisycdQwLo9Vq5fr6+qzD0BgioGypj7q9br15MstYp9n3OH1VrRNx0+vu8qPW7y07i7mZZJ8bbdc9b0aNsd/4NtH2KDFM8lpRd333zk2/Nd1dt9++YTEtw3VzkTV1PtSZr3mZ61HiqLJuJ/k5M2/KrhnjfP7N0rRjHOXc664zz+MYEbszs1W2b+HvXEawLYKLInhDBF+I4OwIbh3BQRF8IILdEXw0gvtGsFcEl0QQERwQwY0RPLxo56MR3GvWxyNJkiRJi2jhk8vCvYHXZXIocCXwBGANeG4mRwInA6/P5AbgK8AhwMOA3cAxEewD3DWTr/U2HBE7ImI9Itb37NkzpcORJEmSpMWy96wDaMjXM7mgeL0b2AY8BDiz6ys++xQ/Pwo8HLgH8FLgj4CPAJ8qazgz1+gkqrRarTm+QS1JkiRJs7Msdy6v63p9A3AH4MpMjuj6d79i/0eBY4CjgPcBBwArwDlTjFeSJEmSlsqy3LnsdTXw9Qh+K5MzIwjg8Ew+C5wPvAW4JJMfRXAB8Azg+BnGqwnbubOZ7XXrzZNZxjrNvsfpq2qd7dvLnwy7fXu9fmYxN5Psc6Ptusc7aoyjlJ/U8U96jsdpp3t99s7NuNe+KmXmab1vRk2dD3Xma17muomx6N4+yc+ZeTPsmrEIxzXtGDfT+oAleFpsBNuAszI5rHh/MrA/8Gbg74GfB24JvC2TlxRlPgp8NJO/jOB3gdcDd8jkxkF9+bRYSZIkSZvZoKfFLnxyOU0ml5IkSZI2s6X+X5FIkiRJkmbP5FKSJEmSVJvJpSRJkiSpNpNLSZIkSVJtJpeSJEmSpNpMLiVJkiRJtZlcSpIkSZJqM7mUJEmSJNVmcilJkiRJqs3kUpIkSZJUm8mlJEmSJKm2uU4uI9gWwednHYckSZIkabC5Ti7VnHZ7+L6yMoPqdZepUm7axj2eUdseNH7TVnW+yt5vzGPvfDY5v/MwRhpdvzVQdT7L1ly/uqNulzabUa/zKyvLdf40eSxl16Km2l9ZaaYdmPz8zevvcf1U/Z22yc+Tqutknn4nnJXIzFnH0FcE24D3Ax8DHgL8O/A44GDgVGA/4GLg9zO5IoJdwMmZrEdwILCeybYIDgX+EbgVnYT6CZl8NYKnAicV288Hnp3JDf3iabVaub6+PpmDnbAI6DfVG/vKygyq110GhpebtnGPZ9S2B43ftFWdr+4y3fF36z6+7veTjk/zp98aqDqfZWuurL1Bbbp2pI5Rr/Pz+hk9riavBWVjM4nfE+aprX7tw+Kskaq/00Jznyf9fnca1P+ijOc4ImJ3ZrbK9i3Cnct7A6/L5FDgSuAJwFuAF2RyOHAhsHNIG88ETsnkCKAF/J8I7gc8CXhosf0G4CkTOgZJkiRJWmp7zzqACr6eyQXF693AQcABmXyk2PZm4MwhbXwCeGEEdwXeVdy1fCRwJPCp4r9u3Br4bm/FiNgB7ADYunVrzUORJEmSpOW0CHcur+t6fQNwwICyP+GmY9p3Y2MmbwUeC/wQ+GAEjwACeHMmRxT/Ds6k3dtgZq5lZiszW1u2bKl5KJIkSZK0nBYhuex1FXBFBMcU758GP72LeSmdu5EAT9yoEME9gUsyeQ3wHuBw4MPAEyO4U1HmDhHcffLhS5IkSdLyWYSvxZY5ATg1gv2AS4CnF9tfCbwjgqcB/9ZV/knAUyO4HvgP4CWZfC+CFwFnR3AL4Hrgj4FvTOsgpmnngL9K3dhXVmZQvVHKzMK4xzNq24PGb9rGma9h8Td5XPMwRhpd3bXRb81Noi9p2Y16nd++vdknl87apD+Tmmp/+/Zm2oHJX/8W7fo67u+0VepXrTPss2rRxrRJc/202HmzyE+LlSRJkqS6Fv1psZIkSZKkOWdyKUmSJEmqzeRSkiRJklSbyaUkSZIkqTaTS0mSJElSbSaXkiRJkqTaTC4lSZIkSbWZXEqSJEmSajO5lCRJkiTVZnIpSZIkSarN5FKSJEmSVJvJpSRJkiSptoVKLiN4XgT7NVVOkiRJktSMhUougedBpaSxarlNr92edQTLrenxndf5mkZcvX3063PaY1QW16AYNvb1K9e9v6x9Tdew8e+dx6bmrWr9sr6bNss12O+8X1mZciCaqkW67i1SrKOqen0Z9FlWpf1Jj+G48Y3Tbp1yyyIyc9YxlIrgNsA7gLsCewFnAi8EvgxcnsmxEfw98GDg1sA7M9kZwUnAK3vK/QqwCuwDXAw8PZNrI3gZ8FjgJ8DZmZw8KKZWq5Xr6+uTONyZiYA5XQJLoenxndf5mkZcvX3063PaY1QWF/SPYaN8v3Ld+7t/ajaGjX/vPDY1b1Xrd5eb1FqZ5Rrsd957Xiy3RZrfRYp1VFWvL2X7qozLtM7nceMbp9065RZJROzOzFbZvr2nHcwIHgV8O5PHAERwe+DpwLGZXF6UeWEm34tgL+DDERyeyWsieP5GuQgOBF4EHJfJ9yN4AfD8CF4L/AZw30wyggOmfoSSJEmStCTm+WuxFwLHRfDyCI7J5KqSMr8dwaeBzwCHAoeUlPmlYvu5EVwAnADcHbga+BHwxgh+E/hBWRARsSMi1iNifc+ePfWPSpIkSZKW0NzeuczkKxEcCfwa8NIIzu7eH8E9gJOBB2dyRQSnAfuWNBXAhzJ58s/sCI4CHgn8DvAc4BE/G0euAWvQ+VpsrYOSJEmSpCU1t3cuI7gL8INMTqfzN5QPAq4BblsUuR3wfeCqCO4MPLqrene584CHRnCvot39IrhPBPsDt8/kfXQeAHTEpI9JkiRJkpbV3N65BO4PvCKCG4HrgWcBRwPvj+Cy4kE9nwG+AFwCnNtVd62n3InAGRHsU+x/EZ0E9F8i2JfO3c0/mcpRzZmdO2cdwXJrenzndb6mEVdvH/36nPYYVY2rd/+w+IeV03RUnc/e93XnrWr97nKTWiuzXIP9xnf79unHoulZpOveIsU6qqrXl7J9VcZlWp9z48Y3Trt1yi2LuX1a7DxaxqfFSpIkSVJVg54WO7dfi5UkSZIkLQ6TS0mSJElSbSaXkiRJkqTaTC4lSZIkSbWZXEqSJEmSajO5lCRJkiTVZnIpSZIkSarN5FKSJEmSVJvJpSRJkiSpNpNLSZIkSVJtJpeSJEmSpNpMLiVJkiRJtS1tchnBpREcOOs4Zq3dnkzZJuotmkkd5yTHr27bG/VHbae7fNPHt4jrrc55uIjH25R+Y9FuDx+Xsv3zMpb94pjlNXicNTqJ8Ry0/uvO6ajn1rysFxj/OOscwyLWnVaf01j782be46tq0p8NyzJOdURmzjqGiYjgUqCVyeVNtdlqtXJ9fb2p5qYiAqpO8Shlm6i3aCZ1nJMcv7ptb9QftZ3u8k0f3yKutzrn4SIeb1P6jUVE5/2gcSkbt3kZy35xzPIaPM4ancR4Dlr/ded01HNrXtYLjH+cdY5hEeuOq85n3KximLZ5j6+qSX82LMs4DRMRuzOzVbZvKe5cRvDuCHZH8IUIdvTsu00E743gsxF8PoInFdsfGcFnIrgwgjdFsM9sopckSZKkxbcUySXw+5kcCbSAkyK4Y9e+RwHfzuQBmRwGfCCCfYHTgCdlcn9gb+BZZQ1HxI6IWI+I9T179kz2KCRJkiRpQS1LcnlSBJ8FzgPuBty7a9+FwHERvDyCYzK5CjgY+HomXynKvBl4eFnDmbmWma3MbG3ZsmWChyBJkiRJi2vhk8sIVoDjgKMzeQDwGWDfjf1FAnkknSTzpRG8GIgZhCpJkiRJS2uv9oI/1mh1lQcAh2TylgjuC/w34HTg8cDa6ioHAFdn8unVVb4HPBo4Ffir1VX+td3me6ur7ATOa7c5f1Bfa2tr7R07dgwqMpdWViZTtol6i2ZSxznJ8avb9kb9UdvpLt/08S3ieqtzHi7i8Tal31isrAwfl7L98zKW/eKY5TV4nDU6ifEctP7rzumo59a8rBcY/zjrHMMi1p1Wn9NY+/Nm3uOratKfDcsyToOsrq5e1m6318r2LfzTYosH8bwb+AXgy8AWoE3nbypbdO5avgK4EbgeeFYm6xE8Englnb+3/FSx/bpBfS3i02IlSZIkqSmDnha797SDaVqRED66ZNe24ucHi3+99T4MPHBykUmSJEnS5rHwf3MpSZIkSZo9k0tJkiRJUm0ml5IkSZKk2kwuJUmSJEm1mVxKkiRJkmozuZQkSZIk1WZyKUmSJEmqzeRSkiRJklSbyaUkSZIkqTaTS0mSJElSbSaXkiRJkqTaliK5jKAVwWuK1ysRPGSMNi6N4MDmo5MkSZKk5bcUyWUm65mcVLxdgdGTy82q3Z51BMutyfFtt+d3vqYRV28f/fqc1zHS8prEmqvaZne5Sa39eTmnuq+BKyszDEQTNy9rbph5/lyuq+pnbtX6TZUdx6znaNb9T1tk5qxj+BkRbAPOyuSw4v3JwP50EsfzgWOBA4A/yOSjEawAJwPPAc4DbgD2AM8FvgScCmwtmn9eJudGcEfgDGAL8EngUcCRmVzeL65Wq5Xr6+uNHuusRcAcLoGl0eT4RnR+zuN8TWMd9fbRr0/XtKZtEmuuapvd5Sa19uflnOq+Bs5LTJqMRZnfef5crqvqZ27V+k2VHces19Os+5+EiNidma2yfYt453LvTI4Cngfs7N6RyaV0EslXZXJEJh8FTinePxh4AvDGovhO4GOZPBB4Dzcln5IkSZKkEe096wDG8K7i525gW4XyxwGHbPzXJeB2EdwWeDjwmwCZvDeCK8oqR8QOYAfA1q3mn5IkSZJUZl6Ty59w87uq+3a9vq74eQPV4r8FcHQmP+zeWCSbQ29SZ+YasAadr8VW6E+SJEmSNp15/Vrsd4A7RXDHCPYBjh+h7jXAbbven03nbzEBiOCI4uU5wFOKbY8G/kutiCVJkiRpE5vLO5eZXB/BS+g8vOfrdB7KU9W/Au+M4HF0HuhzEvC6CD5H53jPAZ4JrAJnRPBp4CPANxs8hIWxc+fwMhpfk+M7z3M1jdh6++jX5zyPk5bTJNZc1Ta7y01q7c/LOdUdx/bts4tDkzcva26YRYlzHFU/c6vWb6rsOGY9T7Puf9rm8mmx82oZnxYrSZIkSVUt29NiJUmSJElzxuRSkiRJklSbyaUkSZIkqTaTS0mSJElSbSaXkiRJkqTaTC4lSZIkSbWZXEqSJEmSajO5lCRJkiTVZnIpSZIkSarN5FKSJEmSVJvJpSRJkiSpNpNLSZIkSVJtc5tcRrASwVl99l0awYHF649PNzJJkiRJUq9Gk8sIImK6CWsmD5lmf/Oo3W623srKaG2M23+VtpuIY1LxTbuPJm3E21Tco87VJMqOo7v9Ucakt8yizX8T6szjOOM1z2Pc9PnUpHmMqQnLelxNmtcx6v68rvv7yzwe47i/W1U9libK+Rk2Ocv2+TaOyMx6DQTbgPcD/xs4Gng18ExgH+Bi4OmZXBvBpcDbgWOLqr+bydciOA04K5N3Fu1dm8n+EawALwH+EzgYOAd4diY3Fm21Mrl8o3xR98+ApwE3Au/P5M8j+CNgB3Ar4GvA0zL5QdHv1UAL+DngzzZi6KfVauX6+nqt8ZqECBhnGvvVG6W9iM7Pmsuob9tNxDHu+IxiGn00aSPepuIeda4mUXYc3e2PMia9ZRZt/ptQZx7HGa95