Naive Bayes Case Study.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# 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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<h1 id="Income-Data">Income Data<a class="anchor-link" href="#Income-Data">&#182;</a></h1><p>Objective: to find the pattern of people with income more than 50K.</p>
<h2 id="Models-Deployed">Models Deployed<a class="anchor-link" href="#Models-Deployed">&#182;</a></h2><ol>
<li><p>Logistics Regression Model</p>
</li>
<li><p>Gaussian Naive Bayes</p>
</li>
<li><p>Bonus Model: Random Forest</p>
</li>
</ol>
<h3 id="Variable-description:">Variable description:<a class="anchor-link" href="#Variable-description:">&#182;</a></h3><p>age: continuous</p>
<p>workclass: Private, Self-emp-not-inc, Self-emp-inc, Federal-gov, Local-gov, State-gov, Without-pay, Never-worked.</p>
<p>fnlwgt: continuous.</p>
<p>education: Bachelors, Some-college, 11th, HS-grad, Prof-school, Assoc-acdm, Assoc-voc, 9th, 7th-8th, 12th, Masters, 1st-4th, 10th, Doctorate, 5th-6th, Preschool.</p>
<p>education-num: continuous.</p>
<p>marital-status: Married-civ-spouse, Divorced, Never-married, Separated, Widowed, Married-spouse-absent, Married-AF-spouse.</p>
<p>occupation: Tech-support, Craft-repair, Other-service, Sales, Exec-managerial, Prof-specialty, Handlers-cleaners, Machine-op-inspct, Adm-clerical, Farming-fishing, Transport-moving, Priv-house-serv, Protective-serv, Armed-Forces.</p>
<p>relationship: Wife, Own-child, Husband, Not-in-family, Other-relative, Unmarried.</p>
<p>race: White, Asian-Pac-Islander, Amer-Indian-Eskimo, Other, Black.</p>
<p>sex: Female, Male.</p>
<p>capital-gain: continuous.</p>
<p>capital-loss: continuous.</p>
<p>hours-per-week: continuous.</p>
<p>native-country: United-States, Cambodia, England, Puerto-Rico, Canada, Germany, Outlying-US(Guam-USVI-etc), India, Japan, Greece, South, China, Cuba, Iran, Honduras, Philippines, Italy, Poland, Jamaica, Vietnam, Mexico, Portugal, Ireland, France, Dominican-Republic, Laos, Ecuador, Taiwan, Haiti, Columbia, Hungary, Guatemala, Nicaragua, Scotland, Thailand, Yugoslavia, El-Salvador, Trinadad&amp;Tobago, Peru, Hong, Holand-Netherlands.</p>
<p>class: &gt;50K, &lt;=50K :: TARGET Variable</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;~/Downloads/Income Data.csv&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>Age</th>
      <th>Workclass</th>
      <th>fnlwgt</th>
      <th>Education</th>
      <th>Education-Num</th>
      <th>Marital Status</th>
      <th>Occupation</th>
      <th>Relationship</th>
      <th>Race</th>
      <th>Sex</th>
      <th>Capital Gain</th>
      <th>Capital Loss</th>
      <th>Hours Per Week</th>
      <th>Native Country</th>
      <th>Class</th>
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      <th>0</th>
      <td>39</td>
      <td>State-gov</td>
      <td>77516</td>
      <td>Bachelors</td>
      <td>13</td>
      <td>Never-married</td>
      <td>Adm-clerical</td>
      <td>Not-in-family</td>
      <td>White</td>
      <td>Male</td>
      <td>2174</td>
      <td>0</td>
      <td>40</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
    </tr>
    <tr>
      <th>1</th>
      <td>50</td>
      <td>Self-emp-not-inc</td>
      <td>83311</td>
      <td>Bachelors</td>
      <td>13</td>
      <td>Married-civ-spouse</td>
      <td>Exec-managerial</td>
      <td>Husband</td>
      <td>White</td>
      <td>Male</td>
      <td>0</td>
      <td>0</td>
      <td>13</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
    </tr>
    <tr>
      <th>2</th>
      <td>38</td>
      <td>Private</td>
      <td>215646</td>
      <td>HS-grad</td>
      <td>9</td>
      <td>Divorced</td>
      <td>Handlers-cleaners</td>
      <td>Not-in-family</td>
      <td>White</td>
      <td>Male</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
    </tr>
    <tr>
      <th>3</th>
      <td>53</td>
      <td>Private</td>
      <td>234721</td>
      <td>11th</td>
      <td>7</td>
      <td>Married-civ-spouse</td>
      <td>Handlers-cleaners</td>
      <td>Husband</td>
      <td>Black</td>
      <td>Male</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
    </tr>
    <tr>
      <th>4</th>
      <td>28</td>
      <td>Private</td>
      <td>338409</td>
      <td>Bachelors</td>
      <td>13</td>
      <td>Married-civ-spouse</td>
      <td>Prof-specialty</td>
      <td>Wife</td>
      <td>Black</td>
      <td>Female</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>Cuba</td>
      <td>&lt;=50K</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Explore the Native Country</span>
<span class="c1">#income[&quot;Native Country&quot;].value_counts()</span>

