text-mining-day1.html

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<title>text-mining-day1</title>

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

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

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

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

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

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<style type="text/css">
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<p><a href="https://github.com/bea-alex/text-mining-course/blob/master/prerequisites.md">Back: Prerequisites</a> | <a href="http://htmlpreview.github.io/?https://github.com/bea-alex/text-mining-course/blob/master/text-mining-day2.html">Next: Text Mining - Day 2</a></p>

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<h1 id="Text-Mining-Lesson---Day-1">Text Mining Lesson - Day 1<a class="anchor-link" href="#Text-Mining-Lesson---Day-1">&#182;</a></h1>
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<h2 id="Setup">Setup<a class="anchor-link" href="#Setup">&#182;</a></h2><h3 id="Download-and-Install-Software">Download and Install Software<a class="anchor-link" href="#Download-and-Install-Software">&#182;</a></h3><p>You need to download a set of software packages and data for doing the text processing. Please refer to the <a href="https://github.com/bea-alex/text-mining-course/blob/master/prerequisites.md">Prerequisites</a> page to ensure that you have downloaded and installed all the necessary software needed for this lesson in order to proceed.</p>

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<h2 id="1.-Introduction">1. Introduction<a class="anchor-link" href="#1.-Introduction">&#182;</a></h2><p>Welcome to a hands-on exercise that can be used to learn some text mining skills. Here we will run through some of the basics that you will need when exploring and analysing text.</p>
<p>To start with here is a bit of basic terminology that will be used in this lesson:</p>
<p><strong>Token:</strong> is single word, letter, number or punctuation mark</p>
<p><strong>String:</strong> group of characters comprised of words, letters, numbers, punctuation</p>
<p><strong>Integer:</strong> positive or negative whole numbers with no decimal point</p>
<p><strong>Stop word:</strong> generally the most common words in a language (e.g. "the", "of", "and" etc.) which are sometimes filtered out for text analysis purposes in order to focus on the other vocabulary in the text.</p>
<p><strong>Document:</strong> a single file containing some text</p>
<p><strong>Corpus:</strong> a collection of documents</p>

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<h3 id="1.1-Introduction-to-Jupyter-Notebook">1.1 Introduction to Jupyter Notebook<a class="anchor-link" href="#1.1-Introduction-to-Jupyter-Notebook">&#182;</a></h3><p>We will be running this lesson within a Jupyter Notebook so please type <code>jupter notebook</code> into the command window on your machine.  To do that you need to open a terminal window and type:</p>

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<p>To create a new jupyter notebook you need to select a location for it on your computer via the browser window that opened up and click on "New" in the top right corner of the browser.  You need to select Python 3.  Once the new notebook opens you can give it a name by changing the word "Untitled" in the first line of the notebook.</p>
<p>You can see a cell in your new notebook.  You can enter python code into the cell and press "Run" with it marked as "Code" in the menu at the top of your notebook.  This will run your code and you will see any output created by the code immediately below it.</p>

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<h3 id="1.2-Introduction-to-Python">1.2 Introduction to Python<a class="anchor-link" href="#1.2-Introduction-to-Python">&#182;</a></h3><p>Python is a programming language. We will use this as a way to interact with and analyse text documents. We can use Python either through the command line in your terminal window, by writing Python scripts or via Jupyter Notebook. In this lesson we will be using it via Jupyter Notebook.</p>
<p>This introduction to Python is important for understanding all the steps that follow in the text mining lesson.  If you are new to programming it may not be entirely clear why you need to learn Python first. Bare with us, you will soon understand why it is needed and is useful and it will help to speed things up later-on.</p>
<p>We will limit this introduction to the level of Python required for this lesson for a more in-depth introduction to Python, we'd recommend the following [Library Carpenties lesson]{<a href="https://librarycarpentry.org/lc-python-intro/}">https://librarycarpentry.org/lc-python-intro/}</a>.</p>

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<h4 id="Printing-text">Printing text<a class="anchor-link" href="#Printing-text">&#182;</a></h4><p>We first want to test that the Python works by asking it to print a string, so type <code>print("Hello World")</code> into the next Jupyter Notebook cell as shown below and run it as code.</p>

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<h4 id="Variables-and-how-to-assign-them">Variables and how to assign them<a class="anchor-link" href="#Variables-and-how-to-assign-them">&#182;</a></h4><p>In python, you can assign information to variables. A variable is a memory location used to hold data which has a name associated with it.  You can think of it like a box which can contain information and which also has a name, so you can refer to it in code.</p>
<p>For example we can put the string "text mining" into the box named "text".</p>
<p>We do that by assigning the string to the variable named text. When assigning variables in python, the name of the variable is on the left followed by an equal sign and the value of the variable, as follows:</p>

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<p>You see the content of the variable (what's in the box) by printing the value of it using the <code>print()</code> funtion and the variable name as shown:</p>