HuOmz6cmzWNMTVjW42rSvI5R9+d13d9f5vEYx/3dquqxNFHOz7DJWbbPt34iYndmtsr2NXWX8WDgLcAvA38AHJfJg4B14Pld5a7O5CjgtXSS0GGOAv4UuD9wEPCb/QpG8Gjg8cAvZvIA4G+KXe/K5MHFtouK+Db8PPAw4HjgZRXikSRJkiSVaCq5/EYm5wG/BBwCnBvBBcAJwN27yp3R9fPoCu1+MpNLMrmhqPOwAWWPA/4xkx8AZPK9YvthEXw0gguBpwCHdtV5dyY3ZvJF4M5ljUbEjohYj4j1PXv2VAhZkiRJkjafvRtq5/vFzwA+lMmT+5TLktc/oUhyIwg6X18tK1/2vlv02X8a8PhMPhvBicBK177reur/bMCZa8AadL4WO6B/SZIkSdq0mn74znnAQyO4F0AE+0Vwn679T+r6+Yni9aXAkcXrxwG37Cp/VAT3KB4S9CTgYwP6Phv4/Qj2K/q+Q7H9tsBlEdySzp1LSZIkSVLDmrpzCUAme4q7g2dEsE+x+UXAV4rX+0RwPp2kduPu5huAf4ngk8CHuekuKHQS0JfR+ZvLc4D/OaDvD0RwBLAewY+B9wF/CfwVcD7wDeBCOsnmUtm5s9l627dPvu+m2x5UdpIxTrOPJm3E21TcTc1VnbLj6G5/lDHpLbNo89+EOvM4znjN8xg3fT41aR5jasKyHleT5nWMyq6747Yxj8c47u9WVY+liXJ+hk3Osn2+jaP202Ird9T1hNepdDgB8/q0WEmSJEmahmk8LVaSJEmStIk1+rXYQTLZNq2+JEmSJEnT5Z1LSZIkSVJtJpeSJEmSpNpMLiVJkiRJtZlcSpIkSZJqM7mUJEmSJNVmcilJkiRJqs3kUpIkSZJUm8mlJEmSJKk2k0tJkiRJUm0ml5IkSZKk2jZVchnBiRG8dtZxSJIkSdKy2VTJpaDdnmzdOu03UX/S5j2+pm22410mo8xduw0rKxMKZEpmvVZn3X9VixRnd6xVXg/aNmi7NG+6r8fTXrcb/c2q32Hb5tmixTspkZmzjuGnItgGfAA4H3gg8BXg94D7AX8L7A9cDpyYyWURHAGcCuwHXAz8fiZXRLALuAA4Crhdsf2TEZwItDJ5TgRbirpbi+6fl8m5g+JrtVq5vr7e4BFPXwSMO+VV6tZpv4n6kzbv8TVtsx3vMhll7iI6Pxd5rme9Vmfdf1WLFCfcFGt33P1ed9ctO8ZFOXZp2BqfRt+z6nfYtnm2aPHWERG7M7NVtm8e71weDKxlcjhwNfDHwN8BT8zkSOBNwF8XZd8CvKAoeyGws6ud22TyEODZRZ1epwCvyuTBwBOAN07iYCRJkiRpM9h71gGU+FbXHcTTgb8EDgM+VPyXzL2AyyK4PXBAJh8pyr4ZOLOrnTMAMjkngttFcEBPP8cBh2z811HgdhHcNpNrugtFxA5gB8DWrVuRJEmSJP2seUwue28oXwN8IZOjuzcWyeUo7fS+vwVwdCY/HNhI5hqwBp2vxQ7pU5IkSZI2pXn8WuzWiJ8mkk8GzgO2bGyL4JYRHJrJVcAVERxTlH0a/PQuJsCTivIPA64qync7G3jOxpvi7zclSZIkSWOYxzuXFwEnRPAPwFfp/L3lB4HXFHcr9wZeDXwBOAE4NYL9gEuAp3e1c0UEH6d4oE9JPycBr4vgc0Wb5wDPnMwhzY+dO4eXqVO3TvtN1J+0eY+vaZvteJfJKHO3cyfs2jWxUKZi1mt11v1Xtahxdr/v93rQtkHbpXmzfftNr6e9bjf6m1W/w7bNs0WLd1Lm8WmxZ2VyWM12dgEnZ9Loo12X4WmxkiRJkjSuRXtarCRJkiRpwczV12IzuRTq3bUs2lmpHYwkSZIkqTLvXEqSJEmSajO5lCRJkiTVZnIpSZIkSarN5FKSJEmSVJvJpSRJkiSpNpNLSZIkSVJtJpeSJEmSpNpMLiVJkiRJtZlcSpIkSZJqM7mUJEmSJNW2FMllBAdE8OwhZbZF8Pk++3ZF0JpMdMup3Z51BJOzzMfWtKbHql978zQnk4xlVsf5f9u7+2jL6vq+4+9PGFQEAijTtKKTsYZqgOAIV8OjoMnyoSEFK0YSWgmxGaVUYwwkpjHOrCZptaSxNVVWkQgYRTREK6U1aCw6ERS4AzgDQSMJRFGiQ9EBwUQh3/6x900uN/fhzN3n3PP0fq0165699+/89vf3cPe937v3+c1ajWO/9XKeUZs7C+MZpfg0GlaaE73OGefWeBvm+E3S3JmktoyLVNWwY+gsYSNwdRVHrKZMwqeA86qYXe48MzMzNTu7bJGpkcAETJ1FTXLb+q3ffbVUfaM0JoOMZVjtXKtx7LdezjNqcwceG88oxafRsNKc6HXOOLfG2zDHb5LmziS1ZZQk2V5Vi96YW7fWwQzIW4FnJNwKfKLd91KggN+s4oPzCyfsA1wCHAbcAeyzhrFKkiRJ0sSZlOTyTcARVWxKeDnwWuDZwMHATQnbFpQ/B3i4iiMTjgRuXqriJJuBzQAbNmwYSPCSJEmSNO4m4jOXC5wAfKCKR6v4OvBp4LkLyjwfeB9AFTuAHUtVVlUXVdVMVc2sX79+UDFLkiRJ0libxOQyPZbzCWxJkiRJ6pNJeSz2QWD/9vU24DUJlwFPorlLeT7whHnltwFnAtcmHAEcuYaxToQtW4YdweBMctv6rd99tVR9ozQmg4xlWO1cq3Hst17OM+pzZ5Ti02hYaU70OmecW+NtmOM3SXNnktoyLiZitViAhMtpksSPtbses6DP/NViFyzocyvwQ8DrXS1WkiRJkpY2DavFUsXPLNh1/oLjd0Pz35BU8R3gjLWJTJIkSZIm3yR+5lKSJEmStMZMLiVJkiRJnZlcSpIkSZI6M7mUJEmSJHVmcilJMtu3iQAAEwxJREFUkiRJ6szkUpIkSZLUmcmlJEmSJKkzk0tJkiRJUmcml5IkSZKkzkwuJUmSJEmdmVxKkiRJkjqbmuQyYWPCbUsc+1TCzFrHJEmSJEmTYmqSS2lcbN067Agmy9at/enTfo7LcnXNHVv4ddj61Y/TZK7PFuu3fvTlySd3r2Mp0zDWvbZxrfti/vkWnrtLLKt97zTMhXE3CWM0CW1QI1U17Bh6kvAq4DyggB3Am4H3AOuBXcDZVXw54VLg6iqubN/37Sr2S9jY7j8iYR/gEuAw4A5gI3BuFbPLxTAzM1Ozs8sWkTpLYEy+LcdC0nzt2qf9HJfl6po7tvDrsPWrH6fJXJ/BP+y3fozrIOfGqMy7Qeq1jWvdF/PPt/DcXWJZ7XunYS6Mu0kYo0lowzRJsr2qFn3qc91aB7MaCYcDvwYcX8V9CU8CLgPeW8VlCT8HvAM4rccqzwEeruLIhCOBmwcSuCRJkiRNiXF5LPaFwJVV3AdQxf3AscDl7fHfB07Yg/qeD7yvrWsHzZ3QRSXZnGQ2yeyuXbtWE7skSZIkTbxxSS5D8zjscuaOP0LbroQAj1uh/PKVVl1UVTNVNbN+/fpe3iJJkiRJU2dckstPAj+V8GSA9rHY64Ez2uNnAp9pX98NHN2+PhXYe5H6trXvIeEI4MiBRC1JkiRJU2IsPnNZxe0JvwV8OuFR4Bbg9cB7Es6nXdCnLf5u4KMJN9IkpQ8tUuWFwCUJO4BbgRsH3QapV1u2DDuCydKv/uznuCxX19yxhV+HbVTiGCe9jHMXJ53UvY6lTMN499rGte6L+edbeO4usaz2vdMwF8bdJIzRJLRBjbFZLXYUuFqsJEmSpGm23Gqx4/JYrCRJkiRphJlcSpIkSZI6M7mUJEmSJHVmcilJkiRJ6szkUpIkSZLUmcmlJEmSJKkzk0tJkiRJUmcml5IkSZKkzkwuJUmSJEmdmVxKkiRJkjozuZQkSZIkdWZyKUmSJEnqzORSkiRJktSZyeWU27p1MPWefPJg6tV0GdT8VDejNC6jFMso6Xe/jEM/rxRjv9rQaz3j0GfLGff4x9E09flcW3v5vu21rEZDqmrYMfRNwhuBn2s3Lwb+J/Ax4DPAccBXgVOr+E7CM4B3AuuBh4Gfr+ILy9U/MzNTs7Ozgwp/KBIYxBQYVL2aLs6j0TRK4zJKsYySfvfLOPTzSjH2qw291jMOfbaccY9/HE1Tn8+1tZfvW+itrNZOku1VNbPYsYm5c5lwNHA28KPAMcDPAwcBhwLvrOJw4FvAy9u3XAS8roqjgfOAd6150JIkSZI0IdYNO4A+OgH4SBUPASR8GDgRuKuKW9sy24GNCfvR3Mn8g7m/iACPX6zSJJuBzQAbNmwYWPCSJEmSNM4mKbnMEvv/Zt7rR4F9aO7YfquKTStVWlUX0dzlZGZmxpvxkiRJkrSIiXksFtgGnJbwxIR9gZcBf7JYwSoeAO5KeAVAQhKevXahSpIkSdJkmZg7l1XcnHApcGO762Lgm8u85UzgwoQ3A3sDVwCfH2iQI2jLlsHUe9JJg6lX02VQ81PdjNK4jFIso6Tf/TIO/bxSjP1qQ6/1jEOfLWfc4x9H09Tnc23dk+/baeqfcTZRq8UO2iSuFitJkiRJvZqK1WIlSZIkScNjcilJkiRJ6szkUpIkSZLUmcmlJEmSJKkzk0tJkiRJUmcml5IkSZKkzkwuJUmSJEmdmVxKkiRJkjozuZQkSZIkdWZyKUmSJEnqzORSkiRJktSZyaUkSZIkqbOJSi4Tvr3K970h4Yn9jmeabd067Agea9Ti6YdBt6nf9fdS3ySO057Yk/Z36au16ufFzrN16+SP86Dn+qT336Rz/FZnVPptEHEsda0cVN3SIKWqhh1D3yR8u4r9VvG+u4GZKu5brtzMzEzNzs6uNrypksAoTa1Ri6cfBt2mftffS32TOE57Yk/a36Wv1qqfFztP0nyd5HEe9Fyf9u+Tcef4rc6o9Nsg4ljqWtmP84xKv2myJNleVTOLHVu31sGshYT9gI8CBwF7A2+u4qMJ+wIfAp4K7AX8BvADwFOAaxPuq+IFQwpbkiRJksbWRCaXwF8DL6vigYSDgc8lXAW8BPhaFT8BkHBAFbsT3gi8YLE7l0k2A5sBNmzYsHYtkCRJkqQxMlGfuZwnwH9M2AH8MXAIzR3KncCPJ7wt4cQqdq9UUVVdVFUzVTWzfv36wUYtSZIkSWNqUpPLM4H1wNFVbAK+Djyhij8DjqZJMv9TwluGGKMkSZIkTYxJfSz2AOAbVXwv4QXADwIkPAW4v4r3tSvL/mxb/kFgf1h+QR/1bsuWYUfwWKMWTz8Muk39rr+X+iZxnPbEnrS/S1+tVT8vdp5pGONBz/Vp6MNJ5vitzqj02yDiGOS1clT6TdNjIleLbT9n+b9oFvO5FTgeeCnwTOAC4G+B7wHnVDGb8DrgXODe5Rb0cbVYSZIkSdNsalaLnftvSNqFeY5dpMjdwDWLvO93gd8daHCSJEmSNMEm9TOXkiRJkqQ1ZHIpSZIkSerM5FKSJEmS1JnJpSRJkiSpM5NLSZIkSVJnJpeSJEmSpM5MLiVJkiRJnZlcSpIkSZI6M7mUJEmSJHVmcilJkiRJ6szkUpIkSZLU2VQllwmnJRw27DgkSZIkadJMTXKZsA44DUwut27tdlyTxfHuH/tyZWvVR47FeBn18dq6dfRjnHTj2v+9/s7V7/aNa39p/KWqhh1DzxI2An8E3AA8B/gz4FXAecBPAvsA1wOvqaISPtVuHw98HPglYHf77+XAH1RxVFv3ocAVVRy91PlnZmZqdnZ2IG1bSwksN+wrHddkcbz7x75c2Vr1kWMxXkZ9vJLm6yjHOOlGfY4spdffufrdvnHtL42HJNuramaxY+N45/KZwEVVHAk8APxb4L9X8dwqjqBJME+ZV/7AKk6q4reAq4Dzq9hUxZ8DuxM2teXOBi5ds1ZIkiRJ0gQZx+TyK1Vc175+H3AC8IKEGxJ2Ai8EDp9X/oPL1HUxcHbCXsArgcsXFkiyOclsktldu3b1pwWSJEmSNGHGMblceJO/gHcBp1fxI8C7gSfMO/7QMnX9IfBSmjud26v4f//gZFUXVdVMVc2sX7++W+SSJEmSNKHGMbnckHBs+/qngc+0r+9L2A84fZn3PgjsP7dRxV8D1wAXApcMIFZJkiRJmgrrhh3AKtwBnJXwP4Av0SSGBwE7gbuBm5Z57xXAuxNeT3On88+B9wP/kmbBn6mwZUu345osjnf/2JcrW6s+cizGy6iP16jHNw3GdQx6/Z2r3+0b1/7S+BvH1WKvbhfu6Ved5wEHVPHrK5WdlNViJUmSJGk1llstdhzvXPZNwkeAZ9AsAiRJkiRJWqWxSi6ruBv6d9eyipf1qy5JkiRJmmbjuKCPJEmSJGnEmFxKkiRJkjozuZQkSZIkdWZyKUmSJEnqzORSkiRJktSZyaUkSZIkqTOTS0mSJElSZyaXkiRJkqTOTC4lSZIkSZ2ZXEqSJEmSOjO5lCRJkiR1ZnIpSZIkSerM5FKSJEmS1JnJpSRJkiSps1TVsGMYG0l2AX857DgWcTBw37CD0MRyfmmQnF8aNOeYBsn5pUEa1fn1g1W1frEDJpcTIMlsVc0MOw5NJueXBsn5pUFzjmmQnF8apHGcXz4WK0mSJEnqzORSkiRJktSZyeVkuGjYAWiiOb80SM4vDZpzTIPk/NIgjd388jOXkiRJkqTOvHMpSZIkSerM5HLMJXlJki8muTPJm4Ydj0ZfkqcluTbJHUluT/IL7f4nJflEki+1Xw9q9yfJO9o5tiPJUfPqOqst/6UkZw2rTRo9SfZKckuSq9vtpye5oZ0rH0zyuHb/49vtO9vjG+fV8avt/i8mefFwWqJRlOTAJFcm+UJ7LTvWa5j6Jckvtj8fb0vygSRP8BqmLpK8J8k3ktw2b1/frllJjk6ys33PO5JkbVv490wux1iSvYB3Ai8FDgN+Oslhw41KY+AR4Jeq6oeBY4Bz23nzJuCTVXUo8Ml2G5r5dWj7bzNwITQXRWAL8KPA84AtcxdGCfgF4I55228D3t7Or28Cr273vxr4ZlX9EPD2thztnDwDOBx4CfCu9ponAfw34I+q6lnAs2nmmtcwdZbkEOD1wExVHQHsRXMt8hqmLi6lmQfz9fOadWFbdu59C8+1Zkwux9vzgDur6i+q6rvAFcCpQ45JI66q7q2qm9vXD9L8UnYIzdy5rC12GXBa+/pU4L3V+BxwYJJ/ArwY+ERV3V9V3wQ+wRAvZhodSZ4K/ARwcbsd4IXAlW2RhfNrbt5dCfxYW/5U4Iqq+puqugu4k+aapymX5PuB5wO/B1BV362qb+E1TP2zDtgnyTrgicC9eA1TB1W1Dbh/we6+XLPaY99fVZ+tZjGd986ra82ZXI63Q4CvzNu+p90n9aR9fOc5wA3AD1TVvdAkoMA/aostNc+cf1rKfwV+GfjbdvvJwLeq6pF2e/5c+bt51B7f3ZZ3fmkp/xTYBVzSPnp9cZJ98RqmPqiqrwK/DXyZJqncDWzHa5j6r1/XrEPa1wv3D4XJ5Xhb7Hlql/9VT5LsB/wh8IaqemC5oovsq2X2a4olOQX4RlVtn797kaK1wjHnl5ayDjgKuLCqngM8xN8/TrYY55h61j5meCrwdOApwL40jyku5DVMg7Knc2qk5prJ5Xi7B3javO2nAl8bUiwaI0n2pkks319VH253f719tIL26zfa/UvNM+efFnM88C+S3E3zqP4Lae5kHtg+YgaPnSt/N4/a4wfQPDrk/NJS7gHuqaob2u0raZJNr2Hqhx8H7qqqXVX1PeDDwHF4DVP/9euadU/7euH+oTC5HG83AYe2K5g9juaD41cNOSaNuPazIL8H3FFVvzPv0FXA3MpjZwEfnbf/Ve3qZccAu9vHN64BXpTkoPYvvS9q92mKVdWvVtVTq2ojzTXp/1bVmcC1wOltsYXza27end6Wr3b/Ge1KjE+nWaDgxjVqhkZYVf0V8JUkz2x3/Rjwp3gNU398GTgmyRPbn5dz88trmPqtL9es9tiDSY5p5+yr5tW15tatXESjqqoeSfLvaCbbXsB7qur2IYel0Xc88K+BnUlubff9e+CtwIeSvJrmh+sr2mP/B/jnNIsRPAycDVBV9yf5DZo/cgD8h6pa+GF1ac6vAFck+U3gFtrFWNqvv5/kTpq/9p8BUFW3J/kQzS91jwDnVtWjax+2RtTrgPe3f1j9C5rr0vfhNUwdVdUNSa4Ebqa59twCXAT8b7yGaZWSfAA4GTg4yT00q7728/euc2hWpN0H+Fj7byjS/HFFkiRJkqTV87FYSZIkSVJnJpeSJEmSpM5MLiVJkiRJnZlcSpIkSZI6M7mUJEmSJHVmcilJ0iokeXuSN8zbvibJxfO2/0uSN3aof2uS85Y4tjnJF9p/NyY5Yd6xE5PcnuTWJPskuaDdvmAPz78xyc+sNn5J0vQxuZQkaXWuB44DSPJ9wMHA4fOOHwdc10tFSfbq9aRJTgFeA5xQVc8CXgtcnuQft0XOBH67qjZV1XfaskdV1fm9nqO1ETC5lCT1zORSkqTVuY42uaRJKm8DHkxyUJLHAz8M3JLGBUluS7IzySsBkpyc5NoklwM7232/luSLSf4YeOYS5/0V4Pyqug+gqm4GLgPOTfJvgJ8C3pLk/UmuAvYFbkjyyiSvaOP4fJJt7Tn3auO7KcmOJK9pz/NW4MT2Dugv9rPjJEmTad2wA5AkaRxV1deSPJJkA02S+VngEOBYYDewo6q+m+TlwCbg2TR3N2+aS+yA5wFHVNVdSY4GzgCeQ/Pz+WZg+yKnPnyR/bPAWVX16+0jsldX1ZUASb5dVZva1zuBF1fVV5Mc2L731cDuqnpumxRfl+TjwJuA86rqlG49JUmaFiaXkiSt3tzdy+OA36FJLo+jSS6vb8ucAHygqh4Fvp7k08BzgQeAG6vqrrbcicBHquphgPauY68CVI/xXprkQ8CH230vAo5Mcnq7fQBwKPDdPTi/JEk+FitJUgdzn7v8EZrHYj9Hc+dy/ucts8z7H1qw3UuC+KfA0Qv2HdXuX1ZVvRZ4M/A04NYkT27je137Gc1NVfX0qvp4D3FIkvQYJpeSJK3edcApwP1V9WhV3Q8cSJNgfrYtsw14ZfvZxvXA84EbF6lrG/CydoXX/YGfXOKc/xl4W5sYkmQT8LPAu1YKNskzquqGqnoLcB9NknkNcE6Svdsy/yzJvsCDwP4r9oAkSS0fi5UkafV20nyO8vIF+/abW3AH+AhNsvl5mjuTv1xVf5XkWfMrqqqbk3wQuBX4S+BPFjthVV2V5BDg+iRFkwT+q6q6t4d4L0hyKM3dyk+2Me2gWRn25iQBdgGntfsfSfJ54NKqensP9UuSpliqenkCR5IkSZKkpflYrCRJkiSpM5NLSZIkSVJnJpeSJEmSpM5MLiVJkiRJnZlcSpIkSZI6M7mUJEmSJHVmcilJkiRJ6szkUpIkSZLU2f8HD33tCEfC39sAAAAASUVORK5CYII=
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">authenticity</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">news_data</span><span class="p">)):</span>
    <span class="n">authenticity</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;filtered_text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;Authenticity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
<span class="n">news_data</span><span class="p">[</span><span class="s1">&#39;filtered_text_authenticity&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">authenticity</span>
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<h2 id="Classification">Classification<a class="anchor-link" href="#Classification">&#182;</a></h2><p>After exploring the data, we had a better understanding of the dataset. We can start building our classifier to train our datasets.</p>
<p>For this part, I'm using <code>TfidfVectorizer</code> module from <code>sklearn.feature_extraction.text</code>, The result is a sparse matrix recording the number of times each word appears and weights the word counts by a measure of how often they appear in the documents. The result can then be fit to a multinomial Naive Bayes classifier.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vectorizer</span> <span class="o">=</span> <span class="n">TfidfVectorizer</span><span class="p">(</span><span class="n">stop_words</span><span class="o">=</span><span class="n">sw</span><span class="p">,</span><span class="n">lowercase</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">news_data</span><span class="o">.</span><span class="n">Authenticity</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">vectorizer</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">news_data</span><span class="o">.</span><span class="n">text</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="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">y</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(44898, 121858)