<span class="c1"># 583 obs have &quot;?&quot;:: Like Missing Values</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Find the Count of Missing Values</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;Workclass&quot;</span><span class="p">,</span> <span class="s1">&#39;Education&#39;</span><span class="p">,</span> <span class="s1">&#39;Marital Status&#39;</span><span class="p">,</span> <span class="s1">&#39;Occupation&#39;</span><span class="p">,</span>
         <span class="s1">&#39;Relationship&#39;</span><span class="p">,</span> <span class="s1">&#39;Race&#39;</span><span class="p">,</span> <span class="s1">&#39;Sex&#39;</span><span class="p">,</span> <span class="s1">&#39;Native Country&#39;</span><span class="p">]:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="s2">&quot;:&quot;</span><span class="p">,</span> <span class="nb">sum</span><span class="p">(</span><span class="n">income</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">==</span> <span class="s2">&quot; ?&quot;</span><span class="p">))</span> <span class="c1"># One word space</span>
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<pre>Workclass : 0
Education : 0
Marital Status : 0
Occupation : 0
Relationship : 0
Race : 0
Sex : 0
Native Country : 0
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Remove the Missing Values</span>
<span class="n">income</span><span class="p">[</span><span class="s2">&quot;Occupation&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">income</span><span class="p">[</span><span class="s2">&quot;Occupation&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">to_replace</span> <span class="o">=</span> <span class="s2">&quot; ?&quot;</span><span class="p">,</span> 
                                                             <span class="n">value</span> <span class="o">=</span> <span class="s2">&quot;Prof-speciality&quot;</span><span class="p">)</span>
<span class="n">income</span><span class="p">[</span><span class="s2">&quot;Native Country&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">income</span><span class="p">[</span><span class="s2">&quot;Native Country&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">to_replace</span> <span class="o">=</span> <span class="s2">&quot; ?&quot;</span><span class="p">,</span> 
                                                             <span class="n">value</span> <span class="o">=</span> <span class="s2">&quot;United-States&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Pattern between the age and no of working hours</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;Age&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;Hours Per Week&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">income</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span> <span class="c1"># No Pattern between the Age and No of Working Hours</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Relation between the Occupation and Hours Per Week</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">10</span><span class="p">,</span><span class="mi">8</span><span class="p">])</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;Occupation&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;Hours Per Week&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">income</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># # Relation between the Occupation and Class</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">10</span><span class="p">,</span><span class="mi">6</span><span class="p">])</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;Occupation&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">income</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
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<h1 id="Encoding">Encoding<a class="anchor-link" href="#Encoding">&#182;</a></h1><ol>
<li><p>Label Encoding</p>
</li>
<li><p>One Hot Encoding</p>
</li>
</ol>
<p>In Classification Problems, the cat variables being non numeric are not accepted by any ML Algorithm in Python.</p>
<p>In such scenario, we convert the Cat Variable into Numerical Variable.</p>
<p>Label encoding works where the observations in cat variable follow some order where as OHE doesnot follow any order.</p>

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<div class="prompt input_prompt">In&nbsp;[51]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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    <div class="prompt output_prompt">Out[51]:</div>


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<style scoped>
    .dataframe tbody tr th:only-of-type {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Age</th>
      <th>Workclass</th>
      <th>fnlwgt</th>
      <th>Education</th>
      <th>Education-Num</th>
      <th>Marital Status</th>
      <th>Occupation</th>
      <th>Relationship</th>
      <th>Race</th>
      <th>Sex</th>
      <th>Capital Gain</th>