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<pre>Text Mining
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<p>In addition to strings we can assign other data types such as numbers and floats to variables.</p>
<p>Note, that whenever something is followed by the <code>#</code> sign in Python then it is a comment and not part of the code.  Comments are used to explain the code but are not needed to run it.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">text</span> <span class="o">=</span> <span class="s2">&quot;Text Mining&quot;</span>  <span class="c1"># An example of a string</span>
<span class="n">number</span> <span class="o">=</span> <span class="mi">42</span>  <span class="c1"># An example of an integer</span>
<span class="n">pi_value</span> <span class="o">=</span> <span class="mf">3.1415</span>  <span class="c1"># An example of a float</span>
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<p>In this lesson we will be concentrating mainly on strings.</p>
<h4 id="List">List<a class="anchor-link" href="#List">&#182;</a></h4><p>Data can be grouped together in an ordered way using a list. Lists are very common data structures used in Python, for example to represent text.</p>
<p>In the following example the list named "sentence" stores all the words and punctuation of the sentence "This is an example sentence."</p>
<p>Lists are created by typing comma serparated values inside square brackets.  You can print out all elements in the list.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sentence</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Just&#39;</span><span class="p">,</span> <span class="s1">&#39;think&#39;</span><span class="p">,</span> <span class="s1">&#39;happy&#39;</span><span class="p">,</span><span class="s1">&#39;thoughts&#39;</span><span class="p">,</span> <span class="s1">&#39;and&#39;</span><span class="p">,</span> <span class="s1">&#39;you&#39;</span><span class="p">,</span> <span class="s1">&#39;’ll&#39;</span><span class="p">,</span> <span class="s1">&#39;smile&#39;</span><span class="p">,</span> <span class="s1">&#39;.&#39;</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">sentence</span><span class="p">)</span> <span class="c1"># print all elements</span>
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<pre>[&#39;Just&#39;, &#39;think&#39;, &#39;happy&#39;, &#39;thoughts&#39;, &#39;and&#39;, &#39;you&#39;, &#39;’ll&#39;, &#39;smile&#39;, &#39;.&#39;]
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<p>The list holds an ordered sequence of elements (in this case words or punctuation) and each element can be accessed using its index or position in the list.  To do that you need to specifiy the index.</p>
<p><strong>Note that Python indexes start with 0 instead of 1.</strong>  So the first element in the list is called using a 0 in square brackets after the name of the list:</p>

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<pre>Just
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<p>You can also print a lice of the list (e.g. the first two elements of the list):</p>

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<pre>[&#39;Just&#39;, &#39;think&#39;]</pre>
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<p>You can delete an item in the list by using the <code>pop()</code> function specifying the index of the element (unless you want to remove the last one).</p>

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<span class="nb">print</span><span class="p">(</span><span class="n">sentence</span><span class="p">)</span> <span class="c1"># prints the entire list at once</span>
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<pre>[&#39;Just&#39;, &#39;think&#39;, &#39;happy&#39;, &#39;thoughts&#39;, &#39;and&#39;, &#39;you&#39;, &#39;’ll&#39;, &#39;.&#39;]
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<p>Items can be added to a list either by inserting them at a specific position (index) or by appending them to the end of the list.</p>

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<span class="n">sentence</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;[J.B. Barrie]&#39;</span><span class="p">)</span>
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<pre>[&#39;Just&#39;, &#39;think&#39;, &#39;happy&#39;, &#39;thoughts&#39;, &#39;and&#39;, &#39;you&#39;, &#39;’ll&#39;, &#39;fly&#39;, &#39;.&#39;]
[&#39;Just&#39;, &#39;think&#39;, &#39;happy&#39;, &#39;thoughts&#39;, &#39;and&#39;, &#39;you&#39;, &#39;’ll&#39;, &#39;fly&#39;, &#39;.&#39;, &#39;[J.B. Barrie]&#39;]
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<h4 id="for-loop">for loop<a class="anchor-link" href="#for-loop">&#182;</a></h4><p>A for loop can be used to access the elements in a list one at a time.</p>
<p>The syntax for a for loop starts with <code>for x in y:</code> where y is the thing you want to loop through (in our case a list) and x is a new variable which each element of y is assigned to while looping.  So when looping, x keeps getting overwritten by the next element of y until the end of y is reached.</p>
<p>The code after the initial line then specifies what is to be done with each element of y. This needs to be indented using a tab so that Python knows the instructions that follow need to be executed for each element.</p>
<p>For example, you can loop through the sentence list by assigning each element to the word variable and then print each element by calling the <code>print()</code> function:</p>

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    <span class="nb">print</span><span class="p">(</span><span class="n">word</span><span class="p">)</span> <span class="c1"># prints each element of the list one after the other</span>
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<pre>Just
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<h4 id="if/elif/else-statements">if/elif/else statements<a class="anchor-link" href="#if/elif/else-statements">&#182;</a></h4><p>An if/elif/else statement can be used to condition some code on something being true or false.  This is useful when wanting to only run some code if a specific condition is met or for running different bits of code depending on what condition is met.</p>
<p>If the test that follows the statement is true, then its body (i.e., the lines indented underneath it) are executed.  If the test is false then the indented code is not execute and the programme continues.</p>
<p>In the following example, the code specifies that if the sentence list contains 5 elements then print text to confirm that, else if the list contains more than 5 elements then print text to say it does.  If neither of those two conditions are true (else) which means the sentence list contains less than 5 elements, then print something saying that that is the case.  Finally print the entire list to show which elements it contains.  The last line is not indented as it is supposed to run independent of the if/elif/else statements.</p>
<p>We use the <code>len()</code> function to count the length of the list which returns an interger and we also use operators as part of the tests (<code>==</code> for is equal to and <code>&gt;</code> for is greater than).</p>

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<span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">sentence</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">5</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The sentence list contains more than 5 tokens.&quot;</span><span class="p">)</span>
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    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The sentence list contains less than 5 tokens.&quot;</span><span class="p">)</span>

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<pre>The sentence list contains more than 5 tokens.
[&#39;Just&#39;, &#39;think&#39;, &#39;happy&#39;, &#39;thoughts&#39;, &#39;and&#39;, &#39;you&#39;, &#39;’ll&#39;, &#39;fly&#39;, &#39;.&#39;, &#39;[J.B. Barrie]&#39;]
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<h4 id="Tuple">Tuple<a class="anchor-link" href="#Tuple">&#182;</a></h4><p>A tuple is similar to a list as it is an ordered sequence of elements. The difference is that tuples can't be changed once created and they are created by placing comma-separated values inside parentheses.</p>

