gradient_boosting_regression_jcat.html

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}
.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 {
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<h1 id="How-Does-Gradient-Boosting-Regression-Work?">How Does Gradient Boosting Regression Work?<a class="anchor-link" href="#How-Does-Gradient-Boosting-Regression-Work?">&#182;</a></h1><h3>In this notebook, we'll build from scratch a gradient boosted trees regression model that includes a learning rate hyperparameter, and use it to  fit a noisy nonlinear function.<br></h3>
<p>By Joseph Catanzarite 8/21/2020</p>

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<h2 id="1.-The-gradient-boosting-regression-algorithm">1. The gradient boosting regression algorithm<a class="anchor-link" href="#1.-The-gradient-boosting-regression-algorithm">&#182;</a></h2><h3>In a nutshell: gradient boosting regression successively improves a regression model by adding a correction that is estimated by fitting the error in the previous model to a <em>weak learner</em> -- in this case, a shallow decision tree<br><br></h3>
<h4 id="A.-Basic-gradient-boosting-algorithm">A. Basic gradient boosting algorithm<a class="anchor-link" href="#A.-Basic-gradient-boosting-algorithm">&#182;</a></h4><p>Initialize the <em>target function</em> to $f_{1} \equiv y$, and the <em>estimated correction</em> to $\hat{C}_{0} \equiv  y_{0} \equiv 0$</p>
<p>For each successive boosting stage $i$, starting at $i=1$,</p>
<p>(1) Compute the <em>exact correction</em> $C_{i}$, the difference between the <em>target function</em> $f_{i}$ and the <em>estimated correction</em> $\hat{C}_{i-1}$ from the previous stage :<br><br>
$$C_{i} = f_{i} - \hat{C}_{i-1}$$ <br><br></p>
<p>(2) Compute a new <em>estimated correction</em> $\hat{C}_{i}$ by fitting the <em>exact correction</em> with a shallow decision tree.<br><br></p>
<p>(3) Update the <em>model predictions</em> by adding the <em>estimated correction</em>: <br><br>
$$\hat{y}_{i} = \hat{y}_{i-1} + \hat{C}_{i}$$<br><br></p>
<p>(4) Update the <em>target function</em> $f_{i+1}$ for the next stage, which becomes the <em>exact correction</em> from this stage:<br><br>
$$f_{i+1} = C_{i}$$<br><br></p>
<h4 id="B.-Modified-gradient-boosting-regression-algorithm-that-includes-a-learning_rate-hyperparameter">B. Modified gradient boosting regression algorithm that includes a <code>learning_rate</code> hyperparameter<a class="anchor-link" href="#B.-Modified-gradient-boosting-regression-algorithm-that-includes-a-learning_rate-hyperparameter">&#182;</a></h4><p>The <code>learning_rate</code> parameter $\alpha$ is a positive multiplier which determines how much of the <em>correction</em> we want to apply at each boosting stage. For $\alpha = 1$ this becomes the basic boosting algorithm above. The learning rate is a tunable hyperparameter that can provide a regularizing effect by allowing finer corrections at each stage. There is a tradeoff: with learning rates smaller than 1, more <em>boosting stages</em> are needed for the model to converge, so <code>n_estimators</code> should be increased.</p>
<p>We modify the basic algorithm by scaling the <em>estimated corrections</em> $C_{i-1}$ and $C_{i}$ by the learning rate $\alpha$ in steps (1) and (3):</p>
<p>Initialize the <em>target function</em> to $f_{1} \equiv y$, and the <em>estimated correction</em> to $\hat{C}_{0} \equiv  y_{0} \equiv 0$</p>
<p>For each successive boosting stage $i$, starting at $i=1$,</p>
<p>(1) Compute the <em>exact correction</em> $C_{i}$, the difference between the <em>target function</em> $f_{i}$ and the <em>estimated correction</em> $\hat{C}_{i-1}$ from the previous stage, scaled by the learning rate :<br><br>
$${C}_{i} = f_{i} - \alpha \cdot \hat{C}_{i-1}$$ <br><br></p>
<p>(2) Compute a new <em>estimated correction</em> $\hat{C}_{i}$ by fitting the <em>exact correction</em> with a shallow decision tree.<br><br></p>
<p>(3) Update the <em>model predictions</em> by adding the <em>estimated correction</em> scaled by the learning rate $\alpha$: <br><br>
$$\hat{y}_{i} = \hat{y}_{i-1} + \alpha \cdot \hat{C}_{i}$$<br><br></p>
<p>(4) Update the <em>target function</em> $f_{i+1}$ for the next stage, which becomes the <em>exact correction</em> from this stage:<br><br>
$$f_{i+1} = C_{i}$$<br><br></p>