      <th>Capital Loss</th>
      <th>Hours Per Week</th>
      <th>Native Country</th>
      <th>Class</th>
      <th>Workclass_Cat</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>39</td>
      <td>State-gov</td>
      <td>77516</td>
      <td>Bachelors</td>
      <td>13</td>
      <td>Never-married</td>
      <td>Adm-clerical</td>
      <td>Not-in-family</td>
      <td>White</td>
      <td>Male</td>
      <td>2174</td>
      <td>0</td>
      <td>40</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
      <td>6</td>
    </tr>
    <tr>
      <th>1</th>
      <td>50</td>
      <td>Self-emp-not-inc</td>
      <td>83311</td>
      <td>Bachelors</td>
      <td>13</td>
      <td>Married-civ-spouse</td>
      <td>Exec-managerial</td>
      <td>Husband</td>
      <td>White</td>
      <td>Male</td>
      <td>0</td>
      <td>0</td>
      <td>13</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2</th>
      <td>38</td>
      <td>Private</td>
      <td>215646</td>
      <td>HS-grad</td>
      <td>9</td>
      <td>Divorced</td>
      <td>Handlers-cleaners</td>
      <td>Not-in-family</td>
      <td>White</td>
      <td>Male</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
      <td>3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>53</td>
      <td>Private</td>
      <td>234721</td>
      <td>11th</td>
      <td>7</td>
      <td>Married-civ-spouse</td>
      <td>Handlers-cleaners</td>
      <td>Husband</td>
      <td>Black</td>
      <td>Male</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
      <td>3</td>
    </tr>
    <tr>
      <th>4</th>
      <td>28</td>
      <td>Private</td>
      <td>338409</td>
      <td>Bachelors</td>
      <td>13</td>
      <td>Married-civ-spouse</td>
      <td>Prof-specialty</td>
      <td>Wife</td>
      <td>Black</td>
      <td>Female</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>Cuba</td>
      <td>&lt;=50K</td>
      <td>3</td>
    </tr>
  </tbody>
</table>
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<div class="prompt input_prompt">In&nbsp;[44]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Apply One Hot Encoding</span>
<span class="n">newinc</span><span class="o">.</span><span class="n">shape</span>
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<pre>(32561, 110)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">newinc</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">income</span><span class="p">)</span> <span class="c1"># OHE </span>
<span class="n">newinc</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<table border="1" class="dataframe">
  <thead>
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      <th></th>
      <th>Age</th>
      <th>fnlwgt</th>
      <th>Education-Num</th>
      <th>Capital Gain</th>
      <th>Capital Loss</th>
      <th>Hours Per Week</th>
      <th>Workclass_Cat</th>
      <th>education_cat</th>
      <th>maritalstatus_cat</th>
      <th>occupation_cat</th>
      <th>...</th>
      <th>Native Country_ South</th>
      <th>Native Country_ Taiwan</th>
      <th>Native Country_ Thailand</th>
      <th>Native Country_ Trinadad&amp;Tobago</th>
      <th>Native Country_ United-States</th>
      <th>Native Country_ Vietnam</th>
      <th>Native Country_ Yugoslavia</th>
      <th>Native Country_United-States</th>
      <th>Class_ &lt;=50K</th>
      <th>Class_ &gt;50K</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>39</td>
      <td>77516</td>
      <td>13</td>
      <td>2174</td>
      <td>0</td>
      <td>40</td>
      <td>6</td>
      <td>9</td>
      <td>4</td>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>50</td>
      <td>83311</td>
      <td>13</td>
      <td>0</td>
      <td>0</td>
      <td>13</td>
      <td>5</td>
      <td>9</td>
      <td>2</td>
      <td>3</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>38</td>
      <td>215646</td>
      <td>9</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>3</td>
      <td>11</td>
      <td>0</td>
      <td>5</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>53</td>
      <td>234721</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>3</td>
      <td>1</td>
      <td>2</td>
      <td>5</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>28</td>
      <td>338409</td>
      <td>13</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>3</td>
      <td>9</td>
      <td>2</td>
      <td>9</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 118 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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        vertical-align: top;
    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Age</th>
      <th>Workclass</th>
      <th>fnlwgt</th>
      <th>Education</th>
      <th>Education-Num</th>
      <th>Marital Status</th>
      <th>Occupation</th>
      <th>Relationship</th>