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<span class="nb">print</span><span class="p">(</span><span class="n">colour_tuple</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="c1"># prints the 2nd entry in the tuple</span>
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<pre>green
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<h4 id="Dictionary">Dictionary<a class="anchor-link" href="#Dictionary">&#182;</a></h4><p>A dictionary works a lot like a list but it contains 'key/value' pairs. A key acts as a name for a single or a set of values in the dictionary.</p>
<p>In the example below the values are integers (e.g. counts).  So a dictionary could be used to store the number of times (value) a word (key) occurs in a text.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pets</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;cats&#39;</span><span class="p">:</span><span class="mi">45</span><span class="p">,</span> <span class="s1">&#39;dogs&#39;</span><span class="p">:</span><span class="mi">24</span><span class="p">,</span> <span class="s1">&#39;mice&#39;</span><span class="p">:</span><span class="mi">33</span><span class="p">}</span>
<span class="nb">print</span><span class="p">(</span><span class="n">pets</span><span class="p">[</span><span class="s1">&#39;cats&#39;</span><span class="p">])</span> <span class="c1"># prints the value of the key &#39;cats&#39;</span>
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<pre>45
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<p>We can use a for loop to print the keys and values of a dictionary:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">pets</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span>
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<pre>cats 45
dogs 24
mice 33
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<p><strong>Task 1.1: Print a bit of text of your choice.</strong></p>
<p><strong>Task 1.2: Create a list containing different first names, iterate through them .</strong></p>

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<h3 id="1.3-Importing-Packages">1.3 Importing Packages<a class="anchor-link" href="#1.3-Importing-Packages">&#182;</a></h3><p>Python has a selection of pre-written code that can be used. These come as in built functions and a library of packages of modules. We have already used the in-built function <code>print()</code>.  In-built functions are avaliable as soon as you start python. There is also a (software) library of modules that contain other functions, but these modules need to be imported.</p>
<p>For this course we need to import a few libraries into Python. We use this using the <code>import</code> command.</p>
<p>NLTK is the tool which we'll be using to do much of the text processing in this workshop so we need to run <code>import nltk</code>. We will also use <code>numpy</code> to represent information in arrays and matrices, <code>string</code> to process some strings and <code>matplotlib</code> to visualise the output.</p>
<p>If there is a problem importing any of these modules you may need to revisit the appropriate install in the prerequisites list.</p>

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<span class="kn">import</span> <span class="nn">numpy</span>
<span class="kn">import</span> <span class="nn">string</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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<h2 id="3.-Initial-Processing">3. Initial Processing<a class="anchor-link" href="#3.-Initial-Processing">&#182;</a></h2><h3 id="3.1-Tokenising-a-piece-of-text">3.1 Tokenising a piece of text<a class="anchor-link" href="#3.1-Tokenising-a-piece-of-text">&#182;</a></h3><p>In order to process text we need to break it down into tokens.  As we explained at the start, a token is a letter, word, number, or punctuation which is contained in a string.</p>
<p>To tokenise we first need to import the <code>word_tokenize</code> method from the <code>tokenize</code> package from NLTK which allows us to do this without writing the code ourselves.</p>

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<p>We will also download a specific tokeniser that NLTK uses as default.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nltk</span><span class="o">.</span><span class="n">download</span><span class="p">(</span><span class="s1">&#39;punkt&#39;</span><span class="p">)</span>
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<pre>[nltk_data] Downloading package punkt to /Users/balex/nltk_data...
[nltk_data]   Package punkt is already up-to-date!
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<pre>True</pre>
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<p>Now we can assign text as a string variable and tokenise it.  We will save the tokenised output in a list using the <code>humpty_tokens</code> variable. We can inspect this list by inspecting the <code>humpty_tokens</code> variable.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">humpty_string</span> <span class="o">=</span> <span class="s2">&quot;Humpty Dumpty sat on a wall, Humpty Dumpty had a great fall; All the king&#39;s horses and all the king&#39;s men couldn&#39;t put Humpty together again.&quot;</span>
<span class="n">humpty_tokens</span> <span class="o">=</span> <span class="n">word_tokenize</span><span class="p">(</span><span class="n">humpty_string</span><span class="p">)</span>
<span class="c1"># Show first 10 entries of the tokens list</span>
<span class="n">humpty_tokens</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[&#39;Humpty&#39;, &#39;Dumpty&#39;, &#39;sat&#39;, &#39;on&#39;, &#39;a&#39;, &#39;wall&#39;, &#39;,&#39;, &#39;Humpty&#39;, &#39;Dumpty&#39;, &#39;had&#39;]</pre>
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<p>As you can see some of the words are uppercase and some are lowercase. To futher analyse the data, for example counting the occurances of a word, we need to normalise the data and make it all lowercase.</p>
<p>You can lowercase the strings in the list by going through it and calling the <code>.lower()</code> method on each entry. You can do this by using a for loop to loop through each word in the list.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lower_humpty_tokens</span> <span class="o">=</span> <span class="p">[</span><span class="n">word</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">humpty_tokens</span><span class="p">]</span>
<span class="c1"># Show first 10 entries of the lowercased tokens list</span>
<span class="n">lower_humpty_tokens</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">6</span><span class="p">]</span>
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<pre>[&#39;humpty&#39;, &#39;dumpty&#39;, &#39;sat&#39;, &#39;on&#39;, &#39;a&#39;, &#39;wall&#39;]</pre>
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<p><strong>Task 2.1: Print the 13th token of the nursery rhyme (remember that a list index starts with 0).</strong></p>

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<h3 id="3.2-Downloading-and-Processing-Data">3.2 Downloading and Processing Data<a class="anchor-link" href="#3.2-Downloading-and-Processing-Data">&#182;</a></h3><h4 id="For-a-Single-Document">For a Single Document<a class="anchor-link" href="#For-a-Single-Document">&#182;</a></h4><p>Instead of providing a string of text we can download one from an corpus. Here we will, load a file from your local machine, tokenise and lowercase it.</p>
<p>Firstly, please download a data set (and make a note of where it is saved).  We will use the Medical History of British India collection provided by the <a href="https://www.nls.uk">National Libarry of Scotland</a> as an example:</p>
<p><a href="https://data.nls.uk/data/digitised-collections/a-medical-history-of-british-india/">https://data.nls.uk/data/digitised-collections/a-medical-history-of-british-india/</a></p>

