Detecting_Fake_News.html

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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;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.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-bold { font-weight: bold; }

    </style>


<style type="text/css">
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<h1 id="Detecting-Fake-News">Detecting Fake News<a class="anchor-link" href="#Detecting-Fake-News">&#182;</a></h1><p><strong>What is Fake News?</strong></p>
<p>A type of yellow journalism, fake news encapsulates pieces of news that may be hoaxes and is generally spread through social media and other online media. This is often done to further or impose certain ideas and is often achieved with political agendas. Such news items may contain false and/or exaggerated claims, and may end up being viralized by algorithms, and users may end up in a filter bubble.</p>

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<p><strong>What is a TfidfVectorizer?</strong></p>
<p><strong>TF (Term Frequency):</strong> The number of times a word appears in a document is its Term Frequency. A higher value means a term appears more often than others, and so, the document is a good match when the term is part of the search terms.</p>
<p><strong>IDF (Inverse Document Frequency):</strong> Words that occur many times a document, but also occur many times in many others, may be irrelevant. IDF is a measure of how significant a term is in the entire corpus.</p>
<p>The TfidfVectorizer converts a collection of raw documents into a matrix of TF-IDF features.</p>

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<p><strong>What is a PassiveAggressiveClassifier?</strong></p>
<p>Passive Aggressive algorithms are online learning algorithms. Such an algorithm remains passive for a correct classification outcome, and turns aggressive in the event of a miscalculation, updating and adjusting. Unlike most other algorithms, it does not converge. Its purpose is to make updates that correct the loss, causing very little change in the norm of the weight vector.</p>

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<p><strong>Project Outcome</strong></p>
<p>The project of detecting fake news deals with fake and real news. Using sklearn, we build a TfidfVectorizer on our dataset. Then, we initialize a PassiveAggressive Classifier and fit the model. In the end, the accuracy score and the confusion matrix tell us how well our model fares.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># libraries</span>

<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">itertools</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.feature_extraction.text</span> <span class="k">import</span> <span class="n">TfidfVectorizer</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">PassiveAggressiveClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">accuracy_score</span><span class="p">,</span> <span class="n">confusion_matrix</span>

<span class="kn">from</span> <span class="nn">sklearn.feature_extraction.text</span> <span class="k">import</span> <span class="n">TfidfVectorizer</span>
<span class="kn">from</span> <span class="nn">sklearn.feature_extraction.text</span> <span class="k">import</span> <span class="n">CountVectorizer</span>
<span class="kn">from</span> <span class="nn">sklearn.naive_bayes</span> <span class="k">import</span> <span class="n">MultinomialNB</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">accuracy_score</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">confusion_matrix</span>
<span class="kn">from</span> <span class="nn">sklearn.feature_extraction.text</span> <span class="k">import</span> <span class="n">HashingVectorizer</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Read the data</span>
<span class="n">df</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;/Users/petramala/Desktop/news.csv&#39;</span><span class="p">)</span>
<span class="c1">#Get shape and head</span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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      <th>Unnamed: 0</th>
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      <th>0</th>
      <td>8476</td>
      <td>You Can Smell Hillary’s Fear</td>
      <td>Daniel Greenfield, a Shillman Journalism Fello...</td>
      <td>FAKE</td>
    </tr>
    <tr>
      <th>1</th>
      <td>10294</td>
      <td>Watch The Exact Moment Paul Ryan Committed Pol...</td>
      <td>Google Pinterest Digg Linkedin Reddit Stumbleu...</td>
      <td>FAKE</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3608</td>
      <td>Kerry to go to Paris in gesture of sympathy</td>
      <td>U.S. Secretary of State John F. Kerry said Mon...</td>
      <td>REAL</td>
    </tr>
    <tr>
      <th>3</th>
      <td>10142</td>
      <td>Bernie supporters on Twitter erupt in anger ag...</td>
      <td>— Kaydee King (@KaydeeKing) November 9, 2016 T...</td>
      <td>FAKE</td>
    </tr>
    <tr>
      <th>4</th>
      <td>875</td>
      <td>The Battle of New York: Why This Primary Matters</td>
      <td>It's primary day in New York and front-runners...</td>
      <td>REAL</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># get column label</span>
<span class="n">labels</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">label</span>
<span class="n">labels</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>0    FAKE
1    FAKE
2    REAL
3    FAKE
4    REAL
Name: label, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Split the dataset</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">df</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">],</span> <span class="n">labels</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">7</span><span class="p">)</span>
<span class="c1"># assigns 20% to test and 80 to train</span>
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<p>Let’s initialize a <code>TfidfVectorizer</code> with stop words from the English language and a maximum document frequency of 0.7 (terms with a higher document frequency will be discarded). Stop words are the most common words in a language that are to be filtered out before processing the natural language data. And a TfidfVectorizer turns a collection of raw documents into a matrix of TF-IDF features.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Initialize a TfidfVectorizer</span>
<span class="n">tfidf_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="s1">&#39;english&#39;</span><span class="p">,</span> <span class="n">max_df</span><span class="o">=</span><span class="mf">0.7</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Fit and transform train set, transform test set</span>
<span class="n">tfidf_train</span><span class="o">=</span><span class="n">tfidf_vectorizer</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">x_train</span><span class="p">)</span> <span class="c1"># this step generates word counts for the words in x_train</span>