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<h2 id="2.-Generate-noisy-observations-of-a-nonlinear-function">2. Generate noisy observations of a nonlinear function<a class="anchor-link" href="#2.-Generate-noisy-observations-of-a-nonlinear-function">&#182;</a></h2><p>To the function $y(x) = x\cdot\sin(2x)$, we add a constant offset and unit-variance Gaussian noise.</p>

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<h3 id="Set-up-environment">Set up environment<a class="anchor-link" href="#Set-up-environment">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">GradientBoostingRegressor</span>
<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="kn">import</span> <span class="n">DecisionTreeRegressor</span>
<span class="kn">from</span> <span class="nn">scipy.interpolate</span> <span class="kn">import</span> <span class="n">make_interp_spline</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># control parameters</span>
<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">42</span><span class="p">)</span>
<span class="n">n_samples</span> <span class="o">=</span> <span class="mi">300</span>
<span class="n">n_grid_samples</span> <span class="o">=</span> <span class="mi">1000</span>
<span class="n">x_min</span> <span class="o">=</span> <span class="mf">0.</span>
<span class="n">x_max</span> <span class="o">=</span> <span class="mf">10.</span>
<span class="n">noise_var</span> <span class="o">=</span> <span class="mf">0.1</span><span class="o">*</span><span class="n">x_max</span>
<span class="n">mean</span> <span class="o">=</span> <span class="mf">0.</span>
<span class="n">offset</span> <span class="o">=</span> <span class="mf">5.</span>

<span class="c1"># example function to be fitted</span>
<span class="k">def</span> <span class="nf">f</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">x</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x</span><span class="p">)</span><span class="o">+</span><span class="n">offset</span>

<span class="c1"># generate a random sampling grid, sort the samples</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">atleast_2d</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="n">x_min</span><span class="p">,</span> <span class="n">x_max</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="n">n_samples</span><span class="p">))</span><span class="o">.</span><span class="n">T</span>
<span class="n">i_sorted</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">argsort</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">))</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">X</span><span class="p">[</span><span class="n">i_sorted</span><span class="p">]</span>

<span class="c1"># sample the function perturbed with Gaussian noise on a random grid </span>
<span class="n">noise</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">mean</span><span class="p">,</span> <span class="n">noise_var</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">f</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span> <span class="o">+</span>  <span class="n">noise</span>
<span class="n">y_min</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
<span class="n">y_max</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>

<span class="c1"># create a uniform grid for plotting the function</span>
<span class="n">x_grid</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">atleast_2d</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">x_min</span><span class="p">,</span> <span class="n">x_max</span><span class="p">,</span> <span class="n">n_grid_samples</span><span class="p">))</span><span class="o">.</span><span class="n">T</span>