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<p>You can use the <code>open()</code> function to open a file in this collection. You need to specify the path to a file in the downloaded collection (this will be different to the one below depending on where you saved the data) and the mode of opening it ('r' for read).</p>
<p>The <code>read()</code> function is used to read the file. It is then stored as a string variable called <code>india_raw</code>.</p>
<p>You can then tokenise the text as above and convert it to lowercase. You can check it has worked by printing out a slice of the list <code>lower_india_tokens</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">file</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;/Users/balex/Downloads/nls-text-indiaPapers/74457530.txt&#39;</span><span class="p">,</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>
<span class="n">india_raw</span> <span class="o">=</span> <span class="n">file</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
<span class="n">india_tokens</span> <span class="o">=</span> <span class="n">word_tokenize</span><span class="p">(</span><span class="n">india_raw</span><span class="p">)</span>
<span class="n">lower_india_tokens</span> <span class="o">=</span> <span class="p">[</span><span class="n">word</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">india_tokens</span><span class="p">]</span>
<span class="n">lower_india_tokens</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[&#39;no&#39;, &#39;.&#39;, &#39;1111&#39;, &#39;(&#39;, &#39;sanitary&#39;, &#39;)&#39;, &#39;,&#39;, &#39;dated&#39;, &#39;ootacamund&#39;, &#39;,&#39;]</pre>
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<h4 id="For-a-Corpus-of-Documents">For a Corpus of Documents<a class="anchor-link" href="#For-a-Corpus-of-Documents">&#182;</a></h4><p>We can do the same for an entire collection of documents (a corpus).  Here we choose a collection of raw text documents in a given directory.  We will use the Medical History of British India collection as our data set.</p>
<p>To read the text files in this collection we can use the <code>PlaintextCorpusReader</code> class provided in the <code>corpus</code> package of NLTK.  You need to specify the collection directory name and a wildcard for which files to read in the directory (e.g. <code>.*</code> for all files) and the text encoding of the files (in this case <code>latin1</code>).  Using the <code>words()</code> method provided by NLTK, the text is automatically tokenised and stored in a list of words. As before, we can then lowercase the words in the list.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">nltk.corpus</span> <span class="k">import</span> <span class="n">PlaintextCorpusReader</span>
<span class="n">corpus_root</span> <span class="o">=</span> <span class="s1">&#39;/Users/balex/Downloads/nls-text-indiaPapers/&#39;</span>
<span class="n">wordlists</span> <span class="o">=</span> <span class="n">PlaintextCorpusReader</span><span class="p">(</span><span class="n">corpus_root</span><span class="p">,</span> <span class="s1">&#39;.*&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;latin1&#39;</span><span class="p">)</span>
<span class="n">corpus_tokens</span> <span class="o">=</span> <span class="n">wordlists</span><span class="o">.</span><span class="n">words</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">corpus_tokens</span><span class="p">[:</span><span class="mi">10</span><span class="p">])</span>
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<pre>[&#39;No&#39;, &#39;.&#39;, &#39;1111&#39;, &#39;(&#39;, &#39;Sanitary&#39;, &#39;),&#39;, &#39;dated&#39;, &#39;Ootacamund&#39;, &#39;,&#39;, &#39;the&#39;]
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<span class="n">lower_corpus_tokens</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
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<pre>[&#39;no&#39;, &#39;.&#39;, &#39;1111&#39;, &#39;(&#39;, &#39;sanitary&#39;, &#39;),&#39;, &#39;dated&#39;, &#39;ootacamund&#39;, &#39;,&#39;, &#39;the&#39;]</pre>
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<p><strong>Task 3.1: Print out a larger slice of the list of tokens in the Medical History of British India collection, e.g. the first 30 tokens.</strong></p>
<p><strong>Task 3.2: Print out the same slice but for the lower-cased version.</strong></p>

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<h2 id="4.-Concordances-of-tokens-in-text">4. Concordances of tokens in text<a class="anchor-link" href="#4.-Concordances-of-tokens-in-text">&#182;</a></h2><p>Next, we will display concoordances for a particular token, i.e. all contexts a particular token appears in. We can do this using the <code>Text</code> class in NLTK's <code>text</code> package.  We can represent our list of lowercased tokens in the document collection loaded previously using the Text class.  The concordance list of a token can be displayed using the <code>concordance()</code> method on this class as shown below.</p>

