4.6 XGBoost(eXtra Gradient Boost).html

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}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  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;
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}
.notification_widget.success:active,
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fieldset[disabled] .notification_widget.success:hover,
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fieldset[disabled] .notification_widget.success:focus,
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fieldset[disabled] .notification_widget.success.focus {
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}
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}
.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,
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.open > .dropdown-toggle.notification_widget.info {
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.notification_widget.info.disabled:hover,
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fieldset[disabled] .notification_widget.info:hover,
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fieldset[disabled] .notification_widget.info:focus,
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.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
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.notification_widget.info .badge {
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  background-color: #fff;
}
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  background-color: #d9534f;
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  color: #fff;
  background-color: #c9302c;
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.notification_widget.danger:hover {
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.notification_widget.danger:active,
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.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,
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.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
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  color: #fff;
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}
.notification_widget.danger:active,
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}
.notification_widget.danger.disabled:hover,
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fieldset[disabled] .notification_widget.danger:hover,
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fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
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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 {
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  right: 20px;
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div#pager #pager-contents {
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  height: 100%;
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div#pager #pager-contents #pager-container {
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  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;
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  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
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}
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 {
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  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
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    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;
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ul.typeahead-list  > li > a.pull-right {
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  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

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

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
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            styles: {'.MathJax_Display': {"margin": 0}},
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<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<ul>
<li>XGBoost 버전 확인</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">xgboost</span>

<span class="nb">print</span><span class="p">(</span><span class="n">xgboost</span><span class="o">.</span><span class="n">__version__</span><span class="p">)</span>
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<pre>0.90
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<h3 id="&#54028;&#51060;&#50028;-&#47000;&#54140;-XGBoost-&#51201;&#50857;-&#8211;-&#50948;&#49828;&#53080;&#49888;-Breast-Cancer-&#45936;&#51060;&#53552;-&#49483;">&#54028;&#51060;&#50028; &#47000;&#54140; XGBoost &#51201;&#50857; &#8211; &#50948;&#49828;&#53080;&#49888; Breast Cancer &#45936;&#51060;&#53552; &#49483;<a class="anchor-link" href="#&#54028;&#51060;&#50028;-&#47000;&#54140;-XGBoost-&#51201;&#50857;-&#8211;-&#50948;&#49828;&#53080;&#49888;-Breast-Cancer-&#45936;&#51060;&#53552;-&#49483;">&#182;</a></h3><p><strong> 데이터 세트 로딩 </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">xgboost</span> <span class="k">as</span> <span class="nn">xgb</span>
<span class="kn">from</span> <span class="nn">xgboost</span> <span class="kn">import</span> <span class="n">plot_importance</span>

<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">sklearn.datasets</span> <span class="kn">import</span> <span class="n">load_breast_cancer</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s1">&#39;ignore&#39;</span><span class="p">)</span>

<span class="n">dataset</span> <span class="o">=</span> <span class="n">load_breast_cancer</span><span class="p">()</span>
<span class="n">X_features</span><span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">data</span>
<span class="n">y_label</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">target</span>

<span class="n">cancer_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">X_features</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">dataset</span><span class="o">.</span><span class="n">feature_names</span><span class="p">)</span>


<span class="c1"># y_label 1이면 악성malignant, 0이면 그냥 양성benign</span>
<span class="n">cancer_df</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">y_label</span>
<span class="n">cancer_df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>mean radius</th>
      <th>mean texture</th>
      <th>mean perimeter</th>
      <th>mean area</th>
      <th>mean smoothness</th>
      <th>mean compactness</th>
      <th>mean concavity</th>
      <th>mean concave points</th>
      <th>mean symmetry</th>
      <th>mean fractal dimension</th>
      <th>...</th>
      <th>worst texture</th>
      <th>worst perimeter</th>
      <th>worst area</th>
      <th>worst smoothness</th>
      <th>worst compactness</th>
      <th>worst concavity</th>
      <th>worst concave points</th>
      <th>worst symmetry</th>
      <th>worst fractal dimension</th>
      <th>target</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>17.99</td>
      <td>10.38</td>
      <td>122.8</td>
      <td>1001.0</td>
      <td>0.11840</td>
      <td>0.27760</td>
      <td>0.3001</td>
      <td>0.14710</td>
      <td>0.2419</td>
      <td>0.07871</td>
      <td>...</td>
      <td>17.33</td>
      <td>184.6</td>
      <td>2019.0</td>
      <td>0.1622</td>
      <td>0.6656</td>
      <td>0.7119</td>
      <td>0.2654</td>
      <td>0.4601</td>
      <td>0.11890</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>20.57</td>
      <td>17.77</td>
      <td>132.9</td>
      <td>1326.0</td>
      <td>0.08474</td>
      <td>0.07864</td>
      <td>0.0869</td>
      <td>0.07017</td>
      <td>0.1812</td>
      <td>0.05667</td>
      <td>...</td>
      <td>23.41</td>
      <td>158.8</td>
      <td>1956.0</td>
      <td>0.1238</td>
      <td>0.1866</td>
      <td>0.2416</td>
      <td>0.1860</td>
      <td>0.2750</td>
      <td>0.08902</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>19.69</td>
      <td>21.25</td>
      <td>130.0</td>
      <td>1203.0</td>
      <td>0.10960</td>
      <td>0.15990</td>
      <td>0.1974</td>
      <td>0.12790</td>
      <td>0.2069</td>
      <td>0.05999</td>
      <td>...</td>
      <td>25.53</td>
      <td>152.5</td>
      <td>1709.0</td>
      <td>0.1444</td>
      <td>0.4245</td>
      <td>0.4504</td>
      <td>0.2430</td>
      <td>0.3613</td>
      <td>0.08758</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>3 rows × 31 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">dataset</span><span class="o">.</span><span class="n">target_names</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">cancer_df</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">())</span>
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<pre>[&#39;malignant&#39; &#39;benign&#39;]
1    357
0    212
Name: target, dtype: int64
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 전체 데이터 중 80%는 학습용 데이터, 20%는 테스트용 데이터 추출</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span><span class="o">=</span><span class="n">train_test_split</span><span class="p">(</span><span class="n">X_features</span><span class="p">,</span> <span class="n">y_label</span><span class="p">,</span>
                                         <span class="n">test_size</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">156</span> <span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span> <span class="p">,</span> <span class="n">X_test</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(455, 30) (114, 30)
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<p><strong> 학습과 예측 데이터 세트를 DMatrix로 변환 </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dtrain</span> <span class="o">=</span> <span class="n">xgb</span><span class="o">.</span><span class="n">DMatrix</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">X_train</span> <span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="n">y_train</span><span class="p">)</span>
<span class="n">dtest</span> <span class="o">=</span> <span class="n">xgb</span><span class="o">.</span><span class="n">DMatrix</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">X_test</span> <span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="n">y_test</span><span class="p">)</span>
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<p><strong> 하이퍼 파라미터 설정 </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">params</span> <span class="o">=</span> <span class="p">{</span> <span class="s1">&#39;max_depth&#39;</span><span class="p">:</span><span class="mi">3</span><span class="p">,</span>
           <span class="s1">&#39;eta&#39;</span><span class="p">:</span> <span class="mf">0.1</span><span class="p">,</span>  <span class="c1"># learning rate</span>
           <span class="s1">&#39;objective&#39;</span><span class="p">:</span><span class="s1">&#39;binary:logistic&#39;</span><span class="p">,</span>  <span class="c1"># 결정하는 예측함수는 무엇으로? - 2진 분류 (디폴트 값이긴 함)</span>
           <span class="s1">&#39;eval_metric&#39;</span><span class="p">:</span><span class="s1">&#39;logloss&#39;</span><span class="p">,</span>  <span class="c1"># 손실에 대한 걸 측정</span>
           <span class="s1">&#39;early_stoppings&#39;</span><span class="p">:</span><span class="mi">100</span>
        <span class="p">}</span>
<span class="n">num_rounds</span> <span class="o">=</span> <span class="mi">400</span>  <span class="c1"># 약한 학습기의 갯수</span>
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<p><strong> 주어진 하이퍼 파라미터와 early stopping 파라미터를 train( ) 함수의 파라미터로 전달하고 학습 </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># train 데이터 셋은 ‘train’ , evaluation(test) 데이터 셋은 ‘eval’ 로 명기합니다. </span>
<span class="n">wlist</span> <span class="o">=</span> <span class="p">[(</span><span class="n">dtrain</span><span class="p">,</span><span class="s1">&#39;train&#39;</span><span class="p">),(</span><span class="n">dtest</span><span class="p">,</span><span class="s1">&#39;eval&#39;</span><span class="p">)]</span>  <span class="c1"># w 리스트는 아래 evals로</span>


<span class="c1"># 하이퍼 파라미터와 early stopping 파라미터를 train( ) 함수의 파라미터로 전달</span>
<span class="n">xgb_model</span> <span class="o">=</span> <span class="n">xgb</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">params</span> <span class="o">=</span> <span class="n">params</span> <span class="p">,</span> 
                      <span class="n">dtrain</span><span class="o">=</span><span class="n">dtrain</span> <span class="p">,</span> 
                      <span class="n">num_boost_round</span><span class="o">=</span><span class="n">num_rounds</span> <span class="p">,</span> 
                      <span class="n">evals</span><span class="o">=</span><span class="n">wlist</span> <span class="p">)</span>
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<pre>[0]	train-logloss:0.609685	eval-logloss:0.61352
[1]	train-logloss:0.540804	eval-logloss:0.547842
[2]	train-logloss:0.483755	eval-logloss:0.494247
[3]	train-logloss:0.434455	eval-logloss:0.447986
[4]	train-logloss:0.390549	eval-logloss:0.409109
[5]	train-logloss:0.354145	eval-logloss:0.374977
[6]	train-logloss:0.321222	eval-logloss:0.345714
[7]	train-logloss:0.292592	eval-logloss:0.320529
[8]	train-logloss:0.267467	eval-logloss:0.29721
[9]	train-logloss:0.245152	eval-logloss:0.277991
[10]	train-logloss:0.225694	eval-logloss:0.260302
[11]	train-logloss:0.207937	eval-logloss:0.246037
[12]	train-logloss:0.192183	eval-logloss:0.231556
[13]	train-logloss:0.177917	eval-logloss:0.22005
[14]	train-logloss:0.165221	eval-logloss:0.208572
[15]	train-logloss:0.153622	eval-logloss:0.199993
[16]	train-logloss:0.14333	eval-logloss:0.190118
[17]	train-logloss:0.133985	eval-logloss:0.181818
[18]	train-logloss:0.125599	eval-logloss:0.174729
[19]	train-logloss:0.117286	eval-logloss:0.167657
[20]	train-logloss:0.109688	eval-logloss:0.158202
[21]	train-logloss:0.102975	eval-logloss:0.154725
[22]	train-logloss:0.097068	eval-logloss:0.148947
[23]	train-logloss:0.091428	eval-logloss:0.143308
[24]	train-logloss:0.086335	eval-logloss:0.136344
[25]	train-logloss:0.081311	eval-logloss:0.132778
[26]	train-logloss:0.076857	eval-logloss:0.127912
[27]	train-logloss:0.072836	eval-logloss:0.125263
[28]	train-logloss:0.069248	eval-logloss:0.119978
[29]	train-logloss:0.065549	eval-logloss:0.116412
[30]	train-logloss:0.062414	eval-logloss:0.114502
[31]	train-logloss:0.059591	eval-logloss:0.112572
[32]	train-logloss:0.057096	eval-logloss:0.11154
[33]	train-logloss:0.054407	eval-logloss:0.108681
[34]	train-logloss:0.052036	eval-logloss:0.106681
[35]	train-logloss:0.049751	eval-logloss:0.104207
[36]	train-logloss:0.04775	eval-logloss:0.102962
[37]	train-logloss:0.045854	eval-logloss:0.100576
[38]	train-logloss:0.044015	eval-logloss:0.098683
[39]	train-logloss:0.042263	eval-logloss:0.096444
[40]	train-logloss:0.040649	eval-logloss:0.095869
[41]	train-logloss:0.039126	eval-logloss:0.094242
[42]	train-logloss:0.037377	eval-logloss:0.094715
[43]	train-logloss:0.036106	eval-logloss:0.094272
[44]	train-logloss:0.034941	eval-logloss:0.093894
[45]	train-logloss:0.033654	eval-logloss:0.094184
[46]	train-logloss:0.032528	eval-logloss:0.09402
[47]	train-logloss:0.031485	eval-logloss:0.09236
[48]	train-logloss:0.030389	eval-logloss:0.093012
[49]	train-logloss:0.029467	eval-logloss:0.091272
[50]	train-logloss:0.028545	eval-logloss:0.090051
[51]	train-logloss:0.027525	eval-logloss:0.089605
[52]	train-logloss:0.026555	eval-logloss:0.089577
[53]	train-logloss:0.025682	eval-logloss:0.090703
[54]	train-logloss:0.025004	eval-logloss:0.089579
[55]	train-logloss:0.024297	eval-logloss:0.090357
[56]	train-logloss:0.023574	eval-logloss:0.091587
[57]	train-logloss:0.022965	eval-logloss:0.091527
[58]	train-logloss:0.022488	eval-logloss:0.091986
[59]	train-logloss:0.021854	eval-logloss:0.091951
[60]	train-logloss:0.021316	eval-logloss:0.091939
[61]	train-logloss:0.020794	eval-logloss:0.091461
[62]	train-logloss:0.020218	eval-logloss:0.090311
[63]	train-logloss:0.019701	eval-logloss:0.089407
[64]	train-logloss:0.01918	eval-logloss:0.089719
[65]	train-logloss:0.018724	eval-logloss:0.089743
[66]	train-logloss:0.018325	eval-logloss:0.089622
[67]	train-logloss:0.017867	eval-logloss:0.088734
[68]	train-logloss:0.017598	eval-logloss:0.088621
[69]	train-logloss:0.017243	eval-logloss:0.089739
[70]	train-logloss:0.01688	eval-logloss:0.089981
[71]	train-logloss:0.016641	eval-logloss:0.089782
[72]	train-logloss:0.016287	eval-logloss:0.089584
[73]	train-logloss:0.015983	eval-logloss:0.089533
[74]	train-logloss:0.015658	eval-logloss:0.088748
[75]	train-logloss:0.015393	eval-logloss:0.088597
[76]	train-logloss:0.015151	eval-logloss:0.08812
[77]	train-logloss:0.01488	eval-logloss:0.088396
[78]	train-logloss:0.014637	eval-logloss:0.088736
[79]	train-logloss:0.014491	eval-logloss:0.088153
[80]	train-logloss:0.014185	eval-logloss:0.087577
[81]	train-logloss:0.014005	eval-logloss:0.087412
[82]	train-logloss:0.013772	eval-logloss:0.08849
[83]	train-logloss:0.013567	eval-logloss:0.088575
[84]	train-logloss:0.013414	eval-logloss:0.08807
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<p><strong> predict()를 통해 예측 확률값을 반환하고 예측 값으로 변환 </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pred_probs</span> <span class="o">=</span> <span class="n">xgb_model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">dtest</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;predict( ) 수행 결과값을 10개만 표시, 예측 확률 값으로 표시됨&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">pred_probs</span><span class="p">[:</span><span class="mi">10</span><span class="p">],</span><span class="mi">3</span><span class="p">))</span>