      <th>Race</th>
      <th>Sex</th>
      <th>Capital Gain</th>
      <th>Capital Loss</th>
      <th>Hours Per Week</th>
      <th>Native Country</th>
      <th>Class</th>
      <th>Workclass_Cat</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>39</td>
      <td>State-gov</td>
      <td>77516</td>
      <td>Bachelors</td>
      <td>13</td>
      <td>Never-married</td>
      <td>Adm-clerical</td>
      <td>Not-in-family</td>
      <td>White</td>
      <td>Male</td>
      <td>2174</td>
      <td>0</td>
      <td>40</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
      <td>6</td>
    </tr>
    <tr>
      <th>1</th>
      <td>50</td>
      <td>Self-emp-not-inc</td>
      <td>83311</td>
      <td>Bachelors</td>
      <td>13</td>
      <td>Married-civ-spouse</td>
      <td>Exec-managerial</td>
      <td>Husband</td>
      <td>White</td>
      <td>Male</td>
      <td>0</td>
      <td>0</td>
      <td>13</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2</th>
      <td>38</td>
      <td>Private</td>
      <td>215646</td>
      <td>HS-grad</td>
      <td>9</td>
      <td>Divorced</td>
      <td>Handlers-cleaners</td>
      <td>Not-in-family</td>
      <td>White</td>
      <td>Male</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
      <td>3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>53</td>
      <td>Private</td>
      <td>234721</td>
      <td>11th</td>
      <td>7</td>
      <td>Married-civ-spouse</td>
      <td>Handlers-cleaners</td>
      <td>Husband</td>
      <td>Black</td>
      <td>Male</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
      <td>3</td>
    </tr>
    <tr>
      <th>4</th>
      <td>28</td>
      <td>Private</td>
      <td>338409</td>
      <td>Bachelors</td>
      <td>13</td>
      <td>Married-civ-spouse</td>
      <td>Prof-specialty</td>
      <td>Wife</td>
      <td>Black</td>
      <td>Female</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>Cuba</td>
      <td>&lt;=50K</td>
      <td>3</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Label Encoding</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">LabelEncoder</span>
<span class="n">le</span> <span class="o">=</span> <span class="n">LabelEncoder</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#workclass_cat = le.fit_transform(income.Workclass) # fit_transform, the output is in form of array</span>
<span class="n">education_cat</span> <span class="o">=</span> <span class="n">le</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">income</span><span class="o">.</span><span class="n">Education</span><span class="p">)</span>
<span class="n">maritalstatus_cat</span> <span class="o">=</span> <span class="n">le</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">income</span><span class="p">[</span><span class="s2">&quot;Marital Status&quot;</span><span class="p">])</span>
<span class="n">occupation_cat</span> <span class="o">=</span> <span class="n">le</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">income</span><span class="o">.</span><span class="n">Occupation</span><span class="p">)</span>
<span class="n">relationship_cat</span> <span class="o">=</span> <span class="n">le</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">income</span><span class="o">.</span><span class="n">Relationship</span><span class="p">)</span>
<span class="n">race_cat</span> <span class="o">=</span> <span class="n">le</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">income</span><span class="o">.</span><span class="n">Race</span><span class="p">)</span>
<span class="n">gender_cat</span> <span class="o">=</span> <span class="n">le</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">income</span><span class="o">.</span><span class="n">Sex</span><span class="p">)</span>
<span class="n">native_country</span> <span class="o">=</span> <span class="n">le</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">income</span><span class="p">[</span><span class="s2">&quot;Native Country&quot;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income</span><span class="p">[</span><span class="s2">&quot;Workclass_Cat&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">workclass_cat</span>
<span class="n">income</span><span class="p">[</span><span class="s2">&quot;education_cat&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">education_cat</span>
<span class="n">income</span><span class="p">[</span><span class="s2">&quot;maritalstatus_cat&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">maritalstatus_cat</span>
<span class="n">income</span><span class="p">[</span><span class="s2">&quot;occupation_cat&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">occupation_cat</span>
<span class="n">income</span><span class="p">[</span><span class="s2">&quot;relationship_cat&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">relationship_cat</span>
