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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 {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    div#notebook {
 font-family: sans-serif;
 font-size: 11.5pt;
 line-height: 170%;
 color: #303030;
 -webkit-font-smoothing: antialiased !important;
 padding-top: 25px !important;
}
body,
div.body {
 font-family: sans-serif;
 font-size: 11.5pt;
 color: #303030;
 background-color: #ffffff;
 background: #ffffff;
 -webkit-font-smoothing: antialiased !important;
}
body.notebook_app {
 padding: 0;
 background-color: #ffffff;
 background: #ffffff;
 padding-right: 0px !important;
 overflow-y: hidden;
}
a {
 font-family: sans-serif;
 color: #303030;
 -webkit-font-smoothing: antialiased !important;
}
a:hover,
a:focus {
 color: #2f2f2f;
 -webkit-font-smoothing: antialiased !important;
}
div#maintoolbar {
 position: absolute;
 width: 90%;
 margin-left: -10%;
 padding-right: 8%;
 float: left;
 background: transparent !important;
}
#maintoolbar {
 margin-bottom: -3px;
 margin-top: 0px;
 border: 0px;
 min-height: 27px;
 padding-top: 2px;
 padding-bottom: 0px;
}
#maintoolbar .container {
 width: 75%;
 margin-right: auto;
 margin-left: auto;
}
.list_header,
div#notebook_list_header.row.list_header {
 font-size: 14pt;
 color: #2f2f2f;
 background-color: transparent;
 height: 35px;
}
i.fa.fa-folder {
 display: inline-block;
 font: normal normal normal 14px "FontAwesome";
 font-family: "FontAwesome" !important;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 font-size: 18px;
 -moz-osx-font-smoothing: grayscale;
}
#running .panel-group .panel .panel-heading {
 font-size: 14pt;
 color: #303030;
 padding: 8px 8px;
 background: #e4e4e4;
 background-color: #e4e4e4;
}
#running .panel-group .panel .panel-heading a {
 font-size: 14pt;
 color: #303030;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
 font-size: 14pt;
 color: #303030;
}
#running .panel-group .panel .panel-body .list_container .list_item {
 background: #f4f4f4;
 background-color: #f4f4f4;
 padding: 2px;
 border-bottom: 2px solid #dedede;
}
#running .panel-group .panel .panel-body .list_container .list_item:hover {
 background: #f4f4f4;
 background-color: #f4f4f4;
}
#running .panel-group .panel .panel-body {
 padding: 2px;
}
button#refresh_running_list {
 border: none !important;
}
button#refresh_cluster_list {
 border: none !important;
}
div.running_list_info.toolbar_info {
 font-size: 15px;
 padding: 4px 0 4px 0;
 margin-top: 5px;
 margin-bottom: 8px;
 height: 24px;
 line-height: 24px;
 text-shadow: none;
}
.list_placeholder {
 font-weight: normal;
}
#tree-selector {
 padding: 0px;
 border-color: transparent;
}
#project_name > ul > li > a > i.fa.fa-home {
 color: #ff7823;
 font-size: 17pt;
 display: inline-block;
 position: static;
 padding: 0px 0px;
 font-weight: normal;
 text-align: center;
 vertical-align: text-top;
}
.fa-folder:before {
 color: #126dce;
}
.fa-arrow-up:before {
 font-size: 14px;
}
.fa-arrow-down:before {
 font-size: 14px;
}
span#last-modified.btn.btn-xs.btn-default.sort-action:hover .fa,
span#sort-name.btn.btn-xs.btn-default.sort-action:hover .fa {
 color: #ef5c00;
}
.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: "\f07b";
 color: #126dce;
}
.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;
 color: #009e07 !important;
 top: 0px;
}
.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: "\f15b";
 position: relative;
 top: 0px;
 color: #6a737d !important;
}
#project_name a {
 display: inline-flex;
 padding-left: 7px;
 margin-left: -2px;
 text-align: -webkit-auto;
 vertical-align: baseline;
 font-size: 18px;
}
div#notebook_toolbar div.dynamic-instructions {
 font-family: sans-serif;
 font-size: 17px;