<span class="c1"># 예측 확률이 0.5 보다 크면 1 , 그렇지 않으면 0 으로 예측값 결정하여 List 객체인 preds에 저장 </span>
<span class="n">preds</span> <span class="o">=</span> <span class="p">[</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">x</span> <span class="o">&gt;</span> <span class="mf">0.5</span> <span class="k">else</span> <span class="mi">0</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">pred_probs</span> <span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;예측값 10개만 표시:&#39;</span><span class="p">,</span><span class="n">preds</span><span class="p">[:</span><span class="mi">10</span><span class="p">])</span>
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<pre>predict( ) 수행 결과값을 10개만 표시, 예측 확률 값으로 표시됨
[0.95  0.003 0.9   0.086 0.993 1.    1.    0.999 0.998 0.   ]
예측값 10개만 표시: [1, 0, 1, 0, 1, 1, 1, 1, 1, 0]
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<p><strong> get_clf_eval( )을 통해 예측 평가 </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">confusion_matrix</span><span class="p">,</span> <span class="n">accuracy_score</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">precision_score</span><span class="p">,</span> <span class="n">recall_score</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">f1_score</span><span class="p">,</span> <span class="n">roc_auc_score</span>

<span class="c1"># 수정된 get_clf_eval() 함수 </span>
<span class="k">def</span> <span class="nf">get_clf_eval</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">pred_proba</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
    <span class="n">confusion</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
    <span class="n">accuracy</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span> <span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
    <span class="n">precision</span> <span class="o">=</span> <span class="n">precision_score</span><span class="p">(</span><span class="n">y_test</span> <span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
    <span class="n">recall</span> <span class="o">=</span> <span class="n">recall_score</span><span class="p">(</span><span class="n">y_test</span> <span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
    <span class="n">f1</span> <span class="o">=</span> <span class="n">f1_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">pred</span><span class="p">)</span>
    <span class="c1"># ROC-AUC 추가 </span>
    <span class="n">roc_auc</span> <span class="o">=</span> <span class="n">roc_auc_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">pred_proba</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;오차 행렬&#39;</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">confusion</span><span class="p">)</span>
    <span class="c1"># ROC-AUC print 추가</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;정확도: </span><span class="si">{0:.4f}</span><span class="s1">, 정밀도: </span><span class="si">{1:.4f}</span><span class="s1">, 재현율: </span><span class="si">{2:.4f}</span><span class="s1">,</span><span class="se">\</span>
<span class="s1">    F1: </span><span class="si">{3:.4f}</span><span class="s1">, AUC:</span><span class="si">{4:.4f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">accuracy</span><span class="p">,</span> <span class="n">precision</span><span class="p">,</span> <span class="n">recall</span><span class="p">,</span> <span class="n">f1</span><span class="p">,</span> <span class="n">roc_auc</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_clf_eval</span><span class="p">(</span><span class="n">y_test</span> <span class="p">,</span> <span class="n">preds</span><span class="p">,</span> <span class="n">pred_probs</span><span class="p">)</span>
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<pre>오차 행렬
[[35  2]
 [ 1 76]]
정확도: 0.9737, 정밀도: 0.9744, 재현율: 0.9870,    F1: 0.9806, AUC:0.9951
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<p><strong> Feature Importance 시각화 </strong></p>