<span class="n">tfidf_test</span><span class="o">=</span><span class="n">tfidf_vectorizer</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">x_test</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">tfidf_vectorizer</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">()[</span><span class="o">-</span><span class="mi">10</span><span class="p">])</span>
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<pre>حلب
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tfidf_train</span><span class="o">.</span><span class="n">shape</span>
<span class="c1"># 5 068 rows (5 068 docs) and 61 651 columns (61 651 unique words, minus single character words):</span>
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<pre>(5068, 61651)</pre>
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<pre>(1267, 61651)</pre>
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<pre>  (0, 56381)	0.03622223988286098
  (0, 16314)	0.053492157980948106
  (0, 19620)	0.030351855107005405
  (0, 52607)	0.04266045446208797
  (0, 14900)	0.039165339742818085
  (0, 53749)	0.029756205182552464
  (0, 15211)	0.07772572986248194
  (0, 61154)	0.06726619958695557
  (0, 59042)	0.047893261248723944
  (0, 42972)	0.03152542343098286
  (0, 54232)	0.038673616329284524
  (0, 59249)	0.04106143649018827
  (0, 28891)	0.06514397995138038
  (0, 41708)	0.03983513460128018
  (0, 50192)	0.045331181477256094
  (0, 44691)	0.0318676439567658
  (0, 11820)	0.046381950858248124
  (0, 7682)	0.04137048243377956
  (0, 50343)	0.10196965191544219
  (0, 48095)	0.021092647294770877
  (0, 17916)	0.03674587236023286
  (0, 46027)	0.10236534701241509
  (0, 16993)	0.02775494464904786
  (0, 55006)	0.03368300200002207
  (0, 51389)	0.03397042876291898
  :	:
  (5067, 32909)	0.09429823872256275
  (5067, 59221)	0.11305513144362901
  (5067, 14649)	0.03772971846597005
  (5067, 55827)	0.2218263076177088
  (5067, 10398)	0.029198031075976353
  (5067, 46158)	0.037013973826002855
  (5067, 60684)	0.022935168393493133
  (5067, 53139)	0.025628375412833703
  (5067, 14556)	0.04989667741743244
  (5067, 59249)	0.09370008504693801
  (5067, 48095)	0.09626467139586602
  (5067, 54706)	0.02438296419332449
  (5067, 54235)	0.18013712617861882
  (5067, 23649)	0.11715980750719378
  (5067, 60291)	0.02511088091736429
  (5067, 30025)	0.07803429885512414
  (5067, 4919)	0.039597295646358985
  (5067, 24041)	0.031458613144788115
  (5067, 51148)	0.03759621365205542
  (5067, 47648)	0.051281746021764794
  (5067, 40793)	0.12848334208123888
  (5067, 57811)	0.028627812267104712
  (5067, 51968)	0.04662099560930727
  (5067, 57236)	0.05398142449766798
  (5067, 24260)	0.029565269989545447
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<p>Next, we’ll initialize a PassiveAggressiveClassifier. We’ll fit this on tfidf_train and y_train.</p>
<p>Then, we’ll predict on the test set from the TfidfVectorizer and calculate the accuracy with accuracy_score() from sklearn.metrics.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Initialize a PassiveAggressiveClassifier</span>

<span class="n">pac</span><span class="o">=</span><span class="n">PassiveAggressiveClassifier</span><span class="p">(</span><span class="n">max_iter</span><span class="o">=</span><span class="mi">50</span><span class="p">)</span>
<span class="n">pac</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">tfidf_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>

<span class="c1"># Predict on the test set and calculate accuracy</span>

<span class="n">y_pred</span><span class="o">=</span><span class="n">pac</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">tfidf_test</span><span class="p">)</span>
<span class="n">score</span><span class="o">=</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">y_pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s1">&#39;Accuracy: {round(score*100,2)}%&#39;</span><span class="p">)</span>
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<pre>Accuracy: 92.9%
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<p>Finally, let’s print out a confusion matrix to gain insight into the number of false and true negatives and positives.</p>

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<div class=" highlight hl-ipython3"><pre><span></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_pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span><span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
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<pre>array([[590,  48],
       [ 42, 587]])</pre>
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<p>We have 589 true positives, 587 true negatives, 42 false positives, and 49 false negatives.</p>

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<h1 id="Fake-News-Detection---DataCamp-tutorial">Fake News Detection - DataCamp tutorial<a class="anchor-link" href="#Fake-News-Detection---DataCamp-tutorial">&#182;</a></h1><p>Bayesian models</p>
<h3 id="Data-Exploration">Data Exploration<a class="anchor-link" href="#Data-Exploration">&#182;</a></h3><p>Pandas DataFrame, check the shape, head and apply any necessary transformations</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import `fake_or_real_news.csv` </span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;https://s3.amazonaws.com/assets.datacamp.com/blog_assets/fake_or_real_news.csv&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Inspect shape of `df` </span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(6335, 4)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print first lines of `df` </span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>Unnamed: 0</th>
      <th>title</th>
      <th>text</th>
      <th>label</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>8476</td>
      <td>You Can Smell Hillary’s Fear</td>
      <td>Daniel Greenfield, a Shillman Journalism Fello...</td>
      <td>FAKE</td>
    </tr>
    <tr>
      <th>1</th>
      <td>10294</td>
      <td>Watch The Exact Moment Paul Ryan Committed Pol...</td>
      <td>Google Pinterest Digg Linkedin Reddit Stumbleu...</td>
      <td>FAKE</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3608</td>
      <td>Kerry to go to Paris in gesture of sympathy</td>
      <td>U.S. Secretary of State John F. Kerry said Mon...</td>
      <td>REAL</td>
    </tr>
    <tr>
      <th>3</th>
      <td>10142</td>
      <td>Bernie supporters on Twitter erupt in anger ag...</td>
      <td>— Kaydee King (@KaydeeKing) November 9, 2016 T...</td>
      <td>FAKE</td>
    </tr>
    <tr>
      <th>4</th>
      <td>875</td>
      <td>The Battle of New York: Why This Primary Matters</td>
      <td>It's primary day in New York and front-runners...</td>
      <td>REAL</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Set index </span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">&quot;Unnamed: 0&quot;</span><span class="p">)</span>