<span class="c1"># plot the function</span>
<span class="n">golden_ratio</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="o">+</span><span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="mf">5.</span><span class="p">))</span><span class="o">/</span><span class="mf">2.</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="n">golden_ratio</span><span class="o">*</span><span class="mi">7</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_grid</span><span class="p">,</span> <span class="n">f</span><span class="p">(</span><span class="n">x_grid</span><span class="p">),</span> <span class="s1">&#39;k--&#39;</span><span class="p">,</span> <span class="n">linewidth</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;$f(x) = x\,\sin(2x)$&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="s1">&#39;k.&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;noisy observations of $f(x)$&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="o">-</span><span class="n">x_max</span><span class="p">,</span> <span class="mi">2</span><span class="o">*</span><span class="n">x_max</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$x$&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$f(x)$&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">);</span>
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<h2 id="3.-Gradient-boosting-regression-from-scratch">3. Gradient boosting regression from scratch<a class="anchor-link" href="#3.-Gradient-boosting-regression-from-scratch">&#182;</a></h2><h3 id="We-implement-the-modified-gradient-boosting-regression-algorithm-that-includes-a-learning-rate-hyperparameter,-and-use-it-to-fit-our-noisy-nonlinear-function">We implement the modified gradient boosting regression algorithm that includes a learning rate hyperparameter, and use it to fit our noisy nonlinear function<a class="anchor-link" href="#We-implement-the-modified-gradient-boosting-regression-algorithm-that-includes-a-learning-rate-hyperparameter,-and-use-it-to-fit-our-noisy-nonlinear-function">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%time</span>
<span class="c1"># initialize</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.25</span>
<span class="n">n_boosting_stages</span> <span class="o">=</span> <span class="mi">25</span>
<span class="n">y_preds_scratch</span> <span class="o">=</span> <span class="mf">0.</span>
<span class="n">error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">n_boosting_stages</span><span class="p">)</span>
<span class="n">target</span> <span class="o">=</span> <span class="n">y</span>
<span class="n">est_correction</span> <span class="o">=</span> <span class="mf">0.</span>

<span class="c1"># plot the function</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="n">golden_ratio</span><span class="o">*</span><span class="mi">7</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>

<span class="c1"># iterate over a sequence of gradient boosting regression stages</span>
<span class="k">for</span> <span class="n">stage</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_boosting_stages</span><span class="p">):</span>

    <span class="c1"># Step 1. Compute the exact correction to the target</span>
    <span class="c1">#      note: in the first stage, est_correction is 0. </span>
    <span class="n">correction</span> <span class="o">=</span> <span class="n">target</span> <span class="o">-</span> <span class="n">learning_rate</span><span class="o">*</span><span class="n">est_correction</span>

    <span class="c1"># Step 2. Estimate the correction by fitting a decision tree to the exact correction</span>
    <span class="n">regressor</span> <span class="o">=</span> <span class="n">DecisionTreeRegressor</span><span class="p">(</span><span class="n">max_depth</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">min_samples_leaf</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">42</span><span class="p">)</span>
    <span class="n">est_correction</span> <span class="o">=</span> <span class="n">regressor</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">correction</span><span class="p">)</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>        

    <span class="c1"># Step 3. Update the predictions by adding the contribution from the current tree</span>
    <span class="n">y_preds_scratch</span> <span class="o">+=</span> <span class="n">learning_rate</span><span class="o">*</span><span class="n">est_correction</span>

    <span class="c1"># compute the prediction errors at this stage</span>
    <span class="n">error</span><span class="p">[</span><span class="n">stage</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">y_preds_scratch</span> <span class="o">-</span> <span class="n">y</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">))</span>
    
    <span class="c1"># Step 4. Update: the target for the next stage becomes the exact correction from the current stage</span>
    <span class="n">target</span> <span class="o">=</span> <span class="n">correction</span>
    
    <span class="c1"># at the last stage, plot the final estimate of the function </span>
<span class="c1">#    if(stage == n_boosting_stages-1):</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y_preds_scratch</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span><span class="n">linewidth</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="sa">f</span><span class="s1">&#39;RMSE prediction error </span><span class="si">{</span><span class="n">error</span><span class="p">[</span><span class="n">stage</span><span class="p">]</span><span class="si">:</span><span class="s1">0.2f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>