<span class="n">income</span><span class="p">[</span><span class="s2">&quot;race_cat&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">race_cat</span>
<span class="n">income</span><span class="p">[</span><span class="s2">&quot;gender_cat&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">gender_cat</span>
<span class="n">income</span><span class="p">[</span><span class="s2">&quot;native_country&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">native_country</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;Age&#39;, &#39;Workclass&#39;, &#39;fnlwgt&#39;, &#39;Education&#39;, &#39;Education-Num&#39;,
       &#39;Marital Status&#39;, &#39;Occupation&#39;, &#39;Relationship&#39;, &#39;Race&#39;, &#39;Sex&#39;,
       &#39;Capital Gain&#39;, &#39;Capital Loss&#39;, &#39;Hours Per Week&#39;, &#39;Native Country&#39;,
       &#39;Class&#39;, &#39;Workclass_Cat&#39;, &#39;education_cat&#39;, &#39;maritalstatus_cat&#39;,
       &#39;occupation_cat&#39;, &#39;relationship_cat&#39;, &#39;race_cat&#39;, &#39;gender_cat&#39;,
       &#39;native_country&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Deleting the Cat Variables</span>
<span class="n">colnames</span> <span class="o">=</span>  <span class="p">[</span><span class="s2">&quot;Workclass&quot;</span><span class="p">,</span> <span class="s2">&quot;Education&quot;</span><span class="p">,</span><span class="s1">&#39;Marital Status&#39;</span><span class="p">,</span> <span class="s1">&#39;Occupation&#39;</span><span class="p">,</span>
         <span class="s1">&#39;Relationship&#39;</span><span class="p">,</span> <span class="s1">&#39;Race&#39;</span><span class="p">,</span> <span class="s1">&#39;Sex&#39;</span><span class="p">,</span> <span class="s1">&#39;Native Country&#39;</span><span class="p">]</span>
<span class="n">income_new</span> <span class="o">=</span> <span class="n">income</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">colnames</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income_new</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        vertical-align: middle;
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        vertical-align: top;
    }

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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Age</th>
      <th>fnlwgt</th>
      <th>Education-Num</th>
      <th>Capital Gain</th>
      <th>Capital Loss</th>
      <th>Hours Per Week</th>
      <th>Class</th>
      <th>Workclass_Cat</th>
      <th>education_cat</th>
      <th>maritalstatus_cat</th>
      <th>occupation_cat</th>
      <th>relationship_cat</th>
      <th>race_cat</th>
      <th>gender_cat</th>
      <th>native_country</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>39</td>
      <td>77516</td>
      <td>13</td>
      <td>2174</td>
      <td>0</td>
      <td>40</td>
      <td>&lt;=50K</td>
      <td>6</td>
      <td>9</td>
      <td>4</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>1</td>
      <td>38</td>
    </tr>
    <tr>
      <th>1</th>
      <td>50</td>
      <td>83311</td>
      <td>13</td>
      <td>0</td>
      <td>0</td>
      <td>13</td>
      <td>&lt;=50K</td>
      <td>5</td>
      <td>9</td>
      <td>2</td>
      <td>3</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>38</td>
    </tr>
    <tr>
      <th>2</th>
      <td>38</td>
      <td>215646</td>
      <td>9</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>&lt;=50K</td>
      <td>3</td>
      <td>11</td>
      <td>0</td>
      <td>5</td>
      <td>1</td>
      <td>4</td>
      <td>1</td>
      <td>38</td>
    </tr>
    <tr>
      <th>3</th>
      <td>53</td>
      <td>234721</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>&lt;=50K</td>
      <td>3</td>
      <td>1</td>
      <td>2</td>
      <td>5</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>38</td>
    </tr>
    <tr>
      <th>4</th>
      <td>28</td>
      <td>338409</td>
      <td>13</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>&lt;=50K</td>
      <td>3</td>
      <td>9</td>
      <td>2</td>
      <td>9</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>4</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income_new</span><span class="o">.</span><span class="n">shape</span>
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<pre>(32561, 15)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Reindex the Columns, axis = 1</span>
<span class="n">income_new</span><span class="o">=</span><span class="n">income_new</span><span class="o">.</span><span class="n">reindex_axis</span><span class="p">([</span><span class="s2">&quot;Age&quot;</span><span class="p">,</span> <span class="s2">&quot;Workclass_Cat&quot;</span><span class="p">,</span> <span class="s2">&quot;fnlwgt&quot;</span><span class="p">,</span>