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<span class="n">t</span> <span class="o">=</span> <span class="n">Text</span><span class="p">(</span><span class="n">lower_india_tokens</span><span class="p">)</span>
<span class="n">t</span><span class="o">.</span><span class="n">concordance</span><span class="p">(</span><span class="s1">&#39;woman&#39;</span><span class="p">)</span>
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<pre>Displaying 20 of 20 matches:
s of age , a sweeper , who married a woman who had leprosy , and at the age of 
e of sitabu , aged 40 , a muhammadan woman . her grand- father and father were 
ung man deliberately married a leper woman , and became himself a leper at the 
contrary . in no . 6 a man marries a woman whose grandfather and father had bee
 lepers . in no . 10 a man marries a woman whose father had died of leprosy . i
applies to these cases . in no . 2 a woman marries a man whose father and elder
n in the case of a man who marries a woman of notoriously leper family . in no 
toriously leper family . in no . 5 a woman marries a man whose elder brother wa
d continued to cohabit with a native woman after she had been attacked with lep
isen from intermarriage of a man and woman in both of whom leprosy was heredita
s a leper ; he is now married to the woman , and they both live in the asylum .
een accompanied by a healthy looking woman , and by this means , although all h
editary transmission . in one case a woman got the disease about two years afte
 passed their thirtieth year , one a woman about 25 years of age , and the seve
 fracture of femur in middle third . woman well nourished and skin healthy , no
 ; had a brother with same disease . woman recovered and able to move about ; o
re or less related to each other . a woman got leprosy first from a leprous hus
s village assured me that before the woman returned home after her husband &#39;s d
against it . this case was that of a woman with two leprous children , aged abo
ions had been lepers , who married a woman with tubercular leprosy , he being a
</pre>
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<p>In the output for the next bit of code we can see that there are many more results returned in the "he" concordance list. The <code>concordance()</code> method only prints the first 25 results by default (or less if there are less).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t</span> <span class="o">=</span> <span class="n">Text</span><span class="p">(</span><span class="n">lower_india_tokens</span><span class="p">)</span>
<span class="n">t</span><span class="o">.</span><span class="n">concordance</span><span class="p">(</span><span class="s1">&#39;he&#39;</span><span class="p">)</span>
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<pre>Displaying 25 of 170 matches:
leprosy treated by gurjun oil , which he was able to watch for a length of tim
 diminished . during these two months he gained three pounds in weight , which
does not seem much , considering that he did no work and was fairly well fed o
se from jail on the 23rd january 1876 he was again suffering from the sores th
n 5th and died on 20th october 1875 . he was seriously ill when he was brought
ober 1875 . he was seriously ill when he was brought to the hospital , and cou
itted on the 8th september 1875 , and he went home of his own accord on 20th d
is own accord on 20th december 1875 . he was much improved under treat- ment b
evalence of leprosy in the district , he had had but very few opportunities of
even half this number . the natives , he says , call every chronic skin diseas
in the legs , the feet and the ears . he has perfect taste , hearing , sight a
te laboured under it . the leper says he was quite free from leprosy until he 
 he was quite free from leprosy until he associated with this man and took din
prosy of 15 years &#39; standing . states he had first gonorrha , then syphillis ,
been affected 6 years ; was well when he married . had two children who died ,
ve of the territory beyond the hubb . he had lost some parts of his hands and 
 feet previous to his incarceration . he was treated with large doses of iodid
ease be removed . dr. bloomfield says he sent two interesting specimens of thi
ant medical college museum , but that he never heard of them after , nor did h
e never heard of them after , nor did he discover them in the museum when he v
d he discover them in the museum when he visited it afterwards . should the di
er and elder sister were lepers , and he himself became a leper at 30 years of
. his elder brother was a leper , and he himself became a leper at 32 . his wi
one year after she was affected , and he suffered from leprosy . no . 7.-the c
ied . afterwards , at the age of 43 , he him- self was attacked with leprosy .
</pre>
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<p>To print more lines, we can specify the number of lines.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t</span><span class="o">.</span><span class="n">concordance</span><span class="p">(</span><span class="s1">&#39;he&#39;</span><span class="p">,</span><span class="n">lines</span><span class="o">=</span><span class="mi">170</span><span class="p">)</span>
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<pre>Displaying 170 of 170 matches:
leprosy treated by gurjun oil , which he was able to watch for a length of tim
 diminished . during these two months he gained three pounds in weight , which
does not seem much , considering that he did no work and was fairly well fed o
se from jail on the 23rd january 1876 he was again suffering from the sores th
n 5th and died on 20th october 1875 . he was seriously ill when he was brought
ober 1875 . he was seriously ill when he was brought to the hospital , and cou
itted on the 8th september 1875 , and he went home of his own accord on 20th d
is own accord on 20th december 1875 . he was much improved under treat- ment b
evalence of leprosy in the district , he had had but very few opportunities of
even half this number . the natives , he says , call every chronic skin diseas
in the legs , the feet and the ears . he has perfect taste , hearing , sight a
te laboured under it . the leper says he was quite free from leprosy until he 
 he was quite free from leprosy until he associated with this man and took din
prosy of 15 years &#39; standing . states he had first gonorrha , then syphillis ,
been affected 6 years ; was well when he married . had two children who died ,
ve of the territory beyond the hubb . he had lost some parts of his hands and 
 feet previous to his incarceration . he was treated with large doses of iodid
ease be removed . dr. bloomfield says he sent two interesting specimens of thi
ant medical college museum , but that he never heard of them after , nor did h
e never heard of them after , nor did he discover them in the museum when he v
d he discover them in the museum when he visited it afterwards . should the di
er and elder sister were lepers , and he himself became a leper at 30 years of
. his elder brother was a leper , and he himself became a leper at 32 . his wi
one year after she was affected , and he suffered from leprosy . no . 7.-the c
ied . afterwards , at the age of 43 , he him- self was attacked with leprosy .
was attacked with leprosy in 1870 and he became a leper in 1871 , at the age o
 leper . his wife became a leper when he was 38 years old ; they continued to 
they continued to live together , and he himself became a leper at 50 . ? ( 10
kely that the man had reason to think he himself was not free from hereditary 
free from hereditary taint , although he states to the contrary . in no . 6 a 
ed the disease to contagion , in that he had lived next door to a shopkeeper w
 his misfortune only by the fact that he had continued to cohabit with a nativ
e question of hereditary taint , that he should be inclined to put down `` unk
much hereditary as tuberculosis , and he has no doubt that the families of a m
. fitzgerald of intelligent natives , he found the belief prevailing amongst t
en years afterwards at bombay , where he had gone to be treated by dr. bhau dh
es appealed from the saint to me , as he did not seem to favour them . all the
n life ; the subject , a khidmatgar . he was much benefitted-he himself declar
er for some time . before many months he shewed signs of leprosy and asked to 
and asked to be admitted as a leper ; he is now married to the woman , and the
is sick . ditto ten years ago . first he noticed the insen sibility of the han
xcepting on the top of the head where he had favus . ansthesic , otherwise goo
une 1876 . suffered from diarrha when he began to take the oil . says the spot
says since the application of the oil he got many ulcers on the soles of both 
st 1876 . no better . 18th may 1877 . he felt much better when taking carbolic
g carbolic acid than gurjun oil which he began to take three months ago . r. d
he undersigned very much regrets that he had quite overlooked the fact that th
ous . mr. manook saw no case in which he could trace contagious the cause . pu
 in mortuary registration area lepers he does not think so ... seems to be mos
so assured by an intelligent man that he saw a child born with the characteris
now , and a pilgrim from juggurnath . he was brought by the police in a cart t
ful state of emaciation and disease . he had , he stated , suffered from lepro
 of emaciation and disease . he had , he stated , suffered from leprosy for ab
elatives are lepers . when admitted , he was literally only bone and skin , an
 of his feet and palms of his hands . he had lost several fingers and toes , a
 addition to the gurjun oil treatment he was liberally fed and stimulated . af
 great part due to the feeding . when he was discharged from hospital , save t
 the stumps of his fingers and toes , he bore no appearance of being a leper ;
skin of the fingers and other signs . he im- proved rapidly and was discharged
 the last six years . his relatives , he states , are free from leprosy . a ca
 and denied hereditary taint ; but as he also stated that in his village ( in 
leprosy at the age of the parent when he first got the disease . i have seen o
e by remaining with her husband after he had the disease on him , while three 
ents were free from the disease , and he had no communication with any other l
patient had sores all over the body . he was six days only in hospital . 7 . t
 mention the type of the disease that he most frequently observed , nor does h
e most frequently observed , nor does he seem to have made any enquiry as to w
e period to which the report refers . he considers leprosy a very rare disease
id to have been caused by contagion . he reports that milkmen , washermen , we
he classes most frequently attacked . he does not mention the number of cases 
es treated during the year , nor does he seem to think that the inhabitants of
t brother had the disease , with whom he would lie down or take his food . 3 .
 labourer by profession , states that he gets ulcers in consequence of self-fo
ontagion from another man , with whom he used to work and sleep together . 5 .
y treatment . the patient states that he was attacked with syphilis some 22 ye
h syphilis some 22 years before , and he freed himself from the disease with t
m no . 33 of 15th january 1877 ; that he finds out within four miles square ab
itary cause , and only last two years he is attacked by the disease , and the 
 on his forty-fifth year of age , and he is quite unable to give his own histo
is own history , and also stated that he is unacquainted with the cause of the
of the disease , and in his childhood he lost his father and mother ; and afte
 , had only one case of leprosy , and he was released in december last . with 
ring from was of the ansthetic form ; he had had it for upwards of two years .
. the man was about 38 years of age . he was a widower , his wife having died 
 years before the disease commenced . he could trace no family history of the 
in his wife &#39;s family . by occupation he was an agriculturist , and by caste a
hands and the soles of the feet , and he informed me that the disease first co
e loathsomeness of the disease , that he begged of me to keep him apart from t
rogress of the disease was arrested . he was a native of this district , had n
 , &amp; c. , at serajgunge , states that he is unable to furnish information on t
hers and sisters.-one leper says that he has two brothers-one is diseased , an
ntagion.-from his brother , with whom he came constantly in contact , and who 
nd before she was a year in the house he got the disease . in the course of si
urned home after her husband &#39;s death he had not seen a leper in that village 
c patch on forearm just above wrist ; he stated that it came on with numb- nes
case there is no hereditary history ; he is a pale hearty man about 55 , and o
rjun oil returned home the same day . he stated that he had been suffering fro
ed home the same day . he stated that he had been suffering from the disease f
dispensary on the 12th october last . he stated he had always enjoyed good hea
 on the 12th october last . he stated he had always enjoyed good health up to 
alth up to his eighteenth year , when he contracted syphilis , and that during
at during the following twelve months he was in the hands of the native physic
 from the effects of mercurialization he first noticed and complained of numbn
r in the jail amongst 375 prisoners ; he is undergoing a sentence of ten years
 undergoing a sentence of ten years . he is a garo from shushung at the foot o
shung at the foot of the garo hills . he says that his father suffered from le
e rest of his family except himself . he was a leper on admission to the jail 
ssion to the jail eight years since . he says that leprosy exists , but it is 
f caladium ) and other jungle roots . he asserts that he can distinguish an in
 other jungle roots . he asserts that he can distinguish an inhabitant of eith
art of k ? ( 38 ) the abdomen , which he says is characteristic . there is als
to any hereditary or venereal taint . he states , however , that his wife and 
 tubercular form was well exhibited ; he was a stout , powerfully built man wi
 who has been in orissa since birth . he is a native gentleman of remarkably s
marked on arterior aspect of thighs . he can not recognize number of points of
rcles on face not so prominent ; says he feels his body lighter ; appetite imp
tment bis . ; attended only one day ; he gains his livelihood by begging , and
ruption with exudation on left hand ; he can flex and extend its fingers easil
 and extend its fingers easily ; says he has had the disease three years . has
f left hand much less ; can feel when he is touched ; several small spots on t
re were symptoms of improvement , but he had no patience to go on with the med
ails of eight cases , in six of which he elicited a family taint . dr. ghose ,
of behar is of no value whatever , as he has apparently ( 3 ) classed as cases
andmother of his mother &#39;s side , and he contracted the disease some time afte
of jodpur , and bunnea by caste , and he inherited the disease from his mother
able , or in some other clean water ; he seldom takes fish or meat ; while the
my predecessor , dr. thornton , which he communicated to you in his letter no 
r no . 32 of the 30th june 1875 , and he was civil surgeon of shahabad for ove
 no copy can be found in the office . he would willingly send in a return shew
return would be useless . dr. gayer , he believes , has previously reported to
hs &#39; imprisonment at goalundo , where he was employed in the railway ; the oth
t i did not see him lately ; probably he is dead . no . 1342 , dated shillong 
mined into by the civil surgeon , but he took no account of the population of 
ying : `` two lepers are related &#39;&#39; , he writes , `` to each other , and there
er of whom , nor his wife , from whom he is separated since the disease commen
 white leprosy , says of himself that he first observed the disease 20 years a
other leper in his family , as far as he knows , nor his village ; says he is 
 as he knows , nor his village ; says he is married , and , has two boys , age
her husband for the last five years ; he has not got the disease , and the chi
ife and two sons , all healthy . says he was all right till about three years 
 no brothers or sisters . states that he has had leprosy for four years . the 
587 of 16th ultimo , begs to say that he has no further remarks to offer regar
o offer regarding leprosy beyond what he has said in the reports he has alread
eyond what he has said in the reports he has already furnished . a. cameron , 
ad a nephew , who was an albino , but he is dead . taking the two lepers who a
 ( 32 ) healthy ; two were born after he had contracted the disease , and have
 , but cohabits with no . 4 , by whom he has had two sons , both died in early
tion it proved very efficacious , but he was not encour- aged to continue inte
is frequent tours on vaccination work he has met with very few sufferers . he 
 he has met with very few sufferers . he gives the details of ten cases which 
e course of his tours in the district he met with only two other lepers ; of t
ied a woman with tubercular leprosy , he being at the time in ignorance as to 
 after coming under his observation . he is unable from per- sonal experience 
onsiders the remedy to be `` the best he has ever employed &#39;&#39; , that its persi
e progress of every form of leprosy . he is , however , unable to express a de
was not followed by any improvement . he considers poverty and diet to be exci
 discontinued attendance . patients , he states , object strongly to the conti
nt . goalpara.-dr. slane reports that he has personally tried the remedy on on
firming evidence from natives , who , he supposes , dread the social ostracism
d , but the civil surgeon states that he has not met with any case in which a 
 hills.-the civil surgeon states that he has been unable to discover the exist
tunities for testing the experiment . he considers that it could be more compl
ergoing a long term of imprisonment . he records twenty-two cases , in which ,
the civil surgeon , amraoti , regrets he can not give the information . he can
ets he can not give the information . he can not get about . he has asked depu
 information . he can not get about . he has asked deputy commissioner for the
it is his duty to give it as fully as he can , or to say he can not give it , 
ive it as fully as he can , or to say he can not give it , while from this cor
istance in search of medical relief . he would therefore be in- clined for the
ylum for many years , informs me that he does not know of a case of complete c
</pre>
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<p><strong>Task 4.1: Rerun this code with other terms to see how the context changes accordingly.</strong></p>