<span class="c1"># plot the function, the noisy observations of the function, and the estimated function</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$x$&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$f(x)$&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_grid</span><span class="p">,</span> <span class="n">f</span><span class="p">(</span><span class="n">x_grid</span><span class="p">),</span> <span class="s1">&#39;k--&#39;</span><span class="p">,</span> <span class="n">linewidth</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;$f(x) = x\,\sin(2x)+offset$&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="s1">&#39;k.&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;noisy observations of $f(x)$&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mf">1.1</span><span class="o">*</span><span class="n">y_min</span><span class="p">,</span> <span class="mf">1.4</span><span class="o">*</span><span class="n">y_max</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Gradient Boosted Regression model from scratch&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">()</span>

<span class="c1"># plot error as a function of boosting stage</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="n">golden_ratio</span><span class="o">*</span><span class="mi">7</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">n_boosting_stages</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">n_boosting_stages</span><span class="p">),</span><span class="n">error</span><span class="p">,</span> <span class="s1">&#39;ko-&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;RMS error&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="n">n_boosting_stages</span><span class="o">-</span><span class="mi">1</span><span class="p">],[</span><span class="n">noise_var</span><span class="p">,</span><span class="n">noise_var</span><span class="p">],</span><span class="s1">&#39;r-&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;sqrt(noise variance)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Boosting stage number&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Error&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Model predictions improve with each boosting stage&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper right&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;best RMS prediction error = </span><span class="si">{</span><span class="n">error</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="si">:</span><span class="s1">.2f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
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<pre>best RMS prediction error = 0.99
Wall time: 53.7 ms
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<h3 id="The-gradient-boosted-regression-model-successively-improves-with-each-boosting-stage">The gradient boosted regression model successively improves with each boosting stage<a class="anchor-link" href="#The-gradient-boosted-regression-model-successively-improves-with-each-boosting-stage">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[30]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%time</span>
<span class="c1"># initialize</span>
<span class="c1">#learning_rate = 0.25</span>
<span class="c1">#n_boosting_stages = 25</span>
<span class="n">y_preds_scratch</span> <span class="o">=</span> <span class="mf">0.</span>
<span class="n">error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">n_boosting_stages</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_palette</span><span class="p">(</span><span class="s2">&quot;rainbow&quot;</span><span class="p">,</span><span class="n">n_boosting_stages</span><span class="p">)</span>
<span class="n">target</span> <span class="o">=</span> <span class="n">y</span>
<span class="n">est_correction</span> <span class="o">=</span> <span class="mf">0.</span>

<span class="c1"># plot the function</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="n">golden_ratio</span><span class="o">*</span><span class="mi">7</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>

<span class="c1"># iterate over a sequence of gradient boosting regression stages, plotting model at each stage</span>
<span class="k">with</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">():</span>
 
    <span class="k">for</span> <span class="n">stage</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_boosting_stages</span><span class="p">):</span>

        <span class="c1"># Step 1. Compute the correction to the target</span>
        <span class="c1">#      note: in the first stage, est_correction is 0. </span>
        <span class="n">correction</span> <span class="o">=</span> <span class="n">target</span> <span class="o">-</span> <span class="n">learning_rate</span><span class="o">*</span><span class="n">est_correction</span>

        <span class="c1"># Step 2. ESTIMATE the correction by fitting a decision tree to the correction</span>
        <span class="n">regressor</span> <span class="o">=</span> <span class="n">DecisionTreeRegressor</span><span class="p">(</span><span class="n">max_depth</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">min_samples_leaf</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">42</span><span class="p">)</span>
        <span class="n">est_correction</span> <span class="o">=</span> <span class="n">regressor</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">correction</span><span class="p">)</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>        

        <span class="c1"># Step 3. Update the model predictions by adding the contribution from the current tree</span>
        <span class="n">y_preds_scratch</span> <span class="o">+=</span> <span class="n">learning_rate</span><span class="o">*</span><span class="n">est_correction</span>

        <span class="c1"># compute prediction errors</span>
        <span class="n">error</span><span class="p">[</span><span class="n">stage</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">y_preds_scratch</span> <span class="o">-</span> <span class="n">y</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">))</span>