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

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</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">12</span><span class="p">))</span>
<span class="n">plot_importance</span><span class="p">(</span><span class="n">xgb_model</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x11e329610&gt;</pre>
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dq0AeDWW2/l3nvv5YorrghYoWRCxpswM5sH5AGLgV+4+wNmdumxzFFRWU3u5EWR1NeYTMyvYrRyAJRFOmWRoiwSlENKJrMon1Hzt7YPP/yQDh06MGbMGMrKyhg4cCBz5szh9ddfp0uXLvTv3z8jNUpYGW/C3P1GMxsKFLu7LnaLiEizU1VVxapVq5g7dy6FhYWMHz+eu+++mzfeeINXX301dHmSIebumT+pWTkw6GATZmZ3A3F3n1nLMeOAcQA5OR0GTp39cAYqbdg6tYUtFaGraBiURYqySFEWCcohJZNZ5HdpV+O+jz/+mJtvvpmnn34agHfeeYfHHnuMDz/8kKysLAC2bdtGTk4OP/3pTznzzDNPen3xeJzs7OyTPm9jFHUWxcXFK9190JHbQ90TdszcfT4wH6BbXg+ftabRlB6ZiflVKIcEZZGiLFKURYJySMlkFuUji2rd/8ADD9C5c2fOO+88YrEYl1xyCffdd9+h/bm5uaxYsYKcnJxI6ovFYhQV1V5jcxEqi0b5t7Jt65asq+Vae3MRi8Xq/EveXCiLFGWRoiwSlENKQ8pi7ty5jBw5kv3795OXl8ejjz4auiTJsKBNmJmdBawAzgAOmNkEoLe77w5Zl4iISNQKCgpYsWJFjfvLy8szV4wEEaQJc/fctJddQ9QgIiIiEpI+MV9EREQkADVhIiIiIgGoCRMREREJQE2YiIiISABqwkREREQCUBMmIiIiEoCaMBEREZEA1ISJiIiIBKAmTERERCQANWEiIiIiAagJExEREQlATZiIiIhIAEF+gbeIiMjJkpuby+mnn07Lli1p1aoVK1as4Oqrr2bdunUA7Nq1i/bt21NaWhq4UpHDRdqEmVkJcBPQE1gDGLAHuMndy5JjbgXGAp4cM8bd90VZl4iINC1Lly4lJyfn0Otnnnnm0POJEyfSrl27EGWJ1CrqlbCbgcFAN+A9d99pZsOA+UChmXUBSoDe7l5hZr8CrgEeq23SispqcicvirbyRmBifhWjlQOgLNIpixRlkdCYcyifcekJHe/u/OpXv2LJkiUnqSKRkyeye8LMbB6QBywGCt19Z3LXcqBr2tBWQFszawWcCnwUVU0iItL0mBlf//rXGThwIPPnzz9s35tvvkmnTp340pe+FKg6kZqZu0c3uVk5MMjdt6dtuw3o6e5jk6/HA/8OVACvuvvIGuYaB4wDyMnpMHDq7Icjq7ux6NQWtlSErqJhUBYpyiJFWSQ05hzyu9R9GXHbtm106NCBnTt3ctttt1FSUkL//v0BeOCBB+jSpQsjRowAIB6Pk52dHWnNjYWySIk6i+Li4pXuPujI7Rm9Md/MioEbgIuSrz8HXAF0B3YBz5rZde7+5JHHuvt8Epcx6ZbXw2et0XsKJuZXoRwSlEWKskhRFgmNOYfykUXHNL6srIzKykqKioqoqqri6quvZuXKlXTtmrgAE4vFKCo6tjmbKmWREiqLjH1EhZn1Ax4BrnD3HcnNg4EP3X2bu1cCLwD/K1M1iYhI47Z371727Nlz6Pmrr75K3759AXj99dfp2bPnoQZMpKHJyI9GZtaNRIP1PXdfn7brr8BXzOxUEpcjLwFW1DVf29YtWXeCN2s2BbFY7Jh/SmyqlEWKskhRFglNOYctW7Zw5ZVXAlBVVcV3v/tdhg4dCsDTTz/NtddeG7I8kVplan16KvB54CEzA6hy90Hu/nszew5YBVQBq0lechQREalLXl4eZWVlR9332GOPZbYYkWMUaRPm7rnJp2OTj6ONmQZMi7IOERERkYZGv7ZIREREJAA1YSIiIiIBqAkTERERCUBNmIiIiEgAasJEREREAlATJiIiIhKAmjARERGRANSEiYiIiASgJkxEREQkADVhIiIiIgGoCRMREREJQE2YiIiISABqwkREpMHLzc0lPz+fgoICBg0adGj73Llz6dmzJ3369OGOO+4IWKHIsWsV1cRmVgLcBLwLnA2cD0xx95lpY8qBPUA1UOXug44ylYiICEuXLiUnJ+ew1wsXLqSsrIysrCy2bt0asDqRYxdZEwbcDAwG9gPnAN+qYVyxu28/lokrKqvJnbzoBMtr/CbmVzFaOQDKIp2ySFEWCQ09h/IZlx7XcT/96U+ZPHkyWVlZAHTs2PFkliUSuUguR5rZPCAPWAyMdPe3gcooziUiIk2fmfH1r3+dgQMHMn/+fADWr1/Pm2++SWFhIRdffDFvv/124CpFjo25ezQTJy41Djq4ymVmdwPxIy5HfgjsBBz4mbvPr2W+ccA4gJycDgOnzn44krobk05tYUtF6CoaBmWRoixSlEVCQ88hv0u7Osds27aNDh06sHPnTm677TZKSkqYPXs2AwYM4JZbbmHt2rXcc889LFiwADOrcZ54PE52dvbJLL/RUhYpUWdRXFy88mi3XEV5ObI+LnL3TWbWEXjNzNa6+xtHG5hs0OYDdMvr4bPWhC49vIn5VSiHBGWRoixSlEVCQ8+hfGTRMY0vKyujsrKS8847j1tuuYXi4mKKi4uZOXMmffv2pUOHDjUeG4vFKCo6tvM1VcoiJVQWQf9Wuvum5H+3mtmLwAXAUZuwdG1bt2Tdcd5D0JTEYrFj/serqVIWKcoiRVkkNPYc9u7dy4EDBzj99NPZu3cvr776KlOnTiU7O5ulS5dSXFzM+vXr2b9//2E37os0dMGaMDM7DWjh7nuSz78O3BOqHhERaZi2bNnClVdeCUBVVRXf/e53GTp0KPv37+f666+nb9++tGnThscff7zWS5EiDU3kTZiZnQWsAM4ADpjZBKA3kAO8mPwL0wpY4O6vRF2PiIg0Lnl5eZSVlX1me5s2bXjyyScDVCRyckTWhLl7btrLrkcZshvoH9X5RURERBoyfWK+iIiISABqwkREREQCUBMmIiIiEoCaMBEREZEA1ISJiIiIBKAmTERERCQANWEiIiIiAagJExEREQlATZiIiIhIAGrCRERERAJQEyYiIiISgJowERERkQDUhImINGDV1dUMGDCA4cOHA+DuTJkyhXPPPZdevXrxk5/8JHCFInK8WkU1sZmVADcBPYE1gAF7gJvcvSw5pj3wCNAXcOB6d18WVU0iIo3NnDlz6NWrF7t37wbgscceY8OGDaxdu5YWLVqwdevWwBWKyPGKrAkDbgYGA92A99x9p5kNA+YDhckxc4BX3P0qM2sDnFqfiSsqq8mdvCiKmhuViflVjFYOgLJIpyxSGnoW5TMurXX/xo0bWbRoEVOmTOH+++8H4Kc//SkLFiygRYvEhYyOHTtGXqeIRCOSy5FmNg/IAxYDhe6+M7lrOdA1OaYd8FXg5wDuvt/dd0VRj4hIYzRhwgTuvffeQw0XwPvvv88zzzzDoEGDGDZsGH/6058CVigiJyKSlTB3v9HMhgLF7r49bdcNJBozgO7ANuBRM+sPrATGu/veo81pZuOAcQA5OR2Yml8VRemNSqe2iZ/0RVmkUxYpDT2LWCxW475ly5ZRWVnJnj17KC0tZceOHcRiMf7+97+zadMmZs6cyRtvvMF3vvOdOu8Li8fjtZ6rOVEWKcoiJVQW5u7RTGxWDgw62ISZWTHwEHCRu+8ws0EkVsYudPffm9kcYLe731XX3N3yeniLEXMiqbsxmZhfxaw1UV5RbjyURYqySGnoWdR2OfLOO+/kiSeeoFWrVuzbt4/du3fz7W9/mxUrVrB48WK6d++Ou9O+fXs++eSTWs8Ti8UoKio6ydU3TsoiRVmkRJ2Fma1090FHbs/Iv05m1o/EDfjD3H1HcvNGYKO7/z75+jlgcn3ma9u6JevquJeiOYjFYpSPLApdRoOgLFKURUpjzmL69OlMnz4dSHwdM2fO5Mknn2Ty5MksXbqU7t2789vf/pZzzz03cKUicrwib8LMrBvwAvA9d19/cLu7/83MNpjZee6+DrgEeDfqekREGrPJkyczcuRIHnjgAbKzs3nkkUdClyQixykTK2FTgc8DD5kZQFXaktwtwC+T74z8ABiTgXpERBqVoqKiQ5dK2rdvz6JFDfcdnyJSf5E1Ye6em3w6Nvk42phS4DPXSEVERESaOn1ivoiIiEgAasJEREREAlATJiIiIhKAmjARERGRANSEiYiIiASgJkxEREQkADVhIiIiIgGoCRMREREJQE2YiIiISABqwkREREQCUBMmIiIiEoCaMBGRwKqrqxkwYADDhw8HYPTo0XTv3p2CggIKCgooLS0NXKGIRCGyX+BdGzMrAW4CugF/SqulF9DB3T8OUZeISAhz5syhV69e7N69+9C2++67j6uuuipgVSIStVArYTcDQ9z9NHcvcPcC4E7gt2rARKQ52bhxI4sWLWLs2LGhSxGRDMv4SpiZzQPygMVm9gt3fyC561rgqfrMUVFZTe7kRVGV2GhMzK9itHIAlEU6ZZHSELIon3FprfsnTJjAvffey549ew7bPmXKFO655x4uueQSZsyYQVZWVpRlikgAGV8Jc/cbgY+A4oMNmJmdCgwFns90PSIiobz88st07NiRgQMHHrZ9+vTprF27lrfffpuPP/6YH//4x4EqFJEombtn/qRm5cAgd9+efH01cJ27X1bLMeOAcQA5OR0GTp39cCZKbdA6tYUtFaGraBiURYqySGkIWeR3aVfjvocffphXX32Vli1bsn//fv7+97/zj//4j0yZMuXQmNLSUp555hmmT59+3DXE43Gys7OP+/imRFmkKIuUqLMoLi5e6e6Djtwe5Mb8o7iGOi5Fuvt8YD5At7wePmtNQyk9nIn5VSiHBGWRoixSGkIW5SOLatxXVJTaF4vFmDlzJi+//DKbN2+mc+fOuDsvvfQSF1988WFjj1UsFjuh45sSZZGiLFJCZRH8X2ozawdcDFxX32Patm7Jujrus2gOYrFYrf/ANyfKIkVZpDTWLEaOHMm2bdtwdwoKCpg3b17okkQkAsGbMOBK4FV33xu6EBGRUIqKig79JL5kyZKwxYhIRgRpwtw9N+35Y8BjIeoQERERCUWfmC8iIiISgJowERERkQDUhImIiIgEoCZMREREJAA1YSIiIiIBqAkTERERCUBNmIiIiEgAasJEREREAlATJiIiIhKAmjARERGRANSEiYiIiASgJkxEREQkADVhIiIZUF1dzYABAxg+fPhh20tKSsjOzg5UlYiEFFkTZmYlZvaemT1vZsvM7FMzuy1t/3lmVpr22G1mE6KqR0QkpDlz5tCrV6/Dtq1YsYKdO3cGqkhEQmsV4dw3A4OB/cA5wLfSd7r7OqAAwMxaApuAF+szcUVlNbmTF53UYhujiflVjFYOgLJIpyxSMpVF+YxLa92/ceNGFi1axJQpU7j//vuBxMrY7bffzoIFC3jxxXr90yciTUwkK2FmNg/IAxYDI939baCylkMuAd53979EUY+ISEgTJkzg3nvvpUWL1D+5Dz74IJdffjmdO3cOWJmIhBTJSpi732hmQ4Fid99ej0OuAZ6qbYCZjQPGAeTkdGBqftWJF9rIdWqb+ElflEU6ZZGSqSxisViN+5YtW0ZlZSV79uyhtLSUHTt28Nxzz/HII48we/ZsYrEY1dXVtc5xouLxeKTzNybKIkVZpITKwtw9monNyoFBB5swM7sbiLv7zCPGtQE+Avq4+5b6zN0tr4e3GDHn5BbcCE3Mr2LWmiivKDceyiJFWaRkKovaLkfeeeedPPHEE7Rq1Yp9+/axe/dusrKyyMrK4pRTTgHgr3/9K3l5efz5z3+OpL5YLEZRUVEkczc2yiJFWaREnYWZrXT3QUdubwjvjhwGrKpvAyYi0phMnz6djRs3Ul5eztNPP83XvvY1du7cyd/+9jfKy8spLy/n1FNPjawBE5GGqyH8uHwtdVyKPFLb1i1ZV8eNsM1BLBajfGRR6DIaBGWRoixSlIWINGSRN2FmdhawAjgDOJD8GIre7r7bzE4DhgD/EnUdIiKhFRUVHfWSRzwez3wxIhJcZE2Yu+emvexaw5i9wOejqkFERESkoWoI94SJiIiINDtqwkREREQCUBMmIiIiEoCaMBEREZEA1ISJiIiIBKAmTERERCQANWEiIiIiAagJExEREQlATZiIiIhIAGrCRERERAJQEyYiIiISgJowERERkQDUhImIHEV1dTUDBgxg+PDhALvL2+gAACAASURBVDz44IP06NEDM2P79u2BqxORpiCyJszMSszsPTNzM3vHzNaY2e/MrH9y/xfMbKmZvWtm/2Nm46OqRUTkWM2ZM4devXoden3hhRfy+uuvc8455wSsSkSaklYRzn0zMBjoBrzn7jvNbBgwHygEqoCJ7r7KzE4HVprZa+7+bl0TV1RWkzt5UYSlNw4T86sYrRwAZZFOWaTUlEX5jEtrPW7jxo0sWrSIKVOmcP/99wMwYMCASGoUkeYrkpUwM5sH5AGLgUJ335nctRzoCuDum919VfL5HuA9oEsU9YiIHIsJEyZw77330qKF7tgQkehEshLm7jea2VCg2N3Tb564gURjdhgzywUGAL+vaU4zGweMA8jJ6cDU/KqTWXKj1Klt4id9URbplEVKTVnEYrEaj1m2bBmVlZXs2bOH0tJSduzYcdj4ffv28dZbb9GuXbsIKo5GPB6v9WtuTpRFirJICZVFlJcjD2NmxSSasIuO2J4NPA9McPfdNR3v7vNJXMqkW14Pn7UmY6U3WBPzq1AOCcoiRVmk1JRF+ciiGo/5r//6L1auXMno0aPZt28fu3fv5pFHHuHJJ58E4JRTTuHCCy8kJycnqrJPulgsRlFRUegyGgRlkaIsUkJlkZF/qc2sH/AIMMzdd6Rtb02iAfulu79Q3/natm7Jujru6WgOYrFYrd9MmhNlkaIsUo4ni+nTpzN9+vRDx8+cOfNQAyYicjJFfsODmXUDXgC+5+7r07Yb8HMSN+3fH3UdIiIn4ic/+Qldu3Zl48aN9OvXj7Fjx4YuSUQauUyshE0FPg88lOi7qHL3QcCFwPeANWZWmhz7fXf/dQZqEhGpU1FR0aFLFCUlJZSUlIQtSESalMiaMHfPTT4dm3wcuf+/AYvq/CIiIiINmd5/LSIiIhKAmjARERGRANSEiYiIiASgJkxEREQkADVhIiIiIgGoCRMREREJQE2YiIiISABqwkREREQCUBMmIiIiEoCaMBEREZEA1ISJiIiIBKAmTERERCQANWEiknH79u3jggsuoH///vTp04dp06YBMHr0aLp3705BQQEFBQWUlpYGrlREJDqtopzczEqAm4CewBrAgD3ATe5eZmanAG8AWclannP3aVHWJCLhZWVlsWTJErKzs6msrOSiiy5i2LBhANx3331cddVVgSsUEYlepE0YcDMwGOgGvOfuO81sGDAfKAQ+Bb7m7nEzaw38t5ktdvfltU1aUVlN7uRFEZfe8E3Mr2K0cgCURbqGkEX5jEtr3W9mZGdnA1BZWUllZSVmlonSREQajMguR5rZPCAPWAwUuvvO5K7lQFcAT4gnt7dOPjyqmkSk4aiurqagoICOHTsyZMgQCgsLAZgyZQr9+vXj1ltv5dNPPw1cpYhIdMw9up7HzMqBQe6+PW3bbUBPdx+bfN0SWAn0AP6vu0+qYa5xwDiAnJwOA6fOfjiyuhuLTm1hS0XoKhoGZZHSELLI79Ku3mPj8Th33XUXJSUlnHHGGZx55plUVlYya9Yszj77bEaNGnXcdcTj8UMrbs2ZckhRFinKIiXqLIqLi1e6+6Ajt0d9OfIwZlYM3ABcdHCbu1cDBWbWHnjRzPq6+x+PPNbd55O4jEm3vB4+a01GS2+QJuZXoRwSlEVKQ8iifGTRMY1ftWoVO3bsYMyYMYe2tWnThpkzZ1JUdGxzpYvFYid0fFOhHFKURYqySAmVRcb+pTazfsAjwDB333HkfnffZWZLgaHAZ5qwdG1bt2RdHfecNAexWOyYv9k1VcoipTFksW3bNlq3bk379u2pqKjgtddeY9KkSWzevJnOnTvj7rz00kv07ds3dKkiIpHJSBNmZt2AF4Dvufv6tO0dgMpkA9YWGAL8OBM1iUg4mzdvZtSoUVRXV3PgwAFGjBjB8OHD+drXvsa2bdtwdwoKCpg3b17oUkVEIpOplbCpwOeBh5LvgKpKXhvtDDyevC+sBfArd385QzWJSCD9+vVj9erVn9m+ZMmSANWIiIQRaRPm7rnJp2OTjyP3vwMMiLIGERERkYZIn5gvIiIiEoCaMBEREZEA1ISJiIiIBKAmTERERCQANWEiIiIiAagJExEREQlATZiIiIhIAGrCRERERAJQEyYiIiISgJowERERkQDUhImIiIgEoCZMRCKxb98+LrjgAvr370+fPn2YNm3aYftLSkrIzs4OVJ2ISHiRNmFmVmJm75nZ82a2zMw+NbPbjhhzq5n9j5n90cyeMrNToqxJRDIjKyuLJUuWUFZWRmlpKa+88grLly8HYMWKFezcuTNwhSIiYbWKeP6bgcHAfuAc4FvpO82sC1AC9Hb3CjP7FXAN8Fhtk1ZUVpM7eVEkBTcmE/OrGK0cAGWRLpNZlM+4tMZ9ZnZopauyspLKykrMjOrqam6//XYWLFjAiy++mJE6RUQaoshWwsxsHpAHLAZGuvvbQOVRhrYC2ppZK+BU4KOoahKRzKqurqagoICOHTsyZMgQCgsLefDBB7n88svp3Llz6PJERIKKbCXM3W80s6FAsbtvr2HMJjObCfwVqABedfdXo6pJRDKrZcuWlJaWsmvXLq688kreeOMNnn32WWKxWOjSRESCM3ePbnKzcmDQwSbMzO4G4u4+M/n6c8DzwNXALuBZ4Dl3f/Ioc40DxgHk5HQYOHX2w5HV3Vh0agtbKkJX0TAoi5RMZpHfpV29xz7++OMALFy4kDZt2gCwdetWOnfuzC9/+ctI6ovH47r5H+WQTlmkKIuUqLMoLi5e6e6Djtwe9T1hdRkMfOju2wDM7AXgfwGfacLcfT4wH6BbXg+ftSZ06eFNzK9COSQoi5RMZlE+sqjGfdu2baN169a0b9+eiooK7rrrLiZNmsSjjz56aEx2djabNm2KrL5YLEZRUc01NhfKIUVZpCiLlFBZhP6u9VfgK2Z2KonLkZcAK+o6qG3rlqyr5Ybg5iIWi9X6TbA5URYpDSWLzZs3M2rUKKqrqzlw4AAjRoxg+PDhocsSEWkwMtKEmdlZJJqrM4ADZjaBxDsif29mzwGrgCpgNcnVLhFp3Pr168fq1atrHROPxzNUjYhIwxNpE+buuWkvu9YwZhow7Wj7RERERJoqfWK+iIiISABqwkREREQCUBMmIiIiEoCaMBEREZEA1ISJiIiIBKAmTERERCQANWEiIiIiAagJExEREQlATZiIiIhIAGrCRERERAJQEyYiIiISgJowERERkQDUhIlIJPbt28cFF1xA//796dOnD9OmTTtsf0lJCdnZ2YGqExEJL7ImzMxKzOw9M3Mze8fM1pjZ78ysf3L/eWZWmvbYbWYToqpHRDIrKyuLJUuWUFZWRmlpKa+88grLly8HYMWKFezcuTNwhSIiYbWKcO6bgcFAN+A9d99pZsOA+UChu68DCgDMrCWwCXixPhNXVFaTO3lRNFU3IhPzqxitHABlkS6TWZTPuLTGfWZ2aKWrsrKSyspKzIzq6mpuv/12FixYwIsv1uuvvIhIkxTJSpiZzQPygMUkGq6DP/IuB7oe5ZBLgPfd/S9R1CMiYVRXV1NQUEDHjh0ZMmQIhYWFPPjgg1x++eV07tw5dHkiIkGZu0czsVk5MMjdt6dtuw3o6e5jjxj7C2CVuz9Yy3zjgHEAOTkdBk6d/XAkdTcmndrClorQVTQMyiIlk1nkd2lXr3HxeJy77rqL0aNH88gjjzB79mxatmzJsGHDWLx4cWT1xeNx3XeGckinLFKURUrUWRQXF69090FHbo/ycuRhzKwYuAG46IjtbYDLgTtrO97d55O4lEm3vB4+a03GSm+wJuZXoRwSlEVKJrMoH1lU77GrVq1i165dbNu2jRtuuAGATz/9lLFjx/LnP/85kvpisRhFRfWvsalSDinKIkVZpITKIiPvjjSzfsAjwBXuvuOI3cNIrIJtyUQtIpIZ27ZtY9euXQBUVFTw2muvMXDgQP72t79RXl5OeXk5p556amQNmIhIQxf5j8tm1g14Afieu68/ypBrgaeOZc62rVuyrpYbgpuLWCx2TCsRTZmySGkoWWzevJlRo0ZRXV3NgQMHGDFiBMOHDw9dlohIg5GJaxZTgc8DD5kZQNXB66JmdhowBPiXDNQhIhnUr18/Vq9eXeuYeDyeoWpERBqeyJowd89NPh2bfBxtzF4SDZqIiIhIs6JPzBcREREJQE2YiIiISABqwkREREQCUBMmIiIiEoCaMBEREZEA1ISJiIiIBKAmTERERCQANWEiIiIiAagJExEREQlATZiIiIhIAGrCRERERAJQEyYiIiISgJowEQFg3759XHDBBfTv358+ffowbdo0AB588EF69OiBmbF9+/bAVYqINB2RNmFmVmJm75mZm9k7ZrbGzH5nZv2PGNfSzFab2ctR1iMiNcvKymLJkiWUlZVRWlrKK6+8wvLly7nwwgt5/fXXOeecc0KXKCLSpLSKeP6bgcFAN+A9d99pZsOA+UBh2rjxwHvAGfWZtKKymtzJi052rY3OxPwqRisHQFmkqymL8hmX1nqcmZGdnQ1AZWUllZWVmBkDBgyIpE4RkeYuspUwM5sH5AGLgUJ335nctRzomjauK3Ap8EhUtYhI/VRXV1NQUEDHjh0ZMmQIhYWFdR8kIiLHxdw9usnNyoFB7r49bdttQE93H5t8/RwwHTgduM3dh9cw1zhgHEBOToeBU2c/HFndjUWntrClInQVDYOySKkpi/wu7eo9Rzwe56677qKkpITu3bsDcM011/Czn/2Mdu3qP09o8Xj80Opec6YcUpRFirJIiTqL4uLile4+6MjtUV+OPIyZFQM3ABclXw8Htrr7SjMrqu1Yd59P4jIm3fJ6+Kw1GS29QZqYX4VySFAWKTVlUT6y6JjmWbVqFTt27GDMmDEAnHLKKVx44YXk5OScjDIzIhaLUVRUFLqM4JRDirJIURYpobLI2HctM+tH4pLjMHffkdx8IXC5mX0TOAU4w8yedPfrapurbeuWrKvj/pbmIBaLHfM31qZKWaQcbxbbtm2jdevWtG/fnoqKCl577TUmTZp08gsUEREgQx9RYWbdgBeA77n7+oPb3f1Od+/q7rnANcCSuhowEYnG5s2bKS4upl+/fnz5y19myJAhDB8+nJ/85Cd07dqVjRs30q9fP8aOHRu6VBGRJiFTK2FTgc8DD5kZQNXRro2KSDj9+vVj9erVn9leUlJCSUlJgIpERJq2SJuw5AoXwNjko7axMSAWZT0iIiIiDYU+MV9EREQkADVhIiIiIgGoCRMREREJQE2YiIiISABqwkREREQCUBMmIiIiEoCaMBEREZEA1ISJiIiIBKAmTERERCQANWEiIiIiAagJExEREQlATZiIiIhIAGrCRJqRffv2ccEFF9C/f3/69OnDtGnTAPjwww8pLCykR48eXH311ezfvz9wpSIiTV+QJszMSszsPTP7ZfL1l82sysyuClGPSHORlZXFkiVLKCsro7S0lFdeeYXly5czadIkbr31Vv785z/zuc99jp///OehSxURafJaBTrvzcBgd99oZi2BHwOv1vfgispqcicviqy4xmJifhWjlQOgLNI9NvS0GveZGdnZ2QBUVlZSWVmJmbFkyRIWLFgAwKhRo7j77ru56aabMlKviEhzlfGVMDObB+QBi83sVuAW4Hlga6ZrEWmOqqurKSgooGPHjgwZMoQvfvGLtG/fnlatEj+Tde3alU2bNgWuUkSk6cv4Spi732hmQ4FiIAtYkHz+5dqOM7NxwDiAnJwOTM2virrUBq9T28QKkCiLdPF4nFgsVuuY2bNnE4/Hueuuu+jatSsVFRWHjtm6dSt79+6tc47GoD5ZNAfKIUVZpCiLlFBZhLocedBsYJK7HzCzWge6+3xgPkC3vB4+a03o0sObmF+FckhQFimPDT2NoqKieo1dtWoV+/bt49NPP+Wiiy6iVatWLFu2jHPPPbfeczRksVisSXwdJ0o5pCiLFGWREiqLY/6uZWafA77g7u+chPMPAp5ONmA5wDfNrMrdX6rtoLatW7JuxqUn4fSNWywWo3xkUegyGgRlkVLbT3Pbtm2jdevWtG/fnoqKCl577TUmTZpEcXExzz33HNdccw2PP/44V1xxReYKFhFppurVhJlZDLg8OX4lsNXM3nL3fzuRk7t797RzPAa8XFcDJiLHb/PmzYwaNYrq6moOHDjAiBEjGD58OL179+aaa67hBz/4AQMGDOCGG24IXaqISJNX35Wwdu6+28zGAv/h7tPM7GSshIlIBvXr14/Vq1d/ZnteXh5/+MMfAlQkItJ81bcJa2VmnYERwJQTPam75x5l2+gTnVdERESksajvR1TcA/wX8L67v21mecCfoitLREREpGmr10qYuz8LPJv2+gPgO1EVJSIiItLU1WslzMzONbPfmNkfk6/7mdkPoi1NREREpOmq7+XIh4E7gUqA5MdTXBNVUSIiIiJNXX2bsFPd/ci3TunjyUVERESOU32bsO1m9kXAAczsKmBzZFWJiIiINHH1/YiKfyXxK4N6mtkm4ENgZGRViYiIiDRxdTZhZtYCGOTug83sNKCFu++JvjQRERGRpqvOy5HufgC4I/l8rxowERERkRNX33vCXjez28zsC2Z25sFHpJWJiIiINGH1vSfs6uR//zVtmwN5J7ccERERkeahXith7t79KA81YCInyYYNGyguLqZ379706dOHOXPmHNo3d+5cevbsSZ8+fbjjjjsCVikiIidTvVbCzOyfjrbd3f/jeE5qZiXATcAZQDaJd1sCvODu9xzPnCKNWatWrZg1axbnn38+e/bsYeDAgQwZMoQtW7awcOFCysrKyMrKYuvWraFLFRGRk6S+lyO/nPb8FOASYBVwXE0YcDMwGOgB3Obuw4/l4IrKanInLzrOUzcdE/OrGK0cgIafRfmMS2vd37lzZzp37gzA6aefTq9evdi0aRMPP/wwkydPJisrC4COHTtGXquIiGRGfS9H3pL2+GfgfBIrWMfMzOaRuJdsMTDgeOYQacrKy8tZvXo1hYWFrF+/njfffJPCwkIuvvhi3n777dDliYjISVLfd0ceaS/Q/XgOdPcbgY+AYmA18A9mVmZmi82sz3HWI9IkxONxvvOd7zB79mzOOOMMqqqq+Pjjj1m+fDn33XcfI0aMwN1DlykiIidBfe8J+0+Sv7KIROPWG3j2JJx/FXCOu8fN7JvAS8CXaqhhHDAOICenA1Pz9asrO7VNXIaThp9FLBarc0xVVRV33nknhYWFnHnmmcRiMU499VTy8vL47W9/C8D+/ftZuHAh7du3r3GeeDxer/M1B8oiQTmkKIsUZZESKov63hM2M+15FfAXd994oid3991pz39tZg+ZWY67bz/K2PkkfnUS3fJ6+Kw19S296ZqYX4VySGjoWZSPLKp1v7szatQoLrzwQmbPnn1o+/XXX89HH31EUVER69evp0WLFlxxxRWYWY1zxWIxiopqP19zoSwSlEOKskhRFimhsqjvd61vuvuk9A1m9uMjtx0rMzsL2OLubmYXkFhl21HXcW1bt2RdHTc6NwexWKzOb+7NRWPP4q233uKJJ54gPz+fgoICAH70ox9x/fXXc/3119O3b1/atGnD448/XmsDJiIijUd9m7AhwJEN17CjbDtWVwE3mVkVUAFc47rhRZqhiy66qMZ7vZ588skMVyMiIplQaxNmZjeR+DiJPDN7J23X6cBbx3tSd89NPn0w+RARERFpVupaCVtA4qMkpgOT07bvcfePI6tKREREpImrtQlz90+AT4BrAcysI4kPa802s2x3/2v0JYqIiIg0PfX6nDAzu8zM/kTi1wv9FignsUImIiIiIsehvh/W+kPgK8B6d+9O4tcWLY+sKhEREZEmrr5NWKW77wBamFkLd18KDIqwLhEREZEmrb4fUbHLzLKBN4FfmtlWEr+6SERERESOQ31Xwq4A/g5MAF4B3gcui6ooERERkaauXith7r7XzM4BvuTuj5vZqUDLaEsTERERabrq++7IfwaeA36W3NSFxC/bFhEREZHjUN/Lkf8KXAjsBnD3PwEdoypKREREpKmrbxP2qbvvP/jCzFoB+h2PIiIiIsepvk3Yb83s+0BbMxsCPAv8Z3RliYiIiDRt9W3CJgPbgDXAvwC/Bn4QVVEiTdGGDRsoLi6md+/e9OnThzlz5gBw991306VLFwoKCigoKODXv/514EpFRCQTan13pJl1c/e/uvsB4OHk44SZWQlwE3AWsAE4AFQBE9z9v0/GOUQamlatWjFr1izOP/989uzZw8CBAxkyZAgAt956K7fddlvgCkVEJJPq+oiKl4DzAczseXf/zkk6783AYGAXsNfd3cz6Ab8CetZ1cEVlNbmTF52kUhqviflVjFYOQMPIonzGpbXu79y5M507dwbg9NNPp1evXmzatCkTpYmISANU1+VIS3uedzJOaGbzknMtBv7Z3Q/e4H8autlfmony8nJWr15NYWEhAA8++CD9+vXj+uuvZ+fOnYGrExGRTLBUD3SUnWar3P38I5+f8EnNyoFB7r7dzK4EppP4yItL3X1ZDceMA8YB5OR0GDh19km5MtqodWoLWypCV9EwNIQs8ru0q9e4iooKxo8fz3XXXcdXv/pVPv74Y9q1a4eZ8Ytf/IIdO3YwadKk464jHo+TnZ193Mc3JcoiQTmkKIsUZZESdRbFxcUr3f0zv3O7riasmsTviDSgLYlfXUTytbv7GcdTTHoTlrbtq8BUdx9c1/Hd8np4ixFzjufUTcrE/Cpmranvr/9s2hpCFnVdjgSorKxk+PDhfOMb3+Df/u3fPjtHeTnDhw/nj3/843HXEYvFKCoqOu7jmxJlkaAcUpRFirJIiToLMztqE1brdy13z9ivJnL3N8wsz8xy0pszkabC3bnhhhvo1avXYQ3Y5s2bD90r9uKLL9K3b99QJYqISAYFXTowsx7A+8kb888HsoAddR3XtnVL1tVj1aGpi8VilI8sCl1Gg9AYsnjrrbd44oknyM/Pp6CgAIAf/ehHPPXUU5SWlmJm5Obm8rOf/ayOmUREpCkIfS3rO8A/mVklUAFc7bVdHxVpxC666CKO9sf7m9/8ZoBqREQktCBNmLvnJp/+OPkQERERaVbq+4n5IiIiInISqQkTERERCUBNmMj/b+/+4+yq63vfvz7mxzVmYrxlgkBCGOdASWKQQHIFHsU4o8iNwq3g5VEL0RYCzdVoE1pTD+i9EXoe55C2INAce+gAQmsVeoraessP8QGM+IMoCRCChOnlyBwF5UeUXxOi+fW5f+wd93RIJglk7e+ezOv5eOSRvddae63PvB+Z4c1aa/aWJKkAS5gkSVIBljBJkqQCLGGSJEkFWMIkSZIKsIRJkiQVYAmTJEkqwBImSZJUgCVMkiSpAEuYJElSAZYwjTiLFi3i4IMPZvbs2b9Z9vjjj3PiiScyZ84c5s2bxw9/+MOCE0qStGeVlrCIWBoRGyIiI+LhiFgfEd+PiGMHbbMgIvoi4vGIuKjKeXRgOPfcc7njjjv+3bK//du/5XOf+xwPPfQQf/7nf86nP/3pQtNJkrR3xla8/yXAKcB0YENmPh8R7wd6gBMiYgzwBeB9wJPA/RHxjcx8dLidbt66nY6Lbq149Nb3qWO2ce4BmEP/ytOGXT9//nz6+/tftfyll14C4MUXX+Swww6rYjRJkvabykpYRFwDdAK3A1/MzO/XV60GptUfvxN4PDN/XH/NzcAHgWFLmDTUJz/5Sf7sz/6M5cuXs2PHDr7//e/v+UWSJBVUWQnLzI9FxAKgOzM3Dlp1PrViBjAV+OmgdU8CJ+xqfxGxGFgM0N4+hRXHbNv/Q48wb51QOxt2oOnt7d3jNk8//TSbNm36zba33HIL559/Pu9+97u55557+NCHPsQVV1xR7aAtamBgYK8yHA3MosYcGsyiwSwaSmURmVndziP6gXk7S1hEdAN/A5ycmb+IiLOABZl5QX39R4ETMvOTw+13eueR+Ybfu7qyuUeKTx2zjSvWV31Fufn2dDkSoL+/n9NPP51HHnkEgLa2Nl5++WUigsxk8uTJv7k8Odr09vbS1dVVeoyWYBY15tBgFg1m0VB1FhGxNjPnDV3etP+CR8Q7gOuA92fmL+qLnwIOH7TZtPqyYU0YN4a+vfgP9YGut7eX/oVdpcdoCQcddBDf/va36erq4u677+aoo44qPZIkScNqSgmLiOnA14CPZua/DVp1P3BURLyNWvn6feCcZsykkevss8+mt7eXjRs3Mm3aNC699FKWL1/Opz71KbZt28Yb3/hGenp6So8pSdKwmnUmbAVwEPA3EQGwLTPnZea2iPgk8E1gDLUb+H/UpJk0Qt10002vWtbb28vatWsLTCNJ0mtTaQnLzI76wwvqf3a1zW3AbVXOIUmS1Gp8x3xJkqQCLGGSJEkFWMIkSZIKsIRJkiQVYAmTJEkqwBImSZJUgCVMkiSpAEuYJElSAZYwSZKkAixhkiRJBVjCJEmSCrCESZIkFWAJGyGuvPJK3v72tzN79mzOPvtsfvWrX5UeSZIkvQ5FSlhELI2IDRHx9Yj4fyNiXUT8KCLOKzFPq3vqqaf467/+a9asWcMjjzzC9u3bufnmm0uPJUmSXoexhY67BDgF+ANgcmb+HxExBeiLiC9n5pbhXrx563Y6Lrq1GXM2Tf/K04Zdv23bNjZv3sy4ceN45ZVXOOyww5o0mSRJqkLTz4RFxDVAJ3A7kMCkiAigDfglsK3ZM7W6qVOnsnz5cqZPn86hhx7K5MmTOfXUU0uPJUmSXofIzOYfNKIfmAf8GvgGMAOYBHw4M3d5iisiFgOLAdrbp8xdcdW1zRm2SY6ZOnm3615++WU+97nPsWLFCtra2rjkkkt497vfzUknnURbW1sTp2xdAwMDZlFnFg1mUWMODWbRYBYNVWfR3d29NjPnlkI+AAAAIABJREFUDV1e6nLkTv878BDwHuA/AN+KiO9k5ktDN8zMHqAHYHrnkXnF+tKj71/9C7t2u+6f/umfOO644zjjjDMA+NnPfsbq1atpa2ujq2v3rxtNent7zaLOLBrMosYcGsyiwSwaSmVRusmcB6zM2um4xyPiCWpnxX443IsmjBtD3x7uoTqQTJ8+ndWrV/PKK68wYcIE7rrrLubNe1WhliRJI0jpt6j4CfBegIh4K3A08OOiE7WgE044gbPOOovjjz+eY445hh07drB48eLSY0mSpNeh9Jmw/wTcGBHrgQD+Y2ZuLDxTS7r00ku59NJLS48hSZL2kyIlLDM7Bj311/wkSdKoU/pypCRJ0qhkCZMkSSrAEiZJklSAJUySJKkAS5gkSVIBljBJkqQCLGGSJEkFWMIkSZIKsIRJkiQVYAmTJEkqwBImSZJUgCWsgBdeeIGzzjqLGTNmMHPmTO67777SI0mSpCYr8gHeEbEU+DjwY2AL8B+AXwGLMvOREjM107Jly1iwYAG33HILW7Zs4ZVXXik9kiRJarIiJQxYApwCLAMGMvPMiJgBfAF4755evHnrdjouurXiEV+7/pWn7Xbdiy++yL333suNN94IwPjx4xk/fnyTJpMkSa2i6ZcjI+IaoBO4nVoZuxsgMx8DOiLirc2eqZmeeOIJpkyZwnnnncdxxx3HBRdcwKZNm0qPJUmSmqzpJSwzPwb8DOgGrgY+BBAR7wSOAKY1e6Zm2rZtGw888AAf//jHefDBB5k4cSIrV64sPZYkSWqyyMzmHzSiH5hH7X6wq4HjgPXADOCPMvOhXbxmMbAYoL19ytwVV13btHn31TFTJ+923S9/+UuWLFnCzTffDMDDDz/MV77ylddUxAYGBmhra3vNcx5IzKLBLBrMosYcGsyiwSwaqs6iu7t7bWbOG7q81D1hAGTmS8B5ABERwBPUbtbf1bY9QA/A9M4j84r1RUcfVv/CrmHXX3nllRx66KEcffTR9Pb28q53vYuuruFfsyu9vb2v6XUHIrNoMIsGs6gxhwazaDCLhlJZFG0yEfEW4JXM3AJcANxbL2bDmjBuDH3D3Pze6latWsXChQvZsmULnZ2d3HDDDaVHkiRJTVb6dNJM4O8iIoEfAecXnqcp5syZw5o1a0qPIUmSCipSwjKzo/5wI/DbJWaQJEkqyXfMlyRJKsASJkmSVIAlTJIkqQBLmCRJUgGWMEmSpAIsYZIkSQVYwiRJkgqwhEmSJBVgCZMkSSrAEiZJklSAJUySJKkAS5gkSVIBlrACXnjhBc466yxmzJjBzJkzue+++0qPJEmSmqyyEhYRSyNiQ0R8NSLui4hfR8TyIdu8JSJuiYjH6tueVNU8rWTZsmUsWLCAxx57jHXr1jFz5szSI0mSpCYbW+G+lwCnAFuAI4AzdrHN1cAdmXlWRIwH3rQ3O968dTsdF9263wbd3/pXnrbbdS+++CL33nsvN954IwDjx49n/PjxTZpMkiS1ikrOhEXENUAncDuwMDPvB7YO2WYyMB+4HiAzt2TmC1XM00qeeOIJpkyZwnnnncdxxx3HBRdcwKZNm0qPJUmSmiwys5odR/QD8zJzY/35JcBAZl5efz4H6AEeBY4F1gLLMnOXjSQiFgOLAdrbp8xdcdW1lcy9PxwzdfJu1/X19bFkyRJWrVrFrFmzWLVqFRMnTmTRokX7fJyBgQHa2tpez6gHDLNoMIsGs6gxhwazaDCLhqqz6O7uXpuZ84YuL1nC5gGrgd/JzB9ExNXAS5n5/+xp39M7j8w3/N7Vlcy9Pwx3OfLpp5/mxBNPpL+/H4DvfOc7rFy5kltv3ffLq729vXR1db3GKQ8sZtFgFg1mUWMODWbRYBYNVWcREbssYSV/O/JJ4MnM/EH9+S3A8QXnaYpDDjmEww8/nL6+PgDuuusuZs2aVXgqSZLUbFXemD+szHw6In4aEUdnZh/wXmqXJvdowrgx9A1ztqnVrVq1ioULF7JlyxY6Ozu54YYbSo8kSZKarPISFhGHAGuANwM7IuJCYFZmvgT8MfDl+m9G/hg4r+p5WsGcOXNYs2ZN6TEkSVJBlZWwzOwY9HTabrZ5CHjVNVJJkqQDne+YL0mSVIAlTJIkqQBLmCRJUgGWMEmSpAIsYZIkSQVYwiRJkgqwhEmSJBVgCZMkSSrAEiZJklSAJUySJKkAS5gkSVIBljBJkqQCLGEFvPDCC5x11lnMmDGDmTNnct9995UeSZIkNVmlJSwilkbEhoj4akTcFxG/jojlQ7ZZEBF9EfF4RFxU5TytYtmyZSxYsIDHHnuMdevWMXPmzNIjSZKkJhtb8f6XAKcAW4AjgDMGr4yIMcAXgPcBTwL3R8Q3MvPR4Xa6eet2Oi66tZqJ94P+laftdt2LL77Ivffey4033gjA+PHjGT9+fJMmkyRJraKyM2ERcQ3QCdwOLMzM+4GtQzZ7J/B4Zv44M7cANwMfrGqmVvDEE08wZcoUzjvvPI477jguuOACNm3aVHosSZLUZJGZ1e08oh+Yl5kb688vAQYy8/L687OABZl5Qf35R4ETMvOTu9jXYmAxQHv7lLkrrrq2srlfr2OmTt7tur6+PpYsWcKqVauYNWsWq1atYuLEiSxatGifjzMwMEBbW9vrGfWAYRYNZtFgFjXm0GAWDWbRUHUW3d3dazNz3tDlVV+O3G8yswfoAZjeeWResb51R+9f2LXbdTNmzOCyyy5jyZIlAIwZM4aVK1fS1bX71+xOb2/va3rdgcgsGsyiwSxqzKHBLBrMoqFUFqWbzFPA4YOeT6svG9aEcWPoG+a+q1Z2yCGHcPjhh9PX18fRRx/NXXfdxaxZs0qPJUmSmqx0CbsfOCoi3katfP0+cE7Zkaq3atUqFi5cyJYtW+js7OSGG24oPZIkSWqyppSwiDgEWAO8GdgRERcCszLzpYj4JPBNYAzwxcz8UTNmKmnOnDmsWbOm9BiSJKmgSktYZnYMejptN9vcBtxW5RySJEmtxnfMlyRJKsASJkmSVIAlTJIkqQBLmCRJUgGWMEmSpAIsYZIkSQVYwiRJkgqwhEmSJBVgCZMkSSrAEiZJklSAJUySJKkAS5gkSVIBlX6A92jW0dHBpEmTGDNmDGPHjmXNmjWlR5IkSS2kSAmLiKXAx4EHgGuBq4BxwMbMfHeJmapwzz330N7eXnoMSZLUgkqdCVsCnAIMAN8HFmTmTyLi4L158eat2+m46NYq59uj/pWnFT2+JEka2Zp+T1hEXAN0ArcDnwC+lpk/AcjMZ5s9T1UiglNPPZW5c+fS09NTehxJktRiIjObf9CIfmAe8H9Tuwz5dmAScHVm/v1uXrMYWAzQ3j5l7oqrrm3OsLtxzNTJw65/7rnnmDJlCs8//zzLly9n6dKlHHvssft1hoGBAdra2vbrPkcqs2gwiwazqDGHBrNoMIuGqrPo7u5em5nzhi4vfWP+WGAu8F5gAnBfRKzOzH8bumFm9gA9ANM7j8wr1pcdvX9h115vu27dOrZu3UpX196/Zm/09vbu932OVGbRYBYNZlFjDg1m0WAWDaWyKF3CngR+kZmbgE0RcS9wLPCqEjbYhHFj6Gvhe7I2bdrEjh07mDRpEps2beLOO+9kxYoVpceSJEktpHQJ+xfgv0bEWGA8cAJwZdmRXr9nnnmGM888E4Bt27ZxzjnnsGDBgsJTSZKkVlK0hGXmhoi4A3gY2AFcl5mPlJxpf+js7GTdunWlx5AkSS2sSAnLzI5Bj/8K+KsSc0iSJJXixxZJkiQVYAmTJEkqwBImSZJUgCVMkiSpAEuYJElSAZYwSZKkAixhkiRJBVjCJEmSCrCESZIkFWAJkyRJKsASJkmSVEDRD/A+kHV0dDBp0iTGjBnD2LFjWbNmTemRJElSC6m0hEXEUuDjwKPAYcDxwGcz8/Ih240B1gBPZebpVc7UTPfccw/t7e2lx5AkSS2o6jNhS4BTgC3AEcAZu9luGbABePPe7HTz1u10XHTrfhnwtepfeVrR40uSpJGtsnvCIuIaoBO4HViYmfcDW3ex3TTgNOC6qmYpISI49dRTmTt3Lj09PaXHkSRJLaayM2GZ+bGIWAB0Z+bGYTa9Cvg0MKmqWUr47ne/y9SpU3n22Wd53/vex4wZM5g/f37psSRJUouIzKxu5xH9wLydJSwiLgEGdt4TFhGnAx/IzCUR0QUs3909YRGxGFgM0N4+Ze6Kq66tbO69cczUyXu97Y033siECRP48Ic/vF9nGBgYoK2tbb/uc6QyiwazaDCLGnNoMIsGs2ioOovu7u61mTlv6PLSvx35O8DvRsQHgDcCb46If8jMjwzdMDN7gB6A6Z1H5hXry47ev7Brt+s2bdrEjh07mDRpEps2beIzn/kMK1asoKtr9695LXp7e/f7Pkcqs2gwiwazqDGHBrNoMIuGUlkUbTKZeTFwMcCgM2GvKmBDTRg3hr4WvjH+mWee4cwzzwRg27ZtnHPOOSxYsKDwVJIkqZU0pYRFxCHU3oLizcCOiLgQmJWZLzXj+M3W2dnJunXrSo8hSZJaWKUlLDM7Bj2dtodte4HeCseRJElqGX5skSRJUgGWMEmSpAIsYZIkSQVYwiRJkgqwhEmSJBVgCZMkSSrAEiZJklSAJUySJKkAS5gkSVIBljBJkqQCLGGSJEkFWMIkSZIKqPQDvEezjo4OJk2axJgxYxg7dixr1qwpPZIkSWohlZWwiFgKfBx4FDgMOB74bGZeXl9/OPD3wFuBBHoy8+qq5inhnnvuob29vfQYkiSpBVV5JmwJcAqwBTgCOGPI+m3ApzLzgYiYBKyNiG9l5qN72vHmrdvpuOjW/T7wvuhfeVrR40uSpJGtknvCIuIaoBO4HViYmfcDWwdvk5k/z8wH6o9fBjYAU6uYp4SI4NRTT2Xu3Ln09PSUHkeSJLWYyMxqdhzRD8zLzI3155cAAzsvRw7ZtgO4F5idmS/tZn+LgcUA7e1T5q646tpK5t5bx0ydPOz65557jilTpvD888+zfPlyli5dyrHHHrtfZxgYGKCtrW2/7nOkMosGs2gwixpzaDCLBrNoqDqL7u7utZk5b+jy4jfmR0Qb8FXgwt0VMIDM7AF6AKZ3HplXrC87ev/Crr3edt26dWzdupWurr1/zd7o7e3d7/scqcyiwSwazKLGHBrMosEsGkplUfQtKiJiHLUC9uXM/FrJWfanTZs28fLLL//m8Z133sns2bMLTyVJklpJsdNJERHA9cCGzPz8vrx2wrgx9LXwjfHPPPMMZ555JgDbtm3jnHPOYcGCBYWnkiRJraTyEhYRhwBrgDcDOyLiQmAW8A7go8D6iHiovvlnMvO2qmeqWmdnJ+vWrSs9hiRJamGVlbDM7Bj0dNouNvkuEFUdX5IkqZX5sUWSJEkFWMIkSZIKsIRJkiQVYAmTJEkqwBImSZJUgCVMkiSpAEuYJElSAZYwSZKkAixhkiRJBVjCJEmSCrCESZIkFWAJkyRJKsAS9jpt376d4447jtNPP730KJIkaQSprIRFxNKI2BARGREPR8T6iPh+RBw7aJv++vKHImJNVbNU6eqrr2bmzJmlx5AkSSPM2Ar3vQQ4BZgObMjM5yPi/UAPcMKg7bozc+O+7Hjz1u10XHTr/pt0N/pXnjbs+ieffJJbb72Vz372s3z+85+vfB5JknTgqORMWERcA3QCtwMnZObz9VWrgWlVHLOECy+8kL/8y7/kDW/wqq4kSdo3kZnV7DiiH5g3+CxXRCwHZmTmBfXnTwDPAwn8bWb2DLO/xcBigPb2KXNXXHVtJXMPdszUybtdd99997F69Wr+5E/+hIceeoh//Md/5LLLLqt8psEGBgZoa2tr6jFblVk0mEWDWdSYQ4NZNJhFQ9VZdHd3r83MeUOXV3k58t+JiG7gfODkQYtPzsynIuJg4FsR8Vhm3rur19cLWg/A9M4j84r11Y/ev7Brt+u++c1vsnbtWs4991x+9atf8dJLL3HdddfxD//wD5XPtVNvby9dXbufcTQxiwazaDCLGnNoMIsGs2golUVTSlhEvAO4Dnh/Zv5i5/LMfKr+97MR8XXgncAuS9hgE8aNoW8P92tV7bLLLvvNma/e3l4uv/zyphYwSZI0slV+M1NETAe+Bnw0M/9t0PKJETFp52PgVOCRqueRJElqBc04E7YCOAj4m4gA2Fa/LvpW4Ov1ZWOBr2TmHU2YZ7/r6urylK4kSdonlZWwzOyoP7yg/mfo+h8Dxw5dLkmSNBr43gqSJEkFWMIkSZIKsIRJkiQVYAmTJEkqwBImSZJUgCVMkiSpAEuYJElSAZYwSZKkAixhkiRJBVjCJEmSCrCESZIkFWAJkyRJKsASBvz0pz+lu7ubWbNm8fa3v52rr7669EiSJOkAV1kJi4ilEbEhIr4aEfdFxK8jYvmQbb4YEc9GxCNVzbE3xo4dyxVXXMGjjz7K6tWr+cIXvsCjjz5aciRJknSAG1vhvpcApwBbgCOAM3axzY3AfwX+fl92vHnrdjouunWfhulfedpu1x166KEceuihAEyaNImZM2fy1FNPMWvWrH06hiRJ0t6q5ExYRFwDdAK3Awsz835g69DtMvNe4JdVzPBa9ff38+CDD3LCCSeUHkWSJB3AIjOr2XFEPzAvMzfWn18CDGTm5UO26wD+NTNn72F/i4HFAO3tU+auuOrafZrnmKmT97jN5s2bWbZsGR/5yEeYP3/+Pu2/hIGBAdra2kqP0RLMosEsGsyixhwazKLBLBqqzqK7u3ttZs4burzKy5H7VWb2AD0A0zuPzCvW79vo/Qu7hl2/detWTj/9dD72sY/xp3/6p691zKbq7e2lq6ur9BgtwSwazKLBLGrMocEsGsyioVQWI6aEDTZh3Bj6hrnHa19lJueffz4zZ84cMQVMkiSNbL5FBfC9732PL33pS9x9993MmTOHOXPmcNttt5UeS5IkHcAqPxMWEYcAa4A3Azsi4kJgVma+FBE3AV1Ae0Q8CXwuM6+veqahTj75ZKq6N06SJGlXKithmdkx6Om03WxzdlXHlyRJamVejpQkSSrAEiZJklSAJUySJKkAS5gkSVIBljBJkqQCLGGSJEkFWMIkSZIKsIRJkiQVYAmTJEkqwBImSZJUgCVMkiSpgFFVwhYtWsTBBx/M7NmzS48iSZJGucpKWEQsjYgNEfHViLgvIn4dEcuHbLMsIh6JiB9FxIVVzbLTueeeyx133FH1YSRJkvZobIX7XgKcAmwBjgDOGLwyImYDfwS8s77NHRHxr5n5+J52vHnrdjouuvVVy/tXnjbs6+bPn09/f/9eji9JklSdSs6ERcQ1QCdwO7AwM+8Htg7ZbCbwg8x8JTO3Ad8GPlTFPJIkSa2mkhKWmR8DfgZ0Z+aVu9nsEeBdEXFQRLwJ+ABweBXzSJIktZoqL0cOKzM3RMRfAHcCm4CHgO272z4iFgOLAdrbp7DimG2v2qa3t3ePx3366afZtGnTXm3b6gYGBg6Ir2N/MIsGs2gwixpzaDCLBrNoKJVFsRIGkJnXA9cDRMR/AZ4cZtseoAdgeueRecX6V4/ev7Brj8fs7+9n4sSJdHXtedtW19vbe0B8HfuDWTSYRYNZ1JhDg1k0mEVDqSyKlrCIODgzn42I6dTuBztxb143YdwY+vZwE/6unH322fT29rJx40amTZvGpZdeyvnnn7/P+5EkSXq9Ki9hEXEIsAZ4M7Cj/lYUszLzJeCrEXEQtZv2P5GZL1Q5y0033VTl7iVJkvZaZSUsMzsGPZ22m23eVdXxJUmSWtmoesd8SZKkVmEJkyRJKsASJkmSVIAlTJIkqQBLmCRJUgGWMEmSpAIsYZIkSQVYwiRJkgqwhEmSJBVgCZMkSSrAEiZJklSAJUySJKmAUVXCFi1axMEHH8zs2bNLjyJJkka5IiUsIpZGxIaI+HJE/HVEPB4RD0fE8VUe99xzz+WOO+6o8hCSJEl7ZWyh4y4BTgHeAfwxcBRwAvDf6n8Pa/PW7XRcdOurlvevPG3Y182fP5/+/v59n1aSJGk/a3oJi4hrgE7gduC3gXMzM4HVEfGWiDg0M3/e7LkkSZKaKWr9p8kHjegH5gE3Aisz87v15XcB/zEz1+ziNYuBxQDt7VPmrrjq2lft95ipk/d47KeffpqLL76YG2644XV8Ba1hYGCAtra20mO0BLNoMIsGs6gxhwazaDCLhqqz6O7uXpuZ84YuL3U5cp9lZg/QAzC988i8Yv2rR+9f2LXH/fT39zNx4kS6uva8bavr7e09IL6O/cEsGsyiwSxqzKHBLBrMoqFUFqVL2FPA4YOeT6svG9aEcWPo28P9X5IkSa2s9FtUfAP4g6g5EXixyvvBzj77bE466ST6+vqYNm0a119/fVWHkiRJGlbpM2G3AR8AHgdeAc6r8mA33XRTlbuXJEnaa0VKWGZ2DHr6iRIzSJIklVT6cqQkSdKoZAmTJEkqwBImSZJUgCVMkiSpAEuYJElSAZYwSZKkAixhkiRJBVjCJEmSCrCESZIkFWAJkyRJKsASJkmSVIAlTJIkqYBRVcIWLVrEwQcfzOzZs0uPIkmSRrnKSlhELI2IDRGREfFwRKyPiO9HxLGDtlkWEY9ExI8i4sKqZtnp3HPP5Y477qj6MJIkSXs0tsJ9LwFOAaYDGzLz+Yh4P9ADnBARs4E/At4JbAHuiIh/zczH97TjzVu303HRra9a3r/ytGFfN3/+fPr7+/f165AkSdrvKjkTFhHXAJ3A7cAJmfl8fdVqYFr98UzgB5n5SmZuA74NfKiKeSRJklpNZGY1O47oB+Zl5sZBy5YDMzLzgoiYCfwLcBKwGbgLWJOZf7yb/S0GFgO0t0+Zu+Kqa1+1zTFTJ+9xrqeffpqLL76YG264YZ+/plYzMDBAW1tb6TFaglk0mEWDWdSYQ4NZNJhFQ9VZdHd3r83MeUOXV3k58t+JiG7gfOBkgMzcEBF/AdwJbAIeArbv7vWZ2UPtUibTO4/MK9a/evT+hV17nKO/v5+JEyfS1bXnbVtdb2/vAfF17A9m0WAWDWZRYw4NZtFgFg2lsmhKCYuIdwDXAe/PzF/sXJ6Z1wPX17f5L8CTe7O/CePG0LeH+78kSZJaWeVvURER04GvAR/NzH8bsu7gQdt8CPhKlbOcffbZnHTSSfT19TFt2jSuv/76Kg8nSZK0W804E7YCOAj4m4gA2DbouuhXI+IgYCvwicx8ocpBbrrppip3L0mStNcqK2GZ2VF/eEH9z662eVdVx5ckSWplo+od8yVJklqFJUySJKkAS5gkSVIBljBJkqQCLGGSJEkFWMIkSZIKsIRJkiQVYAmTJEkqwBImSZJUgCVMkiSpAEuYJElSAZYwSZKkAixhkiRJBVjCJEmSCrCESZIkFWAJkyRJKiAys/QM+ywiXgb6Ss/RAtqBjaWHaBFm0WAWDWZRYw4NZtFgFg1VZ3FEZk4ZunBshQesUl9mzis9RGkRscYcasyiwSwazKLGHBrMosEsGkpl4eVISZKkAixhkiRJBYzUEtZTeoAWYQ4NZtFgFg1mUWMODWbRYBYNRbIYkTfmS5IkjXQj9UyYJEnSiGYJkyRJKmBElbCIWBARfRHxeERcVHqeZoqIL0bEsxHxyKBlvxUR34qI/6/+9/9acsZmiYjDI+KeiHg0In4UEcvqy0dVHhHxxoj4YUSsq+dwaX352yLiB/Xvk3+MiPGlZ22WiBgTEQ9GxL/Wn4/KLCKiPyLWR8RDEbGmvmxUfX8ARMRbIuKWiHgsIjZExEmjNIej6/8Wdv55KSIuHI1ZAETEn9R/Zj4SETfVf5YW+VkxYkpYRIwBvgC8H5gFnB0Rs8pO1VQ3AguGLLsIuCszjwLuqj8fDbYBn8rMWcCJwCfq/xZGWx6/Bt6TmccCc4AFEXEi8BfAlZl5JPA8cH7BGZttGbBh0PPRnEV3Zs4Z9N5Ho+37A+Bq4I7MnAEcS+3fxqjLITP76v8W5gBzgVeArzMKs4iIqcBSYF5mzgbGAL9PoZ8VI6aEAe8EHs/MH2fmFuBm4IOFZ2qazLwX+OWQxR8E/q7++O+AM5o6VCGZ+fPMfKD++GVqP1inMsryyJqB+tNx9T8JvAe4pb78gM9hp4iYBpwGXFd/HozSLHZjVH1/RMRkYD5wPUBmbsnMFxhlOezCe4H/kZn/k9GbxVhgQkSMBd4E/JxCPytGUgmbCvx00PMn68tGs7dm5s/rj58G3lpymBIiogM4DvgBozCP+uW3h4BngW8B/wN4ITO31TcZTd8nVwGfBnbUnx/E6M0igTsjYm1ELK4vG23fH28DngNuqF+ivi4iJjL6chjq94Gb6o9HXRaZ+RRwOfATauXrRWAthX5WjKQSpmFk7b1GRtX7jUREG/BV4MLMfGnwutGSR2Zur19imEbtbPGMwiMVERGnA89m5trSs7SIkzPzeGq3b3wiIuYPXjlKvj/GAscD/y0zjwM2MeRy2yjJ4Tfq9zn9LvBPQ9eNlizq9719kFpJPwyYyKtv9WmakVTCngIOH/R8Wn3ZaPZMRBwKUP/72cLzNE1EjKNWwL6cmV+rLx61edQvs9wDnAS8pX6aHUbP98nvAL8bEf3UblV4D7X7gUZjFjv/b5/MfJbavT/vZPR9fzwJPJmZP6g/v4VaKRttOQz2fuCBzHym/nw0ZnEK8ERmPpeZW4GvUfv5UeRnxUgqYfcDR9V/g2E8tVOq3yg8U2nfAP6w/vgPgX8pOEvT1O/1uR7YkJmfH7RqVOUREVMi4i31xxOA91G7P+4e4Kz6Zgd8DgCZeXFmTsvMDmo/G+7OzIWMwiwiYmJETNr5GDgVeIRR9v2RmU8DP42Io+uL3gs8yijLYYizaVyKhNGZxU+AEyPiTfX/luz8d1HkZ8WIesf8iPgAtfs+xgBfzMz/XHikpomIm4AuoB14Bvgc8M/AfwcrZzqKAAACpUlEQVSmA/8T+L3MHHrz/gEnIk4GvgOsp3H/z2eo3Rc2avKIiHdQu4F0DLX/ofrvmfnnEdFJ7WzQbwEPAh/JzF+Xm7S5IqILWJ6Zp4/GLOpf89frT8cCX8nM/xwRBzGKvj8AImIOtV/UGA/8GDiP+vcKoygH+E0h/wnQmZkv1peNun8TAPW38/kwtd+0fxC4gNo9YE3/WTGiSpgkSdKBYiRdjpQkSTpgWMIkSZIKsIRJkiQVYAmTJEkqwBImSZJUwNg9byJJrS8itlN725KdzsjM/kLjSNIe+RYVkg4IETGQmW1NPN7YQZ81J0n7zMuRkkaFiDg0Iu6NiIci4pGIeFd9+YKIeCAi1kXEXfVlvxUR/xwRD0fE6vob4xIRl0TElyLie8CX6h+g/lcRcX992/+r4JcoaYTxcqSkA8WEiHio/viJzDxzyPpzgG/W3z1+DPCmiJgCXAvMz8wnIuK36tteCjyYmWdExHuAvwfm1NfNovYB2ZsjYjHwYmb+bxHxvwDfi4g7M/OJKr9QSQcGS5ikA8XmzJwzzPr7gS/WP/z9nzPzofpHHN27szQN+siWk4H/s77s7og4KCLeXF/3jczcXH98KvCOiNj5mXOTgaMAS5ikPbKESRoVMvPeiJgPnAbcGBGfB55/DbvaNOhxAH+cmd/cHzNKGl28J0zSqBARRwDPZOa11D7U+XhgNTA/It5W32bn5cjvAAvry7qAjZn50i52+03g4/Wza0TEb9c/KFmS9sgzYZJGiy7gzyJiKzAA/EFmPle/r+trEfEG4FngfcAl1C5dPgy8AvzhbvZ5HdABPBARATwHnFHlFyHpwOFbVEiSJBXg5UhJkqQCLGGSJEkFWMIkSZIKsIRJkiQVYAmTJEkqwBImSZJUgCVMkiSpgP8fNM0LUQEsok0AAAAASUVORK5CYII=
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<h3 id="&#49324;&#51060;&#53431;&#47088;-Wrapper-XGBoost-&#44060;&#50836;-&#48143;-&#51201;&#50857;">&#49324;&#51060;&#53431;&#47088; Wrapper XGBoost &#44060;&#50836; &#48143; &#51201;&#50857;<a class="anchor-link" href="#&#49324;&#51060;&#53431;&#47088;-Wrapper-XGBoost-&#44060;&#50836;-&#48143;-&#51201;&#50857;">&#182;</a></h3><p><strong> 사이킷런 래퍼 클래스 임포트, 학습 및 예측 </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 사이킷런 래퍼 XGBoost 클래스인 XGBClassifier 임포트</span>
<span class="kn">from</span> <span class="nn">xgboost</span> <span class="kn">import</span> <span class="n">XGBClassifier</span>