<span class="c1"># Print first lines of `df` </span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>Unnamed: 0</th>
      <th></th>
      <th></th>
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      <th>8476</th>
      <td>You Can Smell Hillary’s Fear</td>
      <td>Daniel Greenfield, a Shillman Journalism Fello...</td>
      <td>FAKE</td>
    </tr>
    <tr>
      <th>10294</th>
      <td>Watch The Exact Moment Paul Ryan Committed Pol...</td>
      <td>Google Pinterest Digg Linkedin Reddit Stumbleu...</td>
      <td>FAKE</td>
    </tr>
    <tr>
      <th>3608</th>
      <td>Kerry to go to Paris in gesture of sympathy</td>
      <td>U.S. Secretary of State John F. Kerry said Mon...</td>
      <td>REAL</td>
    </tr>
    <tr>
      <th>10142</th>
      <td>Bernie supporters on Twitter erupt in anger ag...</td>
      <td>— Kaydee King (@KaydeeKing) November 9, 2016 T...</td>
      <td>FAKE</td>
    </tr>
    <tr>
      <th>875</th>
      <td>The Battle of New York: Why This Primary Matters</td>
      <td>It's primary day in New York and front-runners...</td>
      <td>REAL</td>
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<h3 id="Extracting-the-training-data">Extracting the training data<a class="anchor-link" href="#Extracting-the-training-data">&#182;</a></h3><p>Now that the DataFrame looks closer to what you need, you want to separate the labels and set up training and test datasets.</p>
<p>For this notebook, I decided to focus on using the longer article text. Because I knew I would be using bag-of-words and Term Frequency–Inverse Document Frequency (TF-IDF) to extract features, this seemed like a good choice. Using longer text will hopefully allow for distinct words and features for my real and fake news data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Set `y` </span>
<span class="n">y</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">label</span> 
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Drop the `label` column</span>
<span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">&quot;label&quot;</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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      <th>Unnamed: 0</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
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    <tr>
      <th>8476</th>
      <td>You Can Smell Hillary’s Fear</td>
      <td>Daniel Greenfield, a Shillman Journalism Fello...</td>
    </tr>
    <tr>
      <th>10294</th>
      <td>Watch The Exact Moment Paul Ryan Committed Pol...</td>
      <td>Google Pinterest Digg Linkedin Reddit Stumbleu...</td>
    </tr>
    <tr>
      <th>3608</th>
      <td>Kerry to go to Paris in gesture of sympathy</td>
      <td>U.S. Secretary of State John F. Kerry said Mon...</td>
    </tr>
    <tr>
      <th>10142</th>
      <td>Bernie supporters on Twitter erupt in anger ag...</td>
      <td>— Kaydee King (@KaydeeKing) November 9, 2016 T...</td>
    </tr>
    <tr>
      <th>875</th>
      <td>The Battle of New York: Why This Primary Matters</td>
      <td>It's primary day in New York and front-runners...</td>
    </tr>
    <tr>
      <th>6903</th>
      <td>Tehran, USA</td>
      <td>\nI’m not an immigrant, but my grandparents ...</td>
    </tr>
    <tr>
      <th>7341</th>
      <td>Girl Horrified At What She Watches Boyfriend D...</td>
      <td>Share This Baylee Luciani (left), Screenshot o...</td>
    </tr>
    <tr>
      <th>95</th>
      <td>‘Britain’s Schindler’ Dies at 106</td>
      <td>A Czech stockbroker who saved more than 650 Je...</td>
    </tr>
    <tr>
      <th>4869</th>
      <td>Fact check: Trump and Clinton at the 'commande...</td>
      <td>Hillary Clinton and Donald Trump made some ina...</td>
    </tr>
    <tr>
      <th>2909</th>
      <td>Iran reportedly makes new push for uranium con...</td>
      <td>Iranian negotiators reportedly have made a las...</td>
    </tr>
    <tr>
      <th>1357</th>
      <td>With all three Clintons in Iowa, a glimpse at ...</td>
      <td>CEDAR RAPIDS, Iowa — “I had one of the most wo...</td>
    </tr>
    <tr>
      <th>988</th>
      <td>Donald Trump’s Shockingly Weak Delegate Game S...</td>
      <td>Donald Trump’s organizational problems have go...</td>
    </tr>
    <tr>
      <th>7041</th>
      <td>Strong Solar Storm, Tech Risks Today | S0 News...</td>
      <td>Click Here To Learn More About Alexandra's Per...</td>
    </tr>
    <tr>
      <th>7623</th>
      <td>10 Ways America Is Preparing for World War 3</td>
      <td>October 31, 2016 at 4:52 am \nPretty factual e...</td>
    </tr>
    <tr>
      <th>1571</th>
      <td>Trump takes on Cruz, but lightly</td>
      <td>Killing Obama administration rules, dismantlin...</td>
    </tr>
    <tr>
      <th>4739</th>
      <td>How women lead differently</td>
      <td>As more women move into high offices, they oft...</td>
    </tr>
    <tr>
      <th>7737</th>
      <td>Shocking! Michele Obama &amp; Hillary Caught Glamo...</td>
      <td>Shocking! Michele Obama &amp; Hillary Caught Glamo...</td>
    </tr>
    <tr>
      <th>8716</th>
      <td>Hillary Clinton in HUGE Trouble After America ...</td>
      <td>0 \nHillary Clinton has barely just lost the p...</td>
    </tr>
    <tr>
      <th>3304</th>
      <td>What's in that Iran bill that Obama doesn't like?</td>
      <td>Washington (CNN) For months, the White House a...</td>
    </tr>
    <tr>
      <th>3078</th>
      <td>The 1 chart that explains everything you need ...</td>
      <td>While paging through Pew's best data visualiza...</td>
    </tr>
    <tr>
      <th>2517</th>
      <td>The slippery slope to Trump’s proposed ban on ...</td>
      <td>With little fanfare this fall, the New York de...</td>
    </tr>
    <tr>
      <th>10348</th>
      <td>Episode #160 – SUNDAY WIRE: ‘Hail to the Deplo...</td>
      <td>November 13, 2016 By 21wire Leave a Comment \n...</td>
    </tr>
    <tr>
      <th>778</th>
      <td>Hillary Clinton Makes A Bipartisan Appeal on S...</td>
      <td>Hillary Clinton told a Staten Island crowd tod...</td>
    </tr>
    <tr>
      <th>3300</th>
      <td>New Senate majority leader’s main goal for GOP...</td>
      <td>Mitch McConnell has an unusual admonition for ...</td>
    </tr>
    <tr>
      <th>6155</th>
      <td>‘Inferno’ and the Overpopulation Myth</td>
      <td>Mises.org November 1, 2016 Inferno is a great ...</td>
    </tr>
    <tr>
      <th>636</th>
      <td>Anti-Trump forces seek last-ditch delegate revolt</td>
      <td>Washington (CNN) The faction of the GOP that i...</td>
    </tr>
    <tr>
      <th>755</th>
      <td>Sanders Trounces Clinton in W. Va. -- But Will...</td>
      <td>Meanwhile, Democrat Bernie Sanders picked up m...</td>
    </tr>
    <tr>
      <th>626</th>
      <td>Donald Trump Is Changing His Campaign Slogan t...</td>
      <td>After a week of nonstop criticism from Democra...</td>
    </tr>
    <tr>
      <th>691</th>
      <td>Pure chaos: Donald Trump’s campaign management...</td>