 color: #828892;
}
span#login_widget > .button,
#logout {
 font-family: "Proxima Nova", sans-serif;
 color: #303030;
 background: transparent;
 background-color: transparent;
 border: 2px solid #e5e5e5;
 font-weight: normal;
 box-shadow: none;
 text-shadow: none;
 border-radius: 3px;
 margin-right: 10px;
 padding: 2px 7px;
}
span#login_widget > .button:hover,
#logout:hover {
 color: #ef5c00;
 background-color: transparent;
 background: transparent;
 border: 2px solid #ef5c00;
 background-image: none;
 box-shadow: none !important;
 border-radius: 3px;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus,
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: #1c1c1c;
 background-color: #303030;
 background: #303030;
 border-color: #303030;
 background-image: none;
 box-shadow: none !important;
 border-radius: 2px;
}
body > #header #header-container {
 padding-bottom: 0px;
 padding-top: 4px;
 box-sizing: border-box;
 -moz-box-sizing: border-box;
 -webkit-box-sizing: border-box;
}
body > #header {
 background: #ffffff;
 background-color: #ffffff;
 position: relative;
 z-index: 100;
}
.list_container {
 font-size: 11.5pt;
 color: #303030;
 border: none;
 text-shadow: none !important;
}
.list_container > div {
 border-bottom: 1px solid rgba(180,180,180,.14);
 font-size: 11.5pt;
}
.list_header > div,
.list_item > div {
 padding-top: 6px;
 padding-bottom: 2px;
 padding-left: 0px;
}
.list_header > div .item_link,
.list_item > div .item_link {
 margin-left: -1px;
 vertical-align: middle;
 line-height: 22px;
 font-size: 11.5pt;
}
.item_icon {
 color: #126dce;
 font-size: 13pt;
 vertical-align: middle;
}
.list_item input:not([type="checkbox"]) {
 padding-right: 0px;
 height: 1.75em;
 width: 25%;
 margin: 0px 0 0;
 margin-top: 0px;
}
.list_header > div .item_link,
.list_item > div .item_link {
 margin-left: -1px;
 vertical-align: middle;
 line-height: 1.5em;
 font-size: 12pt;
 display: inline-table;
 position: static;
}
#button-select-all {
 height: 34px;
 min-width: 55px;
 z-index: 0;
 border: none !important;
 padding-top: 0px;
 padding-bottom: 0px;
 margin-bottom: 0px;
 margin-top: 0px;
 left: -3px;
 border-radius: 0px !important;
}
#button-select-all:focus,
#button-select-all:active:focus,
#button-select-all.active:focus,
#button-select-all.focus,
#button-select-all:active.focus,
#button-select-all.active.focus {
 background-color: #e5e5e5 !important;
 background: #e5e5e5 !important;
}
button#tree-selector-btn {
 height: 34px;
 font-size: 10.5pt;
 border: none;
 left: 0px;
 border-radius: 0px !important;
}
input#select-all.pull-left.tree-selector {
 margin-left: 7px;
 margin-right: 2px;
 margin-top: 2px;
 top: 4px;
}
input[type="radio"],
input[type="checkbox"] {
 margin-top: 1px;
 line-height: normal;
}
.delete-button {
 border: none !important;
}
i.fa.fa-trash {
 font-size: 13.5pt;
}
.list_container a {
 font-size: 16px;
 color: #303030;
 border: none;
 text-shadow: none !important;
 font-weight: normal;
 font-style: normal;
}
div.list_container a:hover {
 color: #2f2f2f;
}
.list_header > div input,
.list_item > div input {
 margin-right: 7px;
 margin-left: 12px;
 vertical-align: baseline;
 line-height: 22px;
 position: relative;
 top: -1px;
}
div.list_item:hover {
 background-color: #fafafa;
}
.breadcrumb > li {
 font-size: 10.5pt;
 color: #303030;
 border: none;
 text-shadow: none !important;
}
.breadcrumb > li + li:before {
 content: "/\00a0";
 padding: 0px;
 color: #303030;
 font-size: 18px;
}
#project_name > .breadcrumb {
 padding: 0px;
 margin-bottom: 0px;
 background-color: transparent;
 font-weight: normal;
 margin-top: -2px;
}
ul#tabs a {
 font-family: sans-serif;
 font-size: 13.5pt;
 font-weight: normal;
 font-style: normal;