<span class="n">evals</span> <span class="o">=</span> <span class="p">[(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)]</span>  <span class="c1"># 원래는 검증 데이터를 넣어야하는데 예측 데이터를 넣었다. 데이터셋이 부족하니까 봐줘...</span>

<span class="n">xgb_wrapper</span> <span class="o">=</span> <span class="n">XGBClassifier</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">400</span><span class="p">,</span> <span class="n">learning_rate</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">max_depth</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
<span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> 
                <span class="n">early_stopping_rounds</span><span class="o">=</span><span class="mi">400</span><span class="p">,</span> 
                <span class="n">eval_set</span><span class="o">=</span><span class="n">evals</span><span class="p">,</span> 
                <span class="n">eval_metric</span><span class="o">=</span><span class="s2">&quot;logloss&quot;</span><span class="p">,</span>  
                <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">w_preds</span> <span class="o">=</span> <span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">w_pred_proba</span> <span class="o">=</span> <span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">X_test</span><span class="p">)[:,</span> <span class="mi">1</span><span class="p">]</span>
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<pre>[0]	validation_0-logloss:0.61352
Will train until validation_0-logloss hasn&#39;t improved in 400 rounds.
[1]	validation_0-logloss:0.547842
[2]	validation_0-logloss:0.494247
[3]	validation_0-logloss:0.447986
[4]	validation_0-logloss:0.409109
[5]	validation_0-logloss:0.374977
[6]	validation_0-logloss:0.345714
[7]	validation_0-logloss:0.320529
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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_clf_eval</span><span class="p">(</span><span class="n">y_test</span> <span class="p">,</span> <span class="n">w_preds</span><span class="p">,</span> <span class="n">w_pred_proba</span><span class="p">)</span>
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<pre>오차 행렬
[[35  2]
 [ 1 76]]
정확도: 0.9737, 정밀도: 0.9744, 재현율: 0.9870,    F1: 0.9806, AUC:0.9951
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<p><strong> early stopping을 100으로 설정하고 재 학습/예측/평가 </strong></p>