                                     <span class="s2">&quot;education_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;Education-Num&quot;</span><span class="p">,</span> <span class="s2">&quot;maritalstatus_cat&quot;</span><span class="p">,</span>
                                     <span class="s2">&quot;occupation_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;relationship_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;race_cat&quot;</span><span class="p">,</span> <span class="s2">&quot;gender_cat&quot;</span><span class="p">,</span>
                                     <span class="s2">&quot;native_country&quot;</span><span class="p">,</span> <span class="s2">&quot;Class&quot;</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
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<pre>/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:5: FutureWarning: &#39;.reindex_axis&#39; is deprecated and will be removed in a future version. Use &#39;.reindex&#39; instead.
  &#34;&#34;&#34;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income_new</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>Age</th>
      <th>Workclass_Cat</th>
      <th>fnlwgt</th>
      <th>education_cat</th>
      <th>Education-Num</th>
      <th>maritalstatus_cat</th>
      <th>occupation_cat</th>
      <th>relationship_cat</th>
      <th>race_cat</th>
      <th>gender_cat</th>
      <th>native_country</th>
      <th>Class</th>
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      <th>0</th>
      <td>39</td>
      <td>6</td>
      <td>77516</td>
      <td>9</td>
      <td>13</td>
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      <td>4</td>
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      <td>38</td>
      <td>&lt;=50K</td>
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      <th>1</th>
      <td>50</td>
      <td>5</td>
      <td>83311</td>
      <td>9</td>
      <td>13</td>
      <td>2</td>
      <td>3</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>38</td>
      <td>&lt;=50K</td>
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      <td>1</td>
      <td>4</td>
      <td>1</td>
      <td>38</td>
      <td>&lt;=50K</td>
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      <td>53</td>
      <td>3</td>
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      <td>7</td>
      <td>2</td>
      <td>5</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>38</td>
      <td>&lt;=50K</td>
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      <td>28</td>
      <td>3</td>
      <td>338409</td>
      <td>9</td>
      <td>13</td>
      <td>2</td>
      <td>9</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>4</td>
      <td>&lt;=50K</td>
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<h1 id="Modelling">Modelling<a class="anchor-link" href="#Modelling">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define the X and Y</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">income_new</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">&quot;Class&quot;</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">income</span><span class="o">.</span><span class="n">Class</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.cross_validation</span> <span class="k">import</span> <span class="n">train_test_split</span>

<span class="c1"># We want to split the data in 70/30 ratio so that the ML can be applied on 70% of the data and prediction</span>
<span class="c1"># can be done on 30% test data</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">xtrain</span><span class="p">,</span><span class="n">xtest</span><span class="p">,</span><span class="n">ytrain</span><span class="p">,</span><span class="n">ytest</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span> <span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.30</span><span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">0</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LogisticRegression</span>
<span class="n">lg</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Fitting the Model</span>
<span class="n">lg</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">xtrain</span><span class="p">,</span><span class="n">ytrain</span><span class="p">)</span>
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<pre>LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,
          intercept_scaling=1, max_iter=100, multi_class=&#39;ovr&#39;, n_jobs=1,
          penalty=&#39;l2&#39;, random_state=None, solver=&#39;liblinear&#39;, tol=0.0001,
          verbose=0, warm_start=False)</pre>
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<pre>array([&#39; &lt;=50K&#39;, &#39; &lt;=50K&#39;, &#39; &lt;=50K&#39;, ..., &#39; &lt;=50K&#39;, &#39; &lt;=50K&#39;, &#39; &lt;=50K&#39;],