      <td>If you want a glimpse into a presidential cand...</td>
    </tr>
    <tr>
      <th>5743</th>
      <td>Syrian War Report – November 1, 2016: Syrian M...</td>
      <td>Syrian War Report – October 31, 2016: Al-Nusra...</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>6457</th>
      <td>Colin Kaepernick hosts ‘Know Your Rights’ camp...</td>
      <td>Print \n[Ed. – Now teaching the gospel of raci...</td>
    </tr>
    <tr>
      <th>7030</th>
      <td>Wikileaks Emails Disclose Aliens Linked to Vat...</td>
      <td>Sound too “strange” to be true? We have proof!...</td>
    </tr>
    <tr>
      <th>9013</th>
      <td>US abstains from UN vote calling for end to Cu...</td>
      <td>US abstains from UN vote calling for end to Cu...</td>
    </tr>
    <tr>
      <th>9509</th>
      <td>West Ham fans laud aerodynamic properties of n...</td>
      <td>Tuesday 1 November 2016 by Formelia Alberthine...</td>
    </tr>
    <tr>
      <th>3825</th>
      <td>How the Obama White House runs foreign policy</td>
      <td>When Susan E. Rice took over as President Obam...</td>
    </tr>
    <tr>
      <th>4515</th>
      <td>ISIS claims responsibility for Garland, Texas,...</td>
      <td>(CNN) ISIS has claimed responsibility for the ...</td>
    </tr>
    <tr>
      <th>2747</th>
      <td>The “blame the left” crew: What the right’s ne...</td>
      <td>It was inevitable that liberals would end up b...</td>
    </tr>
    <tr>
      <th>6516</th>
      <td>ADHD NATION: How Big Pharma Created the ADHD E...</td>
      <td>By Kalee Brown\nWhile I was at university, man...</td>
    </tr>
    <tr>
      <th>9636</th>
      <td>Donald Trump claims the election will be 'rigg...</td>
      <td>Email \nDonald Trump is again riling up his vo...</td>
    </tr>
    <tr>
      <th>7398</th>
      <td>REPORT: Dirty Reporter Blackmails Montel… Help...</td>
      <td>BREAKING: Trump Jumps in FL, Takes 4 Point Lea...</td>
    </tr>
    <tr>
      <th>3717</th>
      <td>Police Arrest Suspect In Charleston Church Sho...</td>
      <td>Police in Charleston, S.C., say a man they sus...</td>
    </tr>
    <tr>
      <th>5205</th>
      <td>Donald Trump’s collapse was caused by one big ...</td>
      <td>Silver of FiveThirtyEight.com has laid out fou...</td>
    </tr>
    <tr>
      <th>6696</th>
      <td>FINA suspends Russian swimmer for 8 years over...</td>
      <td>This post was originally published on this sit...</td>
    </tr>
    <tr>
      <th>7991</th>
      <td>BREAKING : Hillary Campaign Manager Deletes hi...</td>
      <td>BREAKING : Hillary Campaign Manager Deletes hi...</td>
    </tr>
    <tr>
      <th>1303</th>
      <td>Why Ted Cruz Has the Most to Lose in New Hamps...</td>
      <td>Ted Cruz took first prize in the Iowa caucuses...</td>
    </tr>
    <tr>
      <th>9051</th>
      <td>“Nothing Good Can Come of This Election”–and T...</td>
      <td>Posted on November 4, 2016 by Charles Hugh Smi...</td>
    </tr>
    <tr>
      <th>10200</th>
      <td>List of Republicans opposing Trump | OffGuardian</td>
      <td>Charlie Baker , Massachusetts (2015–present)[3...</td>
    </tr>
    <tr>
      <th>10009</th>
      <td>Putin: Use of 'mythical' Russian military thre...</td>
      <td>vladimir putin , Valdai , sochi , RBTH Daily R...</td>
    </tr>
    <tr>
      <th>4214</th>
      <td>Bernie Sanders says private meeting with Pope ...</td>
      <td>ROME —  U.S. Democratic presidential candidate...</td>
    </tr>
    <tr>
      <th>2316</th>
      <td>Alabama Lawmaker: Same-Sex Couples Don’t Deser...</td>
      <td>Most conservatives who oppose marriage equalit...</td>
    </tr>
    <tr>
      <th>8411</th>
      <td>Will the Media Reset After the Election or Are...</td>
      <td>Written by Peter Van Buren   venerable New Yor...</td>
    </tr>
    <tr>
      <th>6143</th>
      <td>DOJ COMPLAINT: Comey Under Fire Over Partisan ...</td>
      <td>DOJ COMPLAINT: Comey Under Fire Over Partisan ...</td>
    </tr>
    <tr>
      <th>3262</th>
      <td>GOP Senator David Perdue Jokes About Praying f...</td>
      <td>The freshman senator from Georgia quoted scrip...</td>
    </tr>
    <tr>
      <th>9337</th>
      <td>Radio Derb Is On The Air–Leonardo And Brazil’s...</td>
      <td></td>
    </tr>
    <tr>
      <th>8737</th>
      <td>Assange claims ‘crazed’ Clinton campaign tried...</td>
      <td>Julian Assange has claimed the Hillary Clinton...</td>
    </tr>
    <tr>
      <th>4490</th>
      <td>State Department says it can't find emails fro...</td>
      <td>The State Department told the Republican Natio...</td>
    </tr>
    <tr>
      <th>8062</th>
      <td>The ‘P’ in PBS Should Stand for ‘Plutocratic’ ...</td>
      <td>The ‘P’ in PBS Should Stand for ‘Plutocratic’ ...</td>
    </tr>
    <tr>
      <th>8622</th>
      <td>Anti-Trump Protesters Are Tools of the Oligarc...</td>
      <td>Anti-Trump Protesters Are Tools of the Oligar...</td>
    </tr>
    <tr>
      <th>4021</th>
      <td>In Ethiopia, Obama seeks progress on peace, se...</td>
      <td>ADDIS ABABA, Ethiopia —President Obama convene...</td>
    </tr>
    <tr>
      <th>4330</th>
      <td>Jeb Bush Is Suddenly Attacking Trump. Here's W...</td>
      <td>Jeb Bush Is Suddenly Attacking Trump. Here's W...</td>
    </tr>
  </tbody>
</table>
<p>6335 rows × 2 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Make training and test sets </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">df</span><span class="p">[</span><span class="s1">&#39;text&#39;</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">0.33</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">53</span><span class="p">)</span>
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<h3 id="Building-Vectorizer-Classifiers">Building Vectorizer Classifiers<a class="anchor-link" href="#Building-Vectorizer-Classifiers">&#182;</a></h3><p>Now that you have your training and testing data, you can build your classifiers. To get a good idea if the words and tokens in the articles had a significant impact on whether the news was fake or real, you begin by using <code>CountVectorizer and TfidfVectorizer</code>.</p>
<p>You’ll see the example has a max threshhold set at .7 for the TF-IDF vectorizer <code>tfidf_vectorizer</code> using the <code>max_df argument</code>. This removes words which appear in more than 70% of the articles. Also, the built-in <code>stop_words</code> parameter will remove English stop words from the data before making vectors.</p>
<p>There are many more parameters available and you can read all about them in the scikit-learn documentation for TfidfVectorize and CountVectorizer.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Initialize the `count_vectorizer` </span>
<span class="n">count_vectorizer</span> <span class="o">=</span> <span class="n">CountVectorizer</span><span class="p">(</span><span class="n">stop_words</span><span class="o">=</span><span class="s1">&#39;english&#39;</span><span class="p">)</span>