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<h2 id="5.-Searching-text-using-regular-expressions">5. Searching text using regular expressions<a class="anchor-link" href="#5.-Searching-text-using-regular-expressions">&#182;</a></h2><p>You may want to look for the word "women" as well a "woman" in a corpus simultaneously, to find out how many times they occur. You would do this using regular expressions. Regular expressions define a search term that can have some variety in it.  Do use regular expression search in python, you first need to import <code>re</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">re</span>
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<p>The next line is a bit more complex combining a for loop and and an if statement so let's explain this in a bit more detail.</p>
<p>The code first goes through each element in the <code>lower_india_tokens</code> list using a for loop and assigning each element in that list to the variable<code>w</code>. The if statement then specifies to only return true if the strings assigned to <code>w</code> matches "woman" or "women".  If that is the case then the word is added to the <code>womaen_strings</code> list.</p>
<p>The regular expression search string <code>^wom[ae]n$</code> contains square brackets to indicate that the letter to match could be "a" or "e" (so either woman or women).  <code>^</code> means start of string and <code>$</code> means end of string, so the search is for the exact tokens "women" or "woman" but not for words containing them.</p>
<p>You can see all the strings found in the corpus assigned to the <code>womaen_strings</code> list by printing it.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">womaen_strings</span><span class="o">=</span><span class="p">[</span><span class="n">w</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">lower_india_tokens</span> <span class="k">if</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="s1">&#39;^wom[ae]n$&#39;</span><span class="p">,</span> <span class="n">w</span><span class="p">)]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">womaen_strings</span><span class="p">)</span>
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<pre>[&#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;]
</pre>
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<p>You can see how the search results change if you remove the ^ and $ characters from the regular expression.</p>
<p>Now that the results are stored in a list you can count them. We will see how to do that in the next section of the course.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">womaen_strings</span><span class="o">=</span><span class="p">[</span><span class="n">w</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">lower_india_tokens</span> <span class="k">if</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="s1">&#39;wom[ae]n&#39;</span><span class="p">,</span> <span class="n">w</span><span class="p">)]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">womaen_strings</span><span class="p">)</span>
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<pre>[&#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;washerwoman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;, &#39;woman&#39;, &#39;woman&#39;, &#39;women&#39;, &#39;women&#39;, &#39;women&#39;]
</pre>
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<p>Regural expressions can be very specific and we will not cover them in detail here but they are very powerful to carry out complex searches, e.g. find all tokens starting in a and are 12 charachters long (. means a character). Or find all tokens which are 13 characters long but that do not start with a lower case letter ([^a-z] means not the letter a-z).</p>