 text-shadow: none !important;
}
.nav-tabs {
 font-family: sans-serif;
 font-size: 13.5pt;
 font-weight: normal;
 font-style: normal;
 background-color: transparent;
 border-color: transparent;
 text-shadow: none !important;
 border: 2px solid transparent;
}
.nav-tabs > li > a:active,
.nav-tabs > li > a:focus,
.nav-tabs > li > a:hover,
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:focus,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
 color: #ef5c00;
 background-color: transparent;
 border-color: transparent;
 border-bottom: 2px solid transparent;
}
.nav > li.disabled > a,
.nav > li.disabled > a:hover {
 color: #828892;
}
.nav-tabs > li > a:before {
 content: "";
 position: absolute;
 width: 100%;
 height: 2px;
 bottom: -2px;
 left: 0;
 background-color: #ef5c00;
 visibility: hidden;
 -webkit-transform: perspective(0)scaleX(0);
 transform: perspective(0)scaleX(0);
 -webkit-transition: ease 220ms;
 transition: ease 220ms;
 -webkit-font-smoothing: antialiased !important;
}
.nav-tabs > li > a:hover:before {
 visibility: visible;
 -webkit-transform: perspective(1)scaleX(1);
 transform: perspective(1)scaleX(1);
}
.nav-tabs > li.active > a:before {
 content: "";
 position: absolute;
 width: 100%;
 height: 2px;
 bottom: -2px;
 left: 0;
 background-color: #ef5c00;
 visibility: visible;
 -webkit-transform: perspective(1)scaleX(1);
 transform: perspective(1)scaleX(1);
 -webkit-font-smoothing: subpixel-antialiased !important;
}
div#notebook {
 font-family: sans-serif;
 font-size: 11.5pt;
 padding-top: 4px;
}
.notebook_app {
 background-color: #ffffff;
}
#notebook-container {
 padding: 13px 2px;
 background-color: #ffffff;
 min-height: 0px;
 box-shadow: none;
 width: 88%;
 margin-right: auto;
 margin-left: auto;
}
div#ipython-main-app.container {
 width: 88%;
 margin-right: auto;
 margin-left: auto;
 margin-right: auto;
 margin-left: auto;
}
.container {
 width: 88%;
 margin-right: auto;
 margin-left: auto;
}
div#menubar-container {
 width: 100%;
 width: 88%;
}
div#header-container {
 width: 88%;
}
.notebook_app #header,
.edit_app #header {
 box-shadow: none !important;
 background-color: #ffffff;
 border-bottom: 2px solid rgba(180,180,180,.14);
}
#header,
.edit_app #header {
 font-family: sans-serif;
 font-size: 11.5pt;
 box-shadow: none;
 background-color: #ffffff;
}
#header .header-bar,
.edit_app #header .header-bar {
 background: #ffffff;
 background-color: #ffffff;
}
body > #header .header-bar {
 width: 100%;
 background: #ffffff;
}
span.checkpoint_status,
span.autosave_status {
 font-size: small;
 display: none;
}
#menubar,
div#menubar {
 background-color: #ffffff;
 padding-top: 0px !important;
}
#menubar .navbar,
.navbar-default {
 background-color: #ffffff;
 margin-bottom: 0px;
 margin-top: 0px;
}
.navbar {
 border: none;
}
div.navbar-text,
.navbar-text,
.navbar-text.indicator_area,
p.navbar-text.indicator_area {
 margin-top: 8px !important;
 margin-bottom: 0px;
 color: #ff7823;
}
.navbar-default {
 font-family: sans-serif;
 font-size: 11.5pt;
 background-color: #ffffff;
 border-color: #d4d4d4;
 line-height: 1.5em;
 padding-bottom: 0px;
}
.navbar-default .navbar-nav > li > a {
 font-family: sans-serif;
 font-size: 11.5pt;
 color: #303030;
 display: block;
 line-height: 1.5em;
 padding-top: 14px;
 padding-bottom: 11px;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
 color: #2f2f2f !important;
 background-color: rgba(180,180,180,.14) !important;
 border-color: #d4d4d4 !important;
 line-height: 1.5em;
 transition: 80ms ease;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
 color: #1c1c1c;
 background-color: #dedede;
 border-color: #dedede;
 line-height: 1.5em;
}
.navbar-nav > li > .dropdown-menu {
 margin-top: 0px;