(44898,)
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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span><span class="n">X_test</span><span class="p">,</span><span class="n">y_train</span><span class="p">,</span><span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">)</span>

<span class="n">NB_classifier</span> <span class="o">=</span> <span class="n">MultinomialNB</span><span class="p">()</span>
<span class="n">NB_classifier</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>
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<pre>MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)</pre>
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<p>After we train the model, we want to test how accurate the model is. By using the <code>confusion_matrix</code>, we can plot a <code>heatmap</code> using <code>seaborn</code> to see how much records in the testing data the classifier has been successfully predicted.</p>
<p>From the plot, we can see that the result is pretty good.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels</span> <span class="o">=</span> <span class="n">NB_classifier</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>

<span class="n">mat</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">labels</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">mat</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="n">square</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="n">cbar</span><span class="o">=</span><span class="kc">False</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;true label&#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;predicted label&#39;</span><span class="p">)</span>
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<pre>Text(315.06, 0.5, &#39;predicted label&#39;)</pre>
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<p>The roc auc score shows 98% accuracy, which means it's a very good model.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">roc_auc_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">NB_classifier</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">X_test</span><span class="p">)[:,</span><span class="mi">1</span><span class="p">])</span>
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<pre>0.9799494996429429</pre>
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<p>By printing out <code>classification_report</code>, we can see that both fake and real news have a 94% precision.</p>

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<pre>              precision    recall  f1-score   support

        Fake       0.93      0.94      0.94      7016
        Real       0.94      0.92      0.93      6454