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<pre>[&#39;antiscorbutic&#39;,
 &#39;approximately&#39;,
 &#39;approximately&#39;,
 &#39;agriculturist&#39;,
 &#39;ages.-chiefly&#39;,
 &#39;approximately&#39;,
 &#39;accommodation&#39;]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">[</span><span class="n">w</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">lower_india_tokens</span> <span class="k">if</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="s1">&#39;^[^a-z]............$&#39;</span><span class="p">,</span> <span class="n">w</span><span class="p">)]</span>
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<pre>[&#39;24-pergunnahs&#39;,
 &#39;19.-commenced&#39;,
 &#39;24-pergunuahs&#39;,
 &#39;24-pergunnahs&#39;,
 &#39;24-pergunnahs&#39;,
 &#39;1875.-patches&#39;]</pre>
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<p><strong>Task 5.1: search for all tokens starting with the string "man" or "men"</strong></p>

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<h2 id="6.-Counting-tokens-in-text">6. Counting tokens in text<a class="anchor-link" href="#6.-Counting-tokens-in-text">&#182;</a></h2><p>You can also do other useful things like count the number of tokens in a text, determine the number and percentage count of particular tokens and plot the count distributions as a graph. To do this we have to import the <code>FreqDist</code> class from the NLTK <code>probability</code> package.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">nltk.probability</span> <span class="k">import</span> <span class="n">FreqDist</span>
<span class="n">fdist</span> <span class="o">=</span> <span class="n">FreqDist</span><span class="p">(</span><span class="n">lower_india_tokens</span><span class="p">)</span>
<span class="n">fdist</span>
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<pre>FreqDist({&#39;the&#39;: 5923, &#39;,&#39;: 5332, &#39;.&#39;: 5258, &#39;of&#39;: 4062, &#39;and&#39;: 2118, &#39;in&#39;: 2117, &#39;to&#39;: 1891, &#39;is&#39;: 1124, &#39;a&#39;: 1049, &#39;that&#39;: 816, ...})</pre>
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<p>We can count the total number of tokens in a corpus using the N() method</p>

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<pre>93571</pre>
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<p>And count the number of times a token appears in a corpus:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fdist</span><span class="p">[</span><span class="s1">&#39;she&#39;</span><span class="p">]</span>
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<pre>26</pre>
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<p>We can also determine the relative frequency of a token in a corpus, so what % of the corpus a term is:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fdist</span><span class="o">.</span><span class="n">freq</span><span class="p">(</span><span class="s1">&#39;she&#39;</span><span class="p">)</span>
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<pre>0.0002778638680787851</pre>
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<p>If you have a list of tokens created using regular expression matching as in the previous section and you'd like to count them then you can also simply count the lenght of the list:</p>

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<pre>43</pre>
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<p><strong>Task 6.1: Change the word "she" to something else to see how the frequency changes.</strong></p>

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<h2 id="7.-Frequency-distributions">7. Frequency distributions<a class="anchor-link" href="#7.-Frequency-distributions">&#182;</a></h2>
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<h4 id="Graph">Graph<a class="anchor-link" href="#Graph">&#182;</a></h4><p>The <code>plot()</code> method can be called to draw the frequency distribution as a graph for the most common tokens in the text.</p>

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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a8cc79c18&gt;</pre>
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<p>You can see that the distribution contains a lot of non-content words like "the", "of", "and" etc. (we call these stop words) and punctuation. We can remove them before drawing the graph.  We need to import <code>stopwords</code> from the <code>corpus</code> package to do this.  The list of stop words is combined with a list of punctuation and a list of single digits using <code>+</code> signs into a new list of items to be ignored.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nltk</span><span class="o">.</span><span class="n">download</span><span class="p">(</span><span class="s1">&#39;stopwords&#39;</span><span class="p">)</span>
<span class="kn">from</span> <span class="nn">nltk.corpus</span> <span class="k">import</span> <span class="n">stopwords</span> 
<span class="n">remove_these</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">stopwords</span><span class="o">.</span><span class="n">words</span><span class="p">(</span><span class="s1">&#39;english&#39;</span><span class="p">)</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">string</span><span class="o">.</span><span class="n">punctuation</span><span class="p">)</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">string</span><span class="o">.</span><span class="n">digits</span><span class="p">))</span>
<span class="n">filtered_text</span> <span class="o">=</span> <span class="p">[</span><span class="n">w</span> <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">lower_india_tokens</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">remove_these</span><span class="p">]</span>
<span class="n">fdist_filtered</span> <span class="o">=</span> <span class="n">FreqDist</span><span class="p">(</span><span class="n">filtered_text</span><span class="p">)</span>
<span class="n">fdist_filtered</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="mi">30</span><span class="p">,</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Frequency distribution for 30 most common tokens in our text collection&#39;</span><span class="p">)</span>
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<pre>[nltk_data] Downloading package stopwords to /Users/balex/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!
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
"
>
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    <div class="prompt output_prompt">Out[37]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a8cf874a8&gt;</pre>
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<p><strong>Note: While it makes sense to remove stop words for this type of frequency analyis it essential to keep them in the data for other text analysis tasks.  Retaining the original text is crucial, for example, when deriving part-of-speech tags of a text or for recognising names in a text.  We will look at these tasks in day 2 of this course.</strong></p>

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<h4 id="Word-Cloud">Word Cloud<a class="anchor-link" href="#Word-Cloud">&#182;</a></h4><p>We can also present the filtered tokens as a word cloud. This allows us the have an overview of the corpus using the <code>WordCloud( ).generate()</code> method. The input to this method is a string and the whitespace in the string is used as the delimiter between words displayed in the word cloud.</p>
<p>We therefore have to join the filtered text back into a string, using the <code>" ".join(list)</code> syntax. This allows us to concatenate all of the items in the <code>filtered_text</code> list (so all of the lower-cased and filtered tokens in the corpus) by joining them into one string separating each list element (token) with a whitespace.</p>
<p>We generate the WordCloud on the concatenated string and plot the figure to a size. We can show the plot using plt.show()</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>

<span class="kn">from</span> <span class="nn">wordcloud</span> <span class="k">import</span> <span class="n">WordCloud</span>
<span class="n">joined_text_string</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">filtered_text</span><span class="p">)</span>
<span class="n">cloud</span> <span class="o">=</span> <span class="n">WordCloud</span><span class="p">(</span><span class="n">max_font_size</span><span class="o">=</span><span class="mi">80</span><span class="p">,</span><span class="n">colormap</span><span class="o">=</span><span class="s2">&quot;hsv&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">joined_text_string</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">12</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">cloud</span><span class="p">,</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;bilinear&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p><strong>Task 7.1: Change the last frequency distribution plot to not show any the following strings: "...", "1876", "1877", "one", "two", "three".<br>
Consider adding them to the <code>remove_these</code> list.</strong></p>
<p><strong>Task 7.2: Redraw the word cloud with the updated <code>filtered_text</code> variable (after removing the strings in task 7.1).</strong></p>

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<p><a href="https://github.com/bea-alex/text-mining-course/blob/master/prerequisites.md">Back: Prerequisites</a> | <a href="http://htmlpreview.github.io/?https://github.com/bea-alex/text-mining-course/blob/master/text-mining-day2.html">Next: Text Mining - Day 2</a></p>

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