}
.navbar-nav {
 margin: 0;
}
div.notification_widget.info,
.notification_widget.info,
.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,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {
 color: #303030 !important;
 background-color: transparent !important;
 border-color: transparent !important;
 padding-bottom: 0px !important;
 margin-bottom: 0px !important;
 font-size: 9pt !important;
 z-index: 0;
}
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn {
 font-size: 9pt !important;
 z-index: 0;
}
.notification_widget {
 color: #126dce;
 z-index: -500;
 font-size: 9pt;
 background: transparent;
 background-color: transparent;
 margin-right: 3px;
 border: none;
}
.notification_widget,
div.notification_widget {
 margin-right: 0px;
 margin-left: 0px;
 padding-right: 0px;
 vertical-align: text-top !important;
 margin-top: 6px !important;
 background: transparent !important;
 background-color: transparent !important;
 font-size: 9pt !important;
 border: none;
}
.navbar-btn.btn-xs:hover {
 border: none !important;
 background: transparent !important;
 background-color: transparent !important;
 color: #303030 !important;
}
div.notification_widget.info,
.notification_widget.info {
 display: none !important;
}
.edit_mode .modal_indicator:before {
 display: none;
}
.command_mode .modal_indicator:before {
 display: none;
}
.item_icon {
 color: #126dce;
}
.item_buttons .kernel-name {
 font-size: 11.5pt;
 color: #126dce;
}
.running_notebook_icon:before {
 color: #009e07 !important;
 font: normal normal normal 15px/1 FontAwesome;
 font-size: 15px;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 -moz-osx-font-smoothing: grayscale;
 content: "\f10c";
 vertical-align: middle;
 position: static;
 display: inherit;
}
.item_buttons .running-indicator {
 padding-top: 4px;
 color: #009e07;
 font-family: sans-serif;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
}
#notification_trusted {
 font-family: sans-serif;
 border: none;
 background: transparent;
 background-color: transparent;
 margin-bottom: 0px !important;
 vertical-align: bottom !important;
 color: #828892 !important;
 cursor: default !important;
}
#notification_area,
div.notification_area {
 float: right !important;
 position: static;
 cursor: pointer;
 padding-top: 6px;
 padding-right: 4px;
}
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn {
 font-size: 9pt !important;
 z-index: 0;
 margin-top: -5px !important;
}
#modal_indicator {
 float: right !important;
 color: #4c8be2;
 background: #ffffff;
 background-color: #ffffff;
 margin-top: 8px !important;
 margin-left: 0px;
}
#kernel_indicator {
 float: right !important;
 color: #ff7823;
 background: #ffffff;
 background-color: #ffffff;
 border-left: 2px solid #ff7823;
 padding-top: 0px;
 padding-bottom: 4px;
 margin-top: 10px !important;
 margin-left: -2px;
 padding-left: 5px !important;
}
#kernel_indicator .kernel_indicator_name {
 font-size: 17px;
 color: #ff7823;
 background: #ffffff;
 background-color: #ffffff;
 padding-left: 5px;
 padding-right: 5px;
 margin-top: 4px;
 vertical-align: text-top;
 padding-bottom: 0px;
}
.kernel_idle_icon:before {
 display: inline-block;
 font: normal normal normal 22px/1 FontAwesome;
 font-size: 22px;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 cursor: pointer;
 margin-left: 0px !important;
 opacity: 0.7;
 vertical-align: bottom;
 margin-top: 1px;
 content: "\f1db";
}
.kernel_busy_icon:before {
 display: inline-block;
 font: normal normal normal 22px/1 FontAwesome;
 font-size: 22px;
 -webkit-animation: pulsate 2s infinite ease-out;
 animation: pulsate 2s infinite ease-out;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 cursor: pointer;
 margin-left: 0px !important;