        <span class="c1"># Step 4. Update: the TARGET for the next stage becomes the correction from the current stage</span>
        <span class="n">target</span> <span class="o">=</span> <span class="n">correction</span>

        <span class="c1"># plot successive estimates at each stage</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y_preds_scratch</span><span class="p">,</span><span class="n">linewidth</span> <span class="o">=</span> <span class="mi">2</span><span class="p">)</span>        
        
<span class="c1"># plot the function and the noisy observations of the function</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$x$&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$f(x)$&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_grid</span><span class="p">,</span> <span class="n">f</span><span class="p">(</span><span class="n">x_grid</span><span class="p">),</span> <span class="s1">&#39;k--&#39;</span><span class="p">,</span> <span class="n">linewidth</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;$f(x) = x\,\sin(2x)+offset$&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="s1">&#39;k.&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;noisy observations of $f(x)$&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mf">1.1</span><span class="o">*</span><span class="n">y_min</span><span class="p">,</span> <span class="mf">1.4</span><span class="o">*</span><span class="n">y_max</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Successive Improvement of the Gradient Boosted Regression model&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">()</span>
<span class="n">sns</span><span class="o">.</span><span class="n">palplot</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">())</span>
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<pre>Wall time: 77.1 ms
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<h2 id="4.-Comparison-with-sklearn-GradientBoostingRegressor">4. Comparison with <code>sklearn</code> GradientBoostingRegressor<a class="anchor-link" href="#4.-Comparison-with-sklearn-GradientBoostingRegressor">&#182;</a></h2><p>Now we'll compare <code>sklearn</code>'s gradient boosting model with the model that we built from scratch</p>

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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%time</span>
<span class="c1"># instantiate a gradient boosting regressor</span>
<span class="n">regressor</span> <span class="o">=</span> <span class="n">GradientBoostingRegressor</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">&#39;ls&#39;</span><span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">42</span><span class="p">,</span>
                                <span class="n">n_estimators</span> <span class="o">=</span> <span class="n">n_boosting_stages</span><span class="p">,</span> <span class="n">max_depth</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">min_samples_leaf</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">subsample</span> <span class="o">=</span> <span class="mf">1.</span><span class="p">,</span> <span class="n">max_features</span> <span class="o">=</span> <span class="mf">1.</span><span class="p">,</span>
                                <span class="n">learning_rate</span><span class="o">=</span> <span class="mf">0.25</span><span class="p">)</span>
<span class="c1"># Fit the data </span>
<span class="c1"># regressor.set_params(alpha=0.50)</span>
<span class="n">regressor</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

<span class="c1"># predict the function</span>
<span class="n">y_preds_sklearn</span> <span class="o">=</span> <span class="n">regressor</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>

<span class="c1"># compute the errors</span>
<span class="n">error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">y_preds_sklearn</span> <span class="o">-</span> <span class="n">y</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">))</span>