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<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">xgboost</span> <span class="kn">import</span> <span class="n">XGBClassifier</span>

<span class="n">xgb_wrapper</span> <span class="o">=</span> <span class="n">XGBClassifier</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">400</span><span class="p">,</span> <span class="n">learning_rate</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">max_depth</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>

<span class="n">evals</span> <span class="o">=</span> <span class="p">[(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)]</span>
<span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">early_stopping_rounds</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> 
                <span class="n">eval_metric</span><span class="o">=</span><span class="s2">&quot;logloss&quot;</span><span class="p">,</span> 
                <span class="n">eval_set</span><span class="o">=</span><span class="n">evals</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">ws100_preds</span> <span class="o">=</span> <span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">ws100_pred_proba</span> <span class="o">=</span> <span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">X_test</span><span class="p">)[:,</span> <span class="mi">1</span><span class="p">]</span>
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<pre>[0]	validation_0-logloss:0.61352
Will train until validation_0-logloss hasn&#39;t improved in 100 rounds.
[1]	validation_0-logloss:0.547842
[2]	validation_0-logloss:0.494247
[3]	validation_0-logloss:0.447986
[4]	validation_0-logloss:0.409109
[5]	validation_0-logloss:0.374977
[6]	validation_0-logloss:0.345714
[7]	validation_0-logloss:0.320529
[8]	validation_0-logloss:0.29721
[9]	validation_0-logloss:0.277991
[10]	validation_0-logloss:0.260302
[11]	validation_0-logloss:0.246037
[12]	validation_0-logloss:0.231556
[13]	validation_0-logloss:0.22005
[14]	validation_0-logloss:0.208572
[15]	validation_0-logloss:0.199993
[16]	validation_0-logloss:0.190118
[17]	validation_0-logloss:0.181818
[18]	validation_0-logloss:0.174729
[19]	validation_0-logloss:0.167657
[20]	validation_0-logloss:0.158202
[21]	validation_0-logloss:0.154725
[22]	validation_0-logloss:0.148947
[23]	validation_0-logloss:0.143308
[24]	validation_0-logloss:0.136344
[25]	validation_0-logloss:0.132778
[26]	validation_0-logloss:0.127912
[27]	validation_0-logloss:0.125263
[28]	validation_0-logloss:0.119978
[29]	validation_0-logloss:0.116412
[30]	validation_0-logloss:0.114502
[31]	validation_0-logloss:0.112572
[32]	validation_0-logloss:0.11154
[33]	validation_0-logloss:0.108681
[34]	validation_0-logloss:0.106681
[35]	validation_0-logloss:0.104207
[36]	validation_0-logloss:0.102962
[37]	validation_0-logloss:0.100576
[38]	validation_0-logloss:0.098683
[39]	validation_0-logloss:0.096444
[40]	validation_0-logloss:0.095869
[41]	validation_0-logloss:0.094242
[42]	validation_0-logloss:0.094715
[43]	validation_0-logloss:0.094272
[44]	validation_0-logloss:0.093894
[45]	validation_0-logloss:0.094184
[46]	validation_0-logloss:0.09402
[47]	validation_0-logloss:0.09236
[48]	validation_0-logloss:0.093012
[49]	validation_0-logloss:0.091272
[50]	validation_0-logloss:0.090051
[51]	validation_0-logloss:0.089605
[52]	validation_0-logloss:0.089577
[53]	validation_0-logloss:0.090703
[54]	validation_0-logloss:0.089579
[55]	validation_0-logloss:0.090357
[56]	validation_0-logloss:0.091587
[57]	validation_0-logloss:0.091527
[58]	validation_0-logloss:0.091986
[59]	validation_0-logloss:0.091951
[60]	validation_0-logloss:0.091939
[61]	validation_0-logloss:0.091461
[62]	validation_0-logloss:0.090311
[63]	validation_0-logloss:0.089407
[64]	validation_0-logloss:0.089719
[65]	validation_0-logloss:0.089743
[66]	validation_0-logloss:0.089622
[67]	validation_0-logloss:0.088734
[68]	validation_0-logloss:0.088621
[69]	validation_0-logloss:0.089739
[70]	validation_0-logloss:0.089981
[71]	validation_0-logloss:0.089782
[72]	validation_0-logloss:0.089584
[73]	validation_0-logloss:0.089533
[74]	validation_0-logloss:0.088748
[75]	validation_0-logloss:0.088597
[76]	validation_0-logloss:0.08812
[77]	validation_0-logloss:0.088396
[78]	validation_0-logloss:0.088736
[79]	validation_0-logloss:0.088153
[80]	validation_0-logloss:0.087577
[81]	validation_0-logloss:0.087412
[82]	validation_0-logloss:0.08849
[83]	validation_0-logloss:0.088575
[84]	validation_0-logloss:0.08807
[85]	validation_0-logloss:0.087641
[86]	validation_0-logloss:0.087416
[87]	validation_0-logloss:0.087611
[88]	validation_0-logloss:0.087065
[89]	validation_0-logloss:0.08727
[90]	validation_0-logloss:0.087161
[91]	validation_0-logloss:0.086962
[92]	validation_0-logloss:0.087166
[93]	validation_0-logloss:0.087067
[94]	validation_0-logloss:0.086592
[95]	validation_0-logloss:0.086116
[96]	validation_0-logloss:0.087139
[97]	validation_0-logloss:0.086768
[98]	validation_0-logloss:0.086694
[99]	validation_0-logloss:0.086547
[100]	validation_0-logloss:0.086498
[101]	validation_0-logloss:0.08641
[102]	validation_0-logloss:0.086288
[103]	validation_0-logloss:0.086258
[104]	validation_0-logloss:0.086835
[105]	validation_0-logloss:0.086767
[106]	validation_0-logloss:0.087321
[107]	validation_0-logloss:0.087304
[108]	validation_0-logloss:0.08728
[109]	validation_0-logloss:0.087298
[110]	validation_0-logloss:0.087289
[111]	validation_0-logloss:0.088002
[112]	validation_0-logloss:0.087936
[113]	validation_0-logloss:0.087843
[114]	validation_0-logloss:0.088066
[115]	validation_0-logloss:0.087649
[116]	validation_0-logloss:0.087298
[117]	validation_0-logloss:0.087799
[118]	validation_0-logloss:0.087751
[119]	validation_0-logloss:0.08768
[120]	validation_0-logloss:0.087626
[121]	validation_0-logloss:0.08757
[122]	validation_0-logloss:0.087547
[123]	validation_0-logloss:0.087156
[124]	validation_0-logloss:0.08767
[125]	validation_0-logloss:0.087737
[126]	validation_0-logloss:0.088275
[127]	validation_0-logloss:0.088309
[128]	validation_0-logloss:0.088266
[129]	validation_0-logloss:0.087886
[130]	validation_0-logloss:0.088861
[131]	validation_0-logloss:0.088675
[132]	validation_0-logloss:0.088743
[133]	validation_0-logloss:0.089218
[134]	validation_0-logloss:0.089179
[135]	validation_0-logloss:0.088821
[136]	validation_0-logloss:0.088512
[137]	validation_0-logloss:0.08848
[138]	validation_0-logloss:0.088386
[139]	validation_0-logloss:0.089145
[140]	validation_0-logloss:0.08911
[141]	validation_0-logloss:0.088765
[142]	validation_0-logloss:0.088678
[143]	validation_0-logloss:0.088389
[144]	validation_0-logloss:0.089271
[145]	validation_0-logloss:0.089238
[146]	validation_0-logloss:0.089139
[147]	validation_0-logloss:0.088907
[148]	validation_0-logloss:0.089416
[149]	validation_0-logloss:0.089388
[150]	validation_0-logloss:0.089108
[151]	validation_0-logloss:0.088735
[152]	validation_0-logloss:0.088717
[153]	validation_0-logloss:0.088484
[154]	validation_0-logloss:0.088471
[155]	validation_0-logloss:0.088545
[156]	validation_0-logloss:0.088521
[157]	validation_0-logloss:0.088547
[158]	validation_0-logloss:0.088275
[159]	validation_0-logloss:0.0883
[160]	validation_0-logloss:0.08828
[161]	validation_0-logloss:0.088013
[162]	validation_0-logloss:0.087758
[163]	validation_0-logloss:0.087784
[164]	validation_0-logloss:0.087777
[165]	validation_0-logloss:0.087517
[166]	validation_0-logloss:0.087542
[167]	validation_0-logloss:0.087642
[168]	validation_0-logloss:0.08739
[169]	validation_0-logloss:0.087377
[170]	validation_0-logloss:0.087298
[171]	validation_0-logloss:0.087368
[172]	validation_0-logloss:0.087395
[173]	validation_0-logloss:0.087385
[174]	validation_0-logloss:0.087132
[175]	validation_0-logloss:0.087159
[176]	validation_0-logloss:0.086955
[177]	validation_0-logloss:0.087053
[178]	validation_0-logloss:0.08697
[179]	validation_0-logloss:0.086973
[180]	validation_0-logloss:0.087038
[181]	validation_0-logloss:0.086799
[182]	validation_0-logloss:0.086826
[183]	validation_0-logloss:0.086582
[184]	validation_0-logloss:0.086588
[185]	validation_0-logloss:0.086614
[186]	validation_0-logloss:0.086372
[187]	validation_0-logloss:0.086369
[188]	validation_0-logloss:0.086297
[189]	validation_0-logloss:0.086104
[190]	validation_0-logloss:0.086023
[191]	validation_0-logloss:0.08605
[192]	validation_0-logloss:0.086149
[193]	validation_0-logloss:0.085916
[194]	validation_0-logloss:0.085915
[195]	validation_0-logloss:0.085984
[196]	validation_0-logloss:0.086012
[197]	validation_0-logloss:0.085922
[198]	validation_0-logloss:0.085853
[199]	validation_0-logloss:0.085874
[200]	validation_0-logloss:0.085888
[201]	validation_0-logloss:0.08595
[202]	validation_0-logloss:0.08573
[203]	validation_0-logloss:0.08573
[204]	validation_0-logloss:0.085753
[205]	validation_0-logloss:0.085821
[206]	validation_0-logloss:0.08584
[207]	validation_0-logloss:0.085776
[208]	validation_0-logloss:0.085686
[209]	validation_0-logloss:0.08571
[210]	validation_0-logloss:0.085806
[211]	validation_0-logloss:0.085593
[212]	validation_0-logloss:0.085801
[213]	validation_0-logloss:0.085806
[214]	validation_0-logloss:0.085744
[215]	validation_0-logloss:0.085658
[216]	validation_0-logloss:0.085843
[217]	validation_0-logloss:0.085632
[218]	validation_0-logloss:0.085726
[219]	validation_0-logloss:0.085783
[220]	validation_0-logloss:0.085791
[221]	validation_0-logloss:0.085817
[222]	validation_0-logloss:0.085757
[223]	validation_0-logloss:0.085674
[224]	validation_0-logloss:0.08586
[225]	validation_0-logloss:0.085871
[226]	validation_0-logloss:0.085927
[227]	validation_0-logloss:0.085954
[228]	validation_0-logloss:0.085874
[229]	validation_0-logloss:0.086057
[230]	validation_0-logloss:0.086002
[231]	validation_0-logloss:0.085922
[232]	validation_0-logloss:0.086102
[233]	validation_0-logloss:0.086115
[234]	validation_0-logloss:0.086169
[235]	validation_0-logloss:0.086263
[236]	validation_0-logloss:0.086292
[237]	validation_0-logloss:0.086217
[238]	validation_0-logloss:0.086395
[239]	validation_0-logloss:0.086342
[240]	validation_0-logloss:0.08618
[241]	validation_0-logloss:0.086195
[242]	validation_0-logloss:0.086248
[243]	validation_0-logloss:0.086263
[244]	validation_0-logloss:0.086293
[245]	validation_0-logloss:0.086222
[246]	validation_0-logloss:0.086398
[247]	validation_0-logloss:0.086347
[248]	validation_0-logloss:0.086276
[249]	validation_0-logloss:0.086448
[250]	validation_0-logloss:0.086294
[251]	validation_0-logloss:0.086312
[252]	validation_0-logloss:0.086364
[253]	validation_0-logloss:0.086394
[254]	validation_0-logloss:0.08649
[255]	validation_0-logloss:0.086441
[256]	validation_0-logloss:0.08629
[257]	validation_0-logloss:0.08646
[258]	validation_0-logloss:0.086391
[259]	validation_0-logloss:0.086441
[260]	validation_0-logloss:0.086461
[261]	validation_0-logloss:0.086491
[262]	validation_0-logloss:0.086445
[263]	validation_0-logloss:0.086466
[264]	validation_0-logloss:0.086319
[265]	validation_0-logloss:0.086488
[266]	validation_0-logloss:0.086538
[267]	validation_0-logloss:0.086471
[268]	validation_0-logloss:0.086501
[269]	validation_0-logloss:0.086522
[270]	validation_0-logloss:0.086689
[271]	validation_0-logloss:0.086738
[272]	validation_0-logloss:0.08683
[273]	validation_0-logloss:0.086684
[274]	validation_0-logloss:0.08664
[275]	validation_0-logloss:0.086496
[276]	validation_0-logloss:0.086355
[277]	validation_0-logloss:0.086519
[278]	validation_0-logloss:0.086567
[279]	validation_0-logloss:0.08659
[280]	validation_0-logloss:0.086679
[281]	validation_0-logloss:0.086637
[282]	validation_0-logloss:0.086499
[283]	validation_0-logloss:0.086356
[284]	validation_0-logloss:0.086405
[285]	validation_0-logloss:0.086429
[286]	validation_0-logloss:0.086456
[287]	validation_0-logloss:0.086504
[288]	validation_0-logloss:0.08637
[289]	validation_0-logloss:0.086457
[290]	validation_0-logloss:0.086453
[291]	validation_0-logloss:0.086322
[292]	validation_0-logloss:0.086284
[293]	validation_0-logloss:0.086148
[294]	validation_0-logloss:0.086196
[295]	validation_0-logloss:0.086221
[296]	validation_0-logloss:0.086308
[297]	validation_0-logloss:0.086178
[298]	validation_0-logloss:0.086263
[299]	validation_0-logloss:0.086131
[300]	validation_0-logloss:0.086179
[301]	validation_0-logloss:0.086052
[302]	validation_0-logloss:0.086016
[303]	validation_0-logloss:0.086101
[304]	validation_0-logloss:0.085977
[305]	validation_0-logloss:0.086059
[306]	validation_0-logloss:0.085971
[307]	validation_0-logloss:0.085998
[308]	validation_0-logloss:0.085999
[309]	validation_0-logloss:0.085877
[310]	validation_0-logloss:0.085923
[311]	validation_0-logloss:0.085948
Stopping. Best iteration:
[211]	validation_0-logloss:0.085593