    accuracy                           0.93     13470
   macro avg       0.94      0.93      0.93     13470
weighted avg       0.93      0.93      0.93     13470

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<p>After training the dataset to a Naive Bayes classifier, I also want to see how logestic regression model fits the data. Follwoing the similiar procedures, I train the data using logestic regression.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">()</span>
<span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
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<pre>LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,
                   intercept_scaling=1, l1_ratio=None, max_iter=100,
                   multi_class=&#39;auto&#39;, n_jobs=None, penalty=&#39;l2&#39;,
                   random_state=None, solver=&#39;lbfgs&#39;, tol=0.0001, verbose=0,
                   warm_start=False)</pre>
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<p>The model score is 0.98, which means logestic regression model also fits pretty well.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
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<pre>0.9856718634001485</pre>
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<p>Similiarly, the confusion matrix heatmap and the classification report also indicate that logestic regression model fits the data well.</p>
<p>Comparing the two classifiers, we can see that the <strong>logestic regression model</strong> actually doing a better job than Naive Bayes in classifying this dataset as it makes more accurate predictions.</p>

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<span class="n">mat</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">y_model</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">mat</span><span class="p">,</span> <span class="n">square</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;d&#39;</span><span class="p">,</span> <span class="n">cbar</span><span class="o">=</span><span class="kc">False</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;predicted value&#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;true value&#39;</span><span class="p">)</span>
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<pre>Text(315.06, 0.5, &#39;true value&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">y_model</span><span class="p">))</span>
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<pre>              precision    recall  f1-score   support

        Fake       0.99      0.99      0.99      7016
        Real       0.98      0.99      0.99      6454

    accuracy                           0.99     13470
   macro avg       0.99      0.99      0.99     13470
weighted avg       0.99      0.99      0.99     13470

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