<span class="c1"># Plot the function and the prediction</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="n">golden_ratio</span><span class="o">*</span><span class="mi">7</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y_preds_sklearn</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span><span class="n">linewidth</span> <span class="o">=</span> <span class="mi">2</span> <span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="sa">f</span><span class="s1">&#39;RMSE prediction error </span><span class="si">{</span><span class="n">error</span><span class="si">:</span><span class="s1">0.2f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_grid</span><span class="p">,</span> <span class="n">f</span><span class="p">(</span><span class="n">x_grid</span><span class="p">),</span> <span class="s1">&#39;k--&#39;</span><span class="p">,</span> <span class="n">linewidth</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;$f(x) = x\,\sin(2x)$&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="s1">&#39;k.&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;noisy observations of $f(x)$&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$x$&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$f(x)$&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mf">1.1</span><span class="o">*</span><span class="n">y_min</span><span class="p">,</span> <span class="mf">1.4</span><span class="o">*</span><span class="n">y_max</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="sa">u</span><span class="s1">&#39;sklearn GradientBoostingRegressor model&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>Wall time: 187 ms
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<h3 id="Result:">Result:<a class="anchor-link" href="#Result:">&#182;</a></h3><h4 id="The-predictions-of-our-&quot;from-scratch&quot;-model-are-(nearly)-identical-with-those-of-sklearn's-GradientBoostingRegressor!">The predictions of our "from scratch" model are (nearly) identical with those of <code>sklearn</code>'s GradientBoostingRegressor!<a class="anchor-link" href="#The-predictions-of-our-&quot;from-scratch&quot;-model-are-(nearly)-identical-with-those-of-sklearn's-GradientBoostingRegressor!">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;RMS difference between predictions of &quot;from scratch&quot; and sklearn models is </span><span class="si">{</span><span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">y_preds_scratch</span><span class="o">-</span><span class="n">y_preds_sklearn</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">))</span><span class="si">:</span><span class="s1">.5f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
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<pre>RMS difference between predictions of &#34;from scratch&#34; and sklearn models is 0.00340
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<h2 id="5.-Question:-why-don't-we-just-use-a-single-deep-decision-tree?">5. Question: why don't we just use a single deep decision tree?<a class="anchor-link" href="#5.-Question:-why-don't-we-just-use-a-single-deep-decision-tree?">&#182;</a></h2><p>After all, it's much less trouble than gradient boosting!</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># instantiate a DecisionTreeRegressor model</span>
<span class="n">regressor</span> <span class="o">=</span> <span class="n">DecisionTreeRegressor</span><span class="p">(</span><span class="n">random_state</span> <span class="o">=</span> <span class="mi">42</span><span class="p">,</span> <span class="n">max_depth</span> <span class="o">=</span> <span class="mi">5</span><span class="p">,</span> <span class="n">min_samples_leaf</span> <span class="o">=</span> <span class="mi">2</span><span class="p">)</span>
<span class="c1"># fit the training data</span>
<span class="n">y_pred</span> <span class="o">=</span> <span class="n">regressor</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x_grid</span><span class="p">)</span>

<span class="c1"># predict on the training data</span>
<span class="n">y_pred_train</span> <span class="o">=</span> <span class="n">regressor</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>

<span class="c1"># compute the error</span>
<span class="n">error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">y_pred_train</span> <span class="o">-</span> <span class="n">y</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">))</span>


<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="n">golden_ratio</span><span class="o">*</span><span class="mi">7</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y_pred_train</span><span class="p">,</span> <span class="s1">&#39;r-&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="sa">f</span><span class="s1">&#39;RMSE prediction error </span><span class="si">{</span><span class="n">error</span><span class="si">:</span><span class="s1">.2f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_grid</span><span class="p">,</span> <span class="n">f</span><span class="p">(</span><span class="n">x_grid</span><span class="p">),</span> <span class="s1">&#39;k--&#39;</span><span class="p">,</span> <span class="n">linewidth</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;$f(x) = x\,\sin(2x)$&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="s1">&#39;k.&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="sa">r</span><span class="s1">&#39;noisy observations of $f(x)$&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;$x$&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;$f(x)$&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mf">1.1</span><span class="o">*</span><span class="n">y_min</span><span class="p">,</span> <span class="mf">1.4</span><span class="o">*</span><span class="n">y_max</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Single deep decision tree model&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">()</span>
</pre></div>

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<h2 id="Answer:-because-the-gradient-boosting-model-fits-the-data-better!">Answer: because the gradient boosting model fits the data better!<a class="anchor-link" href="#Answer:-because-the-gradient-boosting-model-fits-the-data-better!">&#182;</a></h2><p>At a tree depth of 5, the RMS error of the tree model fit is comparable to the noise we added to the data. So increasing the tree depth will overfit to the noise and is not a good idea. It is true that our "from scratch" model has comparable RMS error statistics to the gradient boosting models. However, visual inspection -- comparing with the plots from 1. and 2. above -- shows that the gradient boosting model fits the data better than the deep decision tree.</p>

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