<span class="c1"># Fit and transform the training data </span>
<span class="n">count_train</span> <span class="o">=</span> <span class="n">count_vectorizer</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span> 

<span class="c1"># Transform the test set </span>
<span class="n">count_test</span> <span class="o">=</span> <span class="n">count_vectorizer</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Initialize the `tfidf_vectorizer` </span>
<span class="n">tfidf_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="s1">&#39;english&#39;</span><span class="p">,</span> <span class="n">max_df</span><span class="o">=</span><span class="mf">0.7</span><span class="p">)</span> 

<span class="c1"># Fit and transform the training data </span>
<span class="n">tfidf_train</span> <span class="o">=</span> <span class="n">tfidf_vectorizer</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span> 

<span class="c1"># Transform the test set </span>
<span class="n">tfidf_test</span> <span class="o">=</span> <span class="n">tfidf_vectorizer</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
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<p>Now that you have vectors, you can then take a look at the vector features, stored in count_vectorizer and tfidf_vectorizer.</p>
<p>Are there any noticable issues? (Yes!)</p>
<p>There are clearly comments, measurements or other nonsensical words as well as multilingual articles in the dataset that you have been using. Normally, you would want to spend more time preprocessing this and removing noise, but as this tutorial just showcases a small proof of concept, you will see if the model can overcome the noise and properly classify despite these issues.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get the feature names of `tfidf_vectorizer` </span>
<span class="nb">print</span><span class="p">(</span><span class="n">tfidf_vectorizer</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">()[</span><span class="o">-</span><span class="mi">10</span><span class="p">:])</span>

<span class="c1"># Get the feature names of `count_vectorizer` </span>
<span class="nb">print</span><span class="p">(</span><span class="n">count_vectorizer</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">()[:</span><span class="mi">10</span><span class="p">])</span>
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<pre>[&#39;حلب&#39;, &#39;عربي&#39;, &#39;عن&#39;, &#39;لم&#39;, &#39;ما&#39;, &#39;محاولات&#39;, &#39;من&#39;, &#39;هذا&#39;, &#39;والمرضى&#39;, &#39;ยงade&#39;]
[&#39;00&#39;, &#39;000&#39;, &#39;0000&#39;, &#39;00000031&#39;, &#39;000035&#39;, &#39;00006&#39;, &#39;0001&#39;, &#39;0001pt&#39;, &#39;000ft&#39;, &#39;000km&#39;]
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<h3 id="Intermezzo:-Count-versus-TF-IDF-Features">Intermezzo: Count versus TF-IDF Features<a class="anchor-link" href="#Intermezzo:-Count-versus-TF-IDF-Features">&#182;</a></h3><p>I was curious if my count and TF-IDF vectorizers had extracted different tokens. To take a look and compare features, you can extract the vector information back into a DataFrame to use easy Python comparisons.</p>
<p>As you can see by running the cells below, both vectorizers extracted the same tokens, but obviously have different weights. Likely, changing the <code>max_df</code> and <code>min_df</code> of the TF-IDF vectorizer could alter the result and lead to different features in each.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">count_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">count_train</span><span class="o">.</span><span class="n">A</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">count_vectorizer</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tfidf_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">tfidf_train</span><span class="o">.</span><span class="n">A</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">tfidf_vectorizer</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">difference</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">count_df</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span> <span class="o">-</span> <span class="nb">set</span><span class="p">(</span><span class="n">tfidf_df</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
<span class="n">difference</span>
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<pre>set()</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">count_df</span><span class="o">.</span><span class="n">equals</span><span class="p">(</span><span class="n">tfidf_df</span><span class="p">))</span>
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<pre>False
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">count_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<p>5 rows × 56922 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tfidf_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>000ft</th>
      <th>000km</th>
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      <th>لم</th>
      <th>ما</th>
      <th>محاولات</th>
      <th>من</th>
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<p>5 rows × 56922 columns</p>
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<h3 id="Comparing-Models">Comparing Models<a class="anchor-link" href="#Comparing-Models">&#182;</a></h3><p>Now it's time to train and test your models.</p>
<p>Here, you'll begin with an NLP favorite, <code>MultinomialNB</code>. You can use this to compare TF-IDF versus bag-of-words. My intuition was that bag-of-words (aka <code>CountVectorizer</code>) would perform better with this model. (For more reading on <code>multinomial</code> distribution and why it works best with integers, check out this fairly succinct explanation from a UPenn statistics course).</p>
<p>I personally find Confusion Matrices easier to compare and read, so I used the scikit-learn documentation to build some easily-readable confusion matrices (thanks open source!). A confusion matrix shows the proper labels on the main diagonal (top left to bottom right). The other cells show the incorrect labels, often referred to as false positives or false negatives. Depending on your problem, one of these might be more significant. For example, for the fake news problem, is it more important that we don't label real news articles as fake news? If so, we might want to eventually weight our accuracy score to better reflect this concern.</p>
<p>Other than Confusion Matrices, scikit-learn comes with many ways to visualize and compare your models. One popular way is to use a ROC Curve. There are many other ways to evaluate your model available in the scikit-learn metrics module.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot_confusion_matrix</span><span class="p">(</span><span class="n">cm</span><span class="p">,</span> <span class="n">classes</span><span class="p">,</span>
                          <span class="n">normalize</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
                          <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Confusion matrix&#39;</span><span class="p">,</span>
                          <span class="n">cmap</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Blues</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    See full source and example: </span>
<span class="sd">    http://scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html</span>
<span class="sd">    </span>
<span class="sd">    This function prints and plots the confusion matrix.</span>
<span class="sd">    Normalization can be applied by setting `normalize=True`.</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">cm</span><span class="p">,</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>
    <span class="n">tick_marks</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">classes</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">tick_marks</span><span class="p">,</span> <span class="n">classes</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">tick_marks</span><span class="p">,</span> <span class="n">classes</span><span class="p">)</span>