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<p>[211]에서 0.085593가 나오고 정점을 찍는다. 그 이후 100회를 반복할 동안 00.85593을 넘기지 못했으니 종료</p>

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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_clf_eval</span><span class="p">(</span><span class="n">y_test</span> <span class="p">,</span> <span class="n">ws100_preds</span><span class="p">,</span> <span class="n">ws100_pred_proba</span><span class="p">)</span>
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<pre>오차 행렬
[[34  3]
 [ 1 76]]
정확도: 0.9649, 정밀도: 0.9620, 재현율: 0.9870,    F1: 0.9744, AUC:0.9954
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<p><strong> early stopping을 10으로 설정하고 재 학습/예측/평가 </strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># early_stopping_rounds를 10으로 설정하고 재 학습. </span>
<span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">early_stopping_rounds</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> 
                <span class="n">eval_metric</span><span class="o">=</span><span class="s2">&quot;logloss&quot;</span><span class="p">,</span> <span class="n">eval_set</span><span class="o">=</span><span class="n">evals</span><span class="p">,</span><span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">ws10_preds</span> <span class="o">=</span> <span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">ws10_pred_proba</span> <span class="o">=</span> <span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">X_test</span><span class="p">)[:,</span> <span class="mi">1</span><span class="p">]</span>
<span class="n">get_clf_eval</span><span class="p">(</span><span class="n">y_test</span> <span class="p">,</span> <span class="n">ws10_preds</span><span class="p">,</span> <span class="n">ws10_pred_proba</span><span class="p">)</span>
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<pre>[0]	validation_0-logloss:0.61352
Will train until validation_0-logloss hasn&#39;t improved in 10 rounds.
[1]	validation_0-logloss:0.547842
[2]	validation_0-logloss:0.494247
[3]	validation_0-logloss:0.447986
[4]	validation_0-logloss:0.409109
[5]	validation_0-logloss:0.374977
[6]	validation_0-logloss:0.345714
[7]	validation_0-logloss:0.320529
[8]	validation_0-logloss:0.29721
[9]	validation_0-logloss:0.277991
[10]	validation_0-logloss:0.260302
[11]	validation_0-logloss:0.246037
[12]	validation_0-logloss:0.231556
[13]	validation_0-logloss:0.22005
[14]	validation_0-logloss:0.208572
[15]	validation_0-logloss:0.199993
[16]	validation_0-logloss:0.190118
[17]	validation_0-logloss:0.181818
[18]	validation_0-logloss:0.174729
[19]	validation_0-logloss:0.167657
[20]	validation_0-logloss:0.158202
[21]	validation_0-logloss:0.154725
[22]	validation_0-logloss:0.148947
[23]	validation_0-logloss:0.143308
[24]	validation_0-logloss:0.136344
[25]	validation_0-logloss:0.132778
[26]	validation_0-logloss:0.127912
[27]	validation_0-logloss:0.125263
[28]	validation_0-logloss:0.119978
[29]	validation_0-logloss:0.116412
[30]	validation_0-logloss:0.114502
[31]	validation_0-logloss:0.112572
[32]	validation_0-logloss:0.11154
[33]	validation_0-logloss:0.108681
[34]	validation_0-logloss:0.106681
[35]	validation_0-logloss:0.104207
[36]	validation_0-logloss:0.102962
[37]	validation_0-logloss:0.100576
[38]	validation_0-logloss:0.098683
[39]	validation_0-logloss:0.096444
[40]	validation_0-logloss:0.095869
[41]	validation_0-logloss:0.094242
[42]	validation_0-logloss:0.094715
[43]	validation_0-logloss:0.094272
[44]	validation_0-logloss:0.093894
[45]	validation_0-logloss:0.094184
[46]	validation_0-logloss:0.09402
[47]	validation_0-logloss:0.09236
[48]	validation_0-logloss:0.093012
[49]	validation_0-logloss:0.091272
[50]	validation_0-logloss:0.090051
[51]	validation_0-logloss:0.089605
[52]	validation_0-logloss:0.089577
[53]	validation_0-logloss:0.090703
[54]	validation_0-logloss:0.089579
[55]	validation_0-logloss:0.090357
[56]	validation_0-logloss:0.091587
[57]	validation_0-logloss:0.091527
[58]	validation_0-logloss:0.091986
[59]	validation_0-logloss:0.091951
[60]	validation_0-logloss:0.091939
[61]	validation_0-logloss:0.091461
[62]	validation_0-logloss:0.090311
Stopping. Best iteration:
[52]	validation_0-logloss:0.089577

오차 행렬
[[34  3]
 [ 2 75]]
정확도: 0.9561, 정밀도: 0.9615, 재현율: 0.9740,    F1: 0.9677, AUC:0.9947
</pre>
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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span> 
</pre></div>

    </div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span> 
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 사이킷런 래퍼 XGBoost 클래스인 XGBClassifier 임포트</span>
<span class="kn">from</span> <span class="nn">xgboost</span> <span class="kn">import</span> <span class="n">XGBClassifier</span>

<span class="n">evals</span> <span class="o">=</span> <span class="p">[(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)]</span>  <span class="c1"># 원래는 검증 데이터를 넣어야하는데 예측 데이터를 넣었다. 데이터셋이 부족하니까 봐줘...</span>

<span class="n">xgb_wrapper</span> <span class="o">=</span> <span class="n">XGBClassifier</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">400</span><span class="p">,</span> <span class="n">learning_rate</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">max_depth</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
<span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> 
                <span class="n">early_stopping_rounds</span><span class="o">=</span><span class="mi">400</span><span class="p">,</span> 
                <span class="n">eval_set</span><span class="o">=</span><span class="n">evals</span><span class="p">,</span> 
                <span class="n">eval_metric</span><span class="o">=</span><span class="s2">&quot;logloss&quot;</span><span class="p">,</span>  
                <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">w_preds</span> <span class="o">=</span> <span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">w_pred_proba</span> <span class="o">=</span> <span class="n">xgb_wrapper</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">X_test</span><span class="p">)[:,</span> <span class="mi">1</span><span class="p">]</span>
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<pre>[0]	validation_0-logloss:0.609685
Will train until validation_0-logloss hasn&#39;t improved in 400 rounds.
[1]	validation_0-logloss:0.540804
[2]	validation_0-logloss:0.483755
[3]	validation_0-logloss:0.434455
[4]	validation_0-logloss:0.390549
[5]	validation_0-logloss:0.354145
[6]	validation_0-logloss:0.321222
[7]	validation_0-logloss:0.292592
[8]	validation_0-logloss:0.267467
[9]	validation_0-logloss:0.245152
[10]	validation_0-logloss:0.225694
[11]	validation_0-logloss:0.207937
[12]	validation_0-logloss:0.192183
[13]	validation_0-logloss:0.177917
[14]	validation_0-logloss:0.165221
[15]	validation_0-logloss:0.153622
[16]	validation_0-logloss:0.14333
[17]	validation_0-logloss:0.133985
[18]	validation_0-logloss:0.125599
[19]	validation_0-logloss:0.117286
[20]	validation_0-logloss:0.109688
[21]	validation_0-logloss:0.102975
[22]	validation_0-logloss:0.097068
[23]	validation_0-logloss:0.091428
[24]	validation_0-logloss:0.086335
[25]	validation_0-logloss:0.081311
[26]	validation_0-logloss:0.076857
[27]	validation_0-logloss:0.072836
[28]	validation_0-logloss:0.069248
[29]	validation_0-logloss:0.065549
[30]	validation_0-logloss:0.062414
[31]	validation_0-logloss:0.059591
[32]	validation_0-logloss:0.057096
[33]	validation_0-logloss:0.054407
[34]	validation_0-logloss:0.052036
[35]	validation_0-logloss:0.049751
[36]	validation_0-logloss:0.04775
[37]	validation_0-logloss:0.045854
[38]	validation_0-logloss:0.044015
[39]	validation_0-logloss:0.042263
[40]	validation_0-logloss:0.040649
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[44]	validation_0-logloss:0.034941
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[373]	validation_0-logloss:0.0051
[374]	validation_0-logloss:0.005096
[375]	validation_0-logloss:0.005091
[376]	validation_0-logloss:0.005086
[377]	validation_0-logloss:0.005082
[378]	validation_0-logloss:0.005077
[379]	validation_0-logloss:0.005073
[380]	validation_0-logloss:0.005068
[381]	validation_0-logloss:0.005064
[382]	validation_0-logloss:0.00506
[383]	validation_0-logloss:0.005055
[384]	validation_0-logloss:0.005051
[385]	validation_0-logloss:0.005047
[386]	validation_0-logloss:0.005042
[387]	validation_0-logloss:0.005038
[388]	validation_0-logloss:0.005034
[389]	validation_0-logloss:0.005029
[390]	validation_0-logloss:0.005025
[391]	validation_0-logloss:0.005021
[392]	validation_0-logloss:0.005017
[393]	validation_0-logloss:0.005013
[394]	validation_0-logloss:0.005009
[395]	validation_0-logloss:0.005005
[396]	validation_0-logloss:0.005
[397]	validation_0-logloss:0.004996
[398]	validation_0-logloss:0.004992
[399]	validation_0-logloss:0.004988
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<pre>오차 행렬
[[35  2]
 [ 1 76]]
정확도: 0.9737, 정밀도: 0.9744, 재현율: 0.9870,    F1: 0.9806, AUC:0.9951
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<h4 id="evals-&#48708;&#44368;&#54616;&#44592;">evals &#48708;&#44368;&#54616;&#44592;<a class="anchor-link" href="#evals-&#48708;&#44368;&#54616;&#44592;">&#182;</a></h4><p>evals =  [(X_test, y_test)] 였을 때는 아래처럼 나왔었다!</p>
<p>정확도: 0.9649, 정밀도: 0.9620, 재현율: 0.9870,    F1: 0.9744, AUC:0.9954</p>

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<h3 id="&#45336;&#54028;&#51060;&#46972;&#49436;-&#52860;&#47100;-&#47749;&#51012;-&#50508;-&#49688;&#44032;-&#50630;&#51004;&#45768;-&#49692;&#49436;&#47196;-&#45347;&#51008;-&#44144;&#50696;&#50857;-(&#54588;&#52432;-&#49692;&#49436;)">&#45336;&#54028;&#51060;&#46972;&#49436; &#52860;&#47100; &#47749;&#51012; &#50508; &#49688;&#44032; &#50630;&#51004;&#45768; &#49692;&#49436;&#47196; &#45347;&#51008; &#44144;&#50696;&#50857; (&#54588;&#52432; &#49692;&#49436;)<a class="anchor-link" href="#&#45336;&#54028;&#51060;&#46972;&#49436;-&#52860;&#47100;-&#47749;&#51012;-&#50508;-&#49688;&#44032;-&#50630;&#51004;&#45768;-&#49692;&#49436;&#47196;-&#45347;&#51008;-&#44144;&#50696;&#50857;-(&#54588;&#52432;-&#49692;&#49436;)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">xgboost</span> <span class="kn">import</span> <span class="n">plot_importance</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</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">12</span><span class="p">))</span>
<span class="c1"># 사이킷런 래퍼 클래스를 입력해도 무방. </span>
<span class="n">plot_importance</span><span class="p">(</span><span class="n">xgb_wrapper</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1b22ec7e860&gt;</pre>
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