      dtype=object)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">ytest</span><span class="p">,</span> <span class="n">model_pred</span><span class="p">)</span><span class="o">*</span> <span class="mi">100</span>
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<pre>74.83877571911147</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Confusion matrix - Log Reg Model</span>
<span class="n">confusion_matrix</span><span class="p">(</span><span class="n">ytest</span><span class="p">,</span> <span class="n">model_pred</span><span class="p">)</span> 
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<pre>array([[7213,  194],
       [2264,   98]])</pre>
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<h4 id="Implement-Naive-Bayes">Implement Naive Bayes<a class="anchor-link" href="#Implement-Naive-Bayes">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.naive_bayes</span> <span class="k">import</span> <span class="n">GaussianNB</span>
<span class="n">gnb</span> <span class="o">=</span> <span class="n">GaussianNB</span><span class="p">()</span> <span class="c1"># Initiated the Machine</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Trainin the Classifier called gnb</span>
<span class="n">gnb</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">xtrain</span><span class="p">,</span><span class="n">ytrain</span><span class="p">)</span>
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<pre>GaussianNB(priors=None)</pre>
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<p>This means that the Gaussian Naive Bayes has been created. The classifier is used to train itself on the training data. Now, its time to make some predictions on test data</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Predicting the values on unknown Dataset</span>
<span class="n">model_gnb</span> <span class="o">=</span> <span class="n">gnb</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">xtest</span><span class="p">)</span>
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<span class="n">accuracy_score</span><span class="p">(</span><span class="n">ytest</span><span class="p">,</span> <span class="n">model_gnb</span><span class="p">)</span>
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<pre>0.7885146893233699</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Confusion Matrix of Gaussian Naive Bayes</span>
<span class="n">confusion_matrix</span><span class="p">(</span><span class="n">ytest</span><span class="p">,</span> <span class="n">model_gnb</span><span class="p">)</span>
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<pre>array([[7189,  218],
       [1848,  514]])</pre>
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<h1 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h1><p>With Logistics Regression Model, the accuracy achieved is 74.83% where as Gaussian Naive Bayes is giving an Accuracy of 78.85%.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Random Forest</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="k">import</span> <span class="n">RandomForestClassifier</span>
<span class="n">rf</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">()</span>
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<pre>RandomForestClassifier(bootstrap=True, class_weight=None, criterion=&#39;gini&#39;,
            max_depth=None, max_features=&#39;auto&#39;, max_leaf_nodes=None,
            min_impurity_decrease=0.0, min_impurity_split=None,
            min_samples_leaf=1, min_samples_split=2,
            min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,
            oob_score=False, random_state=None, verbose=0,
            warm_start=False)</pre>
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<pre>0.8114443648275156</pre>
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<h1 id="Confusion-Matrix">Confusion Matrix<a class="anchor-link" href="#Confusion-Matrix">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">ytest</span><span class="p">,</span> <span class="n">model_rf</span><span class="p">)</span> <span class="c1">#Random Forest</span>

<span class="c1"># true positive - The person was innocent (obs) and court&#39;s verdict (ML Model) also said the same.</span>
<span class="c1"># True Negative - The person was guilty and the court also found the same.</span>
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<pre>array([[6772,  635],
       [1207, 1155]])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="mi">6772</span><span class="o">+</span><span class="mi">1155</span><span class="p">)</span><span class="o">/</span><span class="mi">9769</span>
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<pre>0.8114443648275156</pre>
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