    <span class="k">if</span> <span class="n">normalize</span><span class="p">:</span>
        <span class="n">cm</span> <span class="o">=</span> <span class="n">cm</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;float&#39;</span><span class="p">)</span> <span class="o">/</span> <span class="n">cm</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)[:,</span> <span class="n">np</span><span class="o">.</span><span class="n">newaxis</span><span class="p">]</span>
        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Normalized confusion matrix&quot;</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Confusion matrix, without normalization&#39;</span><span class="p">)</span>

    <span class="n">thresh</span> <span class="o">=</span> <span class="n">cm</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">/</span> <span class="mf">2.</span>
    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">itertools</span><span class="o">.</span><span class="n">product</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">cm</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="nb">range</span><span class="p">(</span><span class="n">cm</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">])):</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">cm</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">],</span>
                 <span class="n">horizontalalignment</span><span class="o">=</span><span class="s2">&quot;center&quot;</span><span class="p">,</span>
                 <span class="n">color</span><span class="o">=</span><span class="s2">&quot;white&quot;</span> <span class="k">if</span> <span class="n">cm</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">thresh</span> <span class="k">else</span> <span class="s2">&quot;black&quot;</span><span class="p">)</span>

    <span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</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 label&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Predicted label&#39;</span><span class="p">)</span>
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<p><strong>Drawing Confusion Matrix With TfIdf Vectorizer</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clf</span> <span class="o">=</span> <span class="n">MultinomialNB</span><span class="p">()</span> 
<span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">tfidf_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">pred</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">tfidf_test</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;accuracy:   </span><span class="si">%0.3f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">score</span><span class="p">)</span>
<span class="n">cm</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">pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span> <span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
<span class="n">plot_confusion_matrix</span><span class="p">(</span><span class="n">cm</span><span class="p">,</span> <span class="n">classes</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span> <span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
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<pre>accuracy:   0.857
Confusion matrix, without normalization
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<p>Drawing Confusion Matrix With Bag Of Words (Count Vectorizer)</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clf</span> <span class="o">=</span> <span class="n">MultinomialNB</span><span class="p">()</span> 
<span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">count_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">pred</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">count_test</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;accuracy:   </span><span class="si">%0.3f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">score</span><span class="p">)</span>
<span class="n">cm</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">pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span> <span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
<span class="n">plot_confusion_matrix</span><span class="p">(</span><span class="n">cm</span><span class="p">,</span> <span class="n">classes</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span> <span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
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<pre>accuracy:   0.893
Confusion matrix, without normalization
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<p>And indeed, with absolutely no parameter tuning, your count vectorized training set count_train is visibly outperforming your TF-IDF vectors!</p>

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<h3 id="Testing-Linear-Models">Testing Linear Models<a class="anchor-link" href="#Testing-Linear-Models">&#182;</a></h3><p>There are a lot of great write-ups about how linear models work well with TF-IDF vectorizers (take a look at word2vec for classification, SVM reference in scikit-learn text analysis, and many more).</p>
<p>So you should use a SVM, right?</p>
<p>Well, I recently watched Victor Lavrenko's lecture on text classification and he compares Passive Aggressive classifiers to linear SVMs for text classification. We'll test this approach (which has some significant speed benefits and permanent learning disadvantages) with the fake news dataset.</p>
<p><strong>Drawing Confusion Matrix With Passive Agressive Classifier</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">linear_clf</span> <span class="o">=</span> <span class="n">PassiveAggressiveClassifier</span><span class="p">(</span><span class="n">max_iter</span><span class="o">=</span><span class="mi">50</span><span class="p">)</span>

<span class="n">linear_clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">tfidf_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">pred</span> <span class="o">=</span> <span class="n">linear_clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">tfidf_test</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;accuracy:   </span><span class="si">%0.3f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">score</span><span class="p">)</span>
<span class="n">cm</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">pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span> <span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
<span class="n">plot_confusion_matrix</span><span class="p">(</span><span class="n">cm</span><span class="p">,</span> <span class="n">classes</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span> <span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
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<pre>accuracy:   0.934
Confusion matrix, without normalization
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<p>The confusion matrix looks different and the model classifies our fake news a bit better. We can test if tuning the alpha value for a MultinomialNB creates comparable results. You can also use parameter tuning with grid search for a more exhaustive search.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clf</span> <span class="o">=</span> <span class="n">MultinomialNB</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">last_score</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">alpha</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="o">.</span><span class="mi">1</span><span class="p">):</span>
    <span class="n">nb_classifier</span> <span class="o">=</span> <span class="n">MultinomialNB</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="n">alpha</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">tfidf_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
    <span class="n">pred</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">tfidf_test</span><span class="p">)</span>
    <span class="n">score</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">score</span> <span class="o">&gt;</span> <span class="n">last_score</span><span class="p">:</span>
        <span class="n">clf</span> <span class="o">=</span> <span class="n">nb_classifier</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Alpha: </span><span class="si">{:.2f}</span><span class="s2"> Score: </span><span class="si">{:.5f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">alpha</span><span class="p">,</span> <span class="n">score</span><span class="p">))</span>
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<pre>Alpha: 0.00 Score: 0.88140
Alpha: 0.10 Score: 0.89766
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<pre>/Users/petramala/anaconda3/lib/python3.7/site-packages/sklearn/naive_bayes.py:485: UserWarning: alpha too small will result in numeric errors, setting alpha = 1.0e-10
  &#39;setting alpha = %.1e&#39; % _ALPHA_MIN)
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<pre>Alpha: 0.20 Score: 0.89383
Alpha: 0.30 Score: 0.89000
Alpha: 0.40 Score: 0.88570
Alpha: 0.50 Score: 0.88427
Alpha: 0.60 Score: 0.87470
Alpha: 0.70 Score: 0.87040
Alpha: 0.80 Score: 0.86609
Alpha: 0.90 Score: 0.85892
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<p>Not quite... At this point, it might be interesting to perform parameter tuning across all of the classifiers, or take a look at some other scikit-learn Bayesian classifiers. You could also test with a Support Vector Machine (SVM) to see if that outperforms the Passive Aggressive classifier.</p>
<p>But I am a bit more curious about what the Passive Aggressive model actually has learned. So let's move onto introspection.</p>

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<h3 id="Introspecting-models">Introspecting models<a class="anchor-link" href="#Introspecting-models">&#182;</a></h3><p>So fake news is solved, right? We achieved 93% accuracy on my dataset so let's all close up shop and go home.</p>
<p>Not quite, of course. I am wary at best of these results given how much noise we saw in the features. There is a great write-up on StackOverflow with this incredibly useful function for finding vectors that most affect labels. It only works for binary classificaiton (classifiers with 2 classes), but that's good news for you, since you only have FAKE or REAL labels.</p>
<p>Using your best performing classifier with your TF-IDF vector dataset (<code>tfidf_vectorizer</code>) and Passive Aggressive classifier (<code>linear_clf</code>), inspect the top 30 vectors for fake and real news:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">most_informative_feature_for_binary_classification</span><span class="p">(</span><span class="n">vectorizer</span><span class="p">,</span> <span class="n">classifier</span><span class="p">,</span> <span class="n">n</span><span class="o">=</span><span class="mi">100</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    See: https://stackoverflow.com/a/26980472</span>
<span class="sd">    </span>
<span class="sd">    Identify most important features if given a vectorizer and binary classifier. Set n to the number</span>
<span class="sd">    of weighted features you would like to show. (Note: current implementation merely prints and does not </span>
<span class="sd">    return top classes.)</span>
<span class="sd">    &quot;&quot;&quot;</span>

    <span class="n">class_labels</span> <span class="o">=</span> <span class="n">classifier</span><span class="o">.</span><span class="n">classes_</span>
    <span class="n">feature_names</span> <span class="o">=</span> <span class="n">vectorizer</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">()</span>
    <span class="n">topn_class1</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">classifier</span><span class="o">.</span><span class="n">coef_</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">feature_names</span><span class="p">))[:</span><span class="n">n</span><span class="p">]</span>
    <span class="n">topn_class2</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">classifier</span><span class="o">.</span><span class="n">coef_</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">feature_names</span><span class="p">))[</span><span class="o">-</span><span class="n">n</span><span class="p">:]</span>

    <span class="k">for</span> <span class="n">coef</span><span class="p">,</span> <span class="n">feat</span> <span class="ow">in</span> <span class="n">topn_class1</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="n">class_labels</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">coef</span><span class="p">,</span> <span class="n">feat</span><span class="p">)</span>

    <span class="nb">print</span><span class="p">()</span>

    <span class="k">for</span> <span class="n">coef</span><span class="p">,</span> <span class="n">feat</span> <span class="ow">in</span> <span class="nb">reversed</span><span class="p">(</span><span class="n">topn_class2</span><span class="p">):</span>
        <span class="nb">print</span><span class="p">(</span><span class="n">class_labels</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">coef</span><span class="p">,</span> <span class="n">feat</span><span class="p">)</span>


<span class="n">most_informative_feature_for_binary_classification</span><span class="p">(</span><span class="n">tfidf_vectorizer</span><span class="p">,</span> <span class="n">linear_clf</span><span class="p">,</span> <span class="n">n</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
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<pre>FAKE -4.970871305842294 2016
FAKE -4.158056665411209 october
FAKE -4.10132333509434 hillary
FAKE -3.203092643866443 share
FAKE -3.0037703441504586 article
FAKE -2.967123407154177 november
FAKE -2.6189790669116313 oct
FAKE -2.574531254941327 print
FAKE -2.4352932878866342 email
FAKE -2.4083421241436156 advertisement
FAKE -2.3893397455445204 source
FAKE -2.2689707230229135 mosul
FAKE -2.088464394815847 war
FAKE -2.0870875430058877 wikileaks
FAKE -2.0795967342065915 establishment
FAKE -1.978347105373653 corporate
FAKE -1.9769696120411098 com
FAKE -1.973445179332854 podesta
FAKE -1.9542729616747192 election
FAKE -1.8992365072732829 nov
FAKE -1.8881411391076262 pipeline
FAKE -1.8094255989742816 brexit
FAKE -1.7197909311862556 ayotte
FAKE -1.6962221480860573 26
FAKE -1.6927925548700604 donald
FAKE -1.690429866897319 snip
FAKE -1.672278306841482 photo
FAKE -1.6433962889785454 uk
FAKE -1.6365865595323195 entire
FAKE -1.615784841795114 jewish

REAL 4.8751577389747 said
REAL 2.613636036759295 says
REAL 2.505012066805682 tuesday
REAL 2.4690590946559876 gop
REAL 2.368283463007904 marriage
REAL 2.3068897785133435 islamic
REAL 2.2550392505475405 monday
REAL 2.22306595788944 friday
REAL 2.2099059586160217 cruz
REAL 2.1944920677580924 conservative
REAL 2.1718656698590983 sunday
REAL 2.125401710092977 attacks
REAL 2.098760765527483 jobs
REAL 2.091196362660998 debate
REAL 2.08253600830322 rush
REAL 2.025410713474804 sen
REAL 2.015224771338318 conservatives
REAL 1.940492329920454 fox
REAL 1.932542021445429 candidates
REAL 1.8714272648084431 abortion
REAL 1.85171516892976 continue
REAL 1.847453935576769 presumptive
REAL 1.830228254154281 attack
REAL 1.822780984543137 march
REAL 1.7905365801622997 recounts
REAL 1.7380836058243316 convention
REAL 1.7326016984200479 hispanic
REAL 1.727323671729206 paris
REAL 1.6760916474238805 deal
REAL 1.6501703794881477 security
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<p>You can also do this in a pretty obvious way with only a few lines of Python, by zipping your coefficients to your features and taking a look at the top and bottom of your list.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">feature_names</span> <span class="o">=</span> <span class="n">tfidf_vectorizer</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Most real</span>
<span class="nb">sorted</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">clf</span><span class="o">.</span><span class="n">coef_</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">feature_names</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[:</span><span class="mi">20</span><span class="p">]</span>
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<pre>[(-6.257361214701583, &#39;trump&#39;),
 (-6.494453094312678, &#39;said&#39;),
 (-6.6539784739838845, &#39;clinton&#39;),
 (-7.037944662867073, &#39;obama&#39;),
 (-7.146539983381228, &#39;sanders&#39;),
 (-7.215376008647511, &#39;president&#39;),
 (-7.266562805741618, &#39;campaign&#39;),
 (-7.2875931446681514, &#39;republican&#39;),
 (-7.341118458599064, &#39;state&#39;),
 (-7.341357110247905, &#39;cruz&#39;),
 (-7.378312441985425, &#39;party&#39;),
 (-7.44688067245789, &#39;new&#39;),
 (-7.476288801154588, &#39;people&#39;),
 (-7.547225599514773, &#39;percent&#39;),
 (-7.5553074094582335, &#39;bush&#39;),
 (-7.580150633909893, &#39;republicans&#39;),
 (-7.5855405012652435, &#39;house&#39;),
 (-7.634478172520314, &#39;voters&#39;),
 (-7.648482443695299, &#39;rubio&#39;),
 (-7.6734836186463795, &#39;states&#39;)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Most fake</span>

<span class="nb">sorted</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">clf</span><span class="o">.</span><span class="n">coef_</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">feature_names</span><span class="p">))[:</span><span class="mi">20</span><span class="p">]</span>
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<pre>[(-11.349866225220305, &#39;0000&#39;),
 (-11.349866225220305, &#39;000035&#39;),
 (-11.349866225220305, &#39;0001&#39;),
 (-11.349866225220305, &#39;0001pt&#39;),
 (-11.349866225220305, &#39;000km&#39;),
 (-11.349866225220305, &#39;0011&#39;),
 (-11.349866225220305, &#39;006s&#39;),
 (-11.349866225220305, &#39;007&#39;),
 (-11.349866225220305, &#39;007s&#39;),
 (-11.349866225220305, &#39;008s&#39;),
 (-11.349866225220305, &#39;0099&#39;),
 (-11.349866225220305, &#39;00am&#39;),
 (-11.349866225220305, &#39;00p&#39;),
 (-11.349866225220305, &#39;00pm&#39;),
 (-11.349866225220305, &#39;014&#39;),
 (-11.349866225220305, &#39;015&#39;),
 (-11.349866225220305, &#39;018&#39;),
 (-11.349866225220305, &#39;01am&#39;),
 (-11.349866225220305, &#39;020&#39;),
 (-11.349866225220305, &#39;023&#39;)]</pre>
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<p>So, clearly there are certain words which might show political intent and source in the top fake features (such as the words corporate and establishment).</p>
<p>Also, the real news data uses forms of the verb "to say" more often, likely because in newspapers and most journalistic publications sources are quoted directly ("German Chancellor Angela Merkel said...").</p>
<p>To extract the full list from your current classifier and take a look at each token (or easily compare tokens from classifier to classifier), you can easily export it like so.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tokens_with_weights</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">feature_names</span><span class="p">,</span> <span class="n">clf</span><span class="o">.</span><span class="n">coef_</span><span class="p">[</span><span class="mi">0</span><span class="p">])))</span>
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<h3 id="Intermezzo:-HashingVectorizer">Intermezzo: HashingVectorizer<a class="anchor-link" href="#Intermezzo:-HashingVectorizer">&#182;</a></h3><p>Another vectorizer used sometimes for text classification is a HashingVectorizer. <code>HashingVectorizers</code> require less memory and are faster (because they are sparse and use hashes rather than tokens) but are more difficult to introspect. You can read a bit more about the pros and cons of using <code>HashingVectorizer</code> in the scikit-learn documentation if you are interested.</p>
<p>You can give it a try and compare its results versus the other vectorizers. It performs fairly well, with better results than the TF-IDF vectorizer using <code>MultinomialNB</code> (this is somewhat expected due to the same reasons <code>CountVectorizers</code> perform better), but not as well as the TF-IDF vectorizer with Passive Aggressive linear algorithm.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hash_vectorizer</span> <span class="o">=</span> <span class="n">HashingVectorizer</span><span class="p">(</span><span class="n">stop_words</span><span class="o">=</span><span class="s1">&#39;english&#39;</span><span class="p">,</span> <span class="n">alternate_sign</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">hash_train</span> <span class="o">=</span> <span class="n">hash_vectorizer</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="n">hash_test</span> <span class="o">=</span> <span class="n">hash_vectorizer</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
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<span class="n">pred</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">hash_test</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;accuracy:   </span><span class="si">%0.3f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">score</span><span class="p">)</span>
<span class="n">cm</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">pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span> <span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
<span class="n">plot_confusion_matrix</span><span class="p">(</span><span class="n">cm</span><span class="p">,</span> <span class="n">classes</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span> <span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
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<pre>accuracy:   0.902
Confusion matrix, without normalization
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clf</span> <span class="o">=</span> <span class="n">PassiveAggressiveClassifier</span><span class="p">(</span><span class="n">max_iter</span><span class="o">=</span><span class="mi">50</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[88]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">hash_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">pred</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">hash_test</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;accuracy:   </span><span class="si">%0.3f</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">score</span><span class="p">)</span>
<span class="n">cm</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">pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span> <span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
<span class="n">plot_confusion_matrix</span><span class="p">(</span><span class="n">cm</span><span class="p">,</span> <span class="n">classes</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FAKE&#39;</span><span class="p">,</span> <span class="s1">&#39;REAL&#39;</span><span class="p">])</span>
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<pre>accuracy:   0.923
Confusion matrix, without normalization
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<h1 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h1><p>So was your fake news classifier experiment a success? Definitely not.</p>
<p>But you did get to play around with a new dataset, test out some NLP classification models and introspect how successful they were? Yes.</p>
<p>As expected from the outset, defining fake news with simple bag-of-words or TF-IDF vectors is an oversimplified approach. Especially with a multilingual dataset full of noisy tokens. If you hadn't taken a look at what your model had actually learned, you might have thought the model learned something meaningful. So, remember: always introspect your models (as best you can!).</p>
<p>I would be curious if you find other trends in the data I might have missed. I will be following up with a post on how different classifiers compare in terms of important features on my blog. If you spend some time researching and find anything interesting, feel free to share your findings and notes in the comments or you can always reach out on Twitter (I'm @kjam).</p>
<p>I hope you had some fun exploring a new NLP dataset with me!</p>

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<pre>[NbConvertApp] Converting notebook Detecting_Fake_News.ipynb to html
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