 vertical-align: bottom;
 margin-top: 1px;
 content: "\f111";
}
@-webkit-keyframes pulsate {
 0% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
 8% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
 50% {
  -webkit-transform: scale(0.75,0.75);
  opacity: 0.3;
 }
 92% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
 100% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
}
div.notification_widget.info,
.notification_widget.info,
.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,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {
 color: #303030;
 background-color: #ffffff;
 border-color: #ffffff;
}
#notification_area,
div.notification_area {
 float: right !important;
 position: static;
}
.notification_widget,
div.notification_widget {
 margin-right: 0px;
 margin-left: 0px;
 padding-right: 0px;
 vertical-align: text-top !important;
 margin-top: 6px !important;
 z-index: 1000;
}
#kernel_logo_widget,
#kernel_logo_widget .current_kernel_logo {
 display: none;
}
div#ipython_notebook {
 display: none;
}
i.fa.fa-icon {
 -webkit-font-smoothing: antialiased;
 -moz-osx-font-smoothing: grayscale;
 text-rendering: auto;
}
.fa {
 display: inline-block;
 font: normal normal normal 10pt/1 "FontAwesome", sans-serif;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 -moz-osx-font-smoothing: grayscale;
}
.dropdown-menu {
 font-family: sans-serif;
 font-size: 11.5pt;
 box-shadow: none;
 padding: 0px;
 text-align: left;
 border: none;
 background-color: #dedede;
 background: #dedede;
 line-height: 1;
}
.dropdown-menu:hover {
 font-family: sans-serif;
 font-size: 11.5pt;
 box-shadow: none;
 padding: 0px;
 text-align: left;
 border: none;
 background-color: #dedede;
 box-shadow: none;
 line-height: 1;
}
.dropdown-menu > li > a {
 font-family: sans-serif;
 font-size: 10.5pt;
 display: block;
 padding: 10px 20px 9px 10px;
 color: #303030;
 background-color: #dedede;
 background: #dedede;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
 color: #2f2f2f;
 background-color: #d4d4d4;
 background: #d4d4d4;
 border-color: #d4d4d4;
 transition: 200ms ease;
}
.dropdown-menu .divider {
 height: 1px;
 margin: 0px 0px;
 overflow: hidden;
 background-color: rgba(180,180,180,.30);
}
.dropdown-submenu > .dropdown-menu {
 display: none;
 top: 2px !important;
 left: 100%;
 margin-top: -2px;
 margin-left: 0px;
 padding-top: 0px;
 transition: 200ms ease;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
 font-family: sans-serif;
 font-size: 10.5pt;
 font-weight: normal;
 color: #828892;
 padding: none;
 display: block;
 clear: both;
 white-space: nowrap;
}
.dropdown-submenu > a:after {
 color: #303030;
 margin-right: -16px;
 margin-top: 0px;
 display: inline-block;
}
.dropdown-submenu:hover > a:after,
.dropdown-submenu:active > a:after,
.dropdown-submenu:focus > a:after,
.dropdown-submenu:visited > a:after {
 color: #ff7823;
 margin-right: -16px;
 display: inline-block !important;
}
div.kse-dropdown > .dropdown-menu,
.kse-dropdown > .dropdown-menu {
 min-width: 0;
 top: 94%;
}
.btn,
.btn-default {
 font-family: sans-serif;
 color: #303030;
 background: #e5e5e5;
 background-color: #e5e5e5;
 border: 2px solid #e5e5e5;
 font-weight: normal;
 box-shadow: none;
 text-shadow: none;
 border-radius: 3px;
 font-size: initial;
}
.btn:hover,
.btn:active:hover,
.btn.active:hover,
.btn-default:hover,
.open > .dropdown-toggle.btn-default:hover,
.open > .dropdown-toggle.btn:hover {
 color: #ef5c00;
 border: 2px solid #e0e0e0;
 background-color: #e0e0e0;
 background: #e0e0e0;
 background-image: none;
 box-shadow: none !important;
 border-radius: 3px;
}
.btn:active,
.btn.active,
.btn:active:focus,
.btn.active:focus,
.btn:active.focus,
.btn.active.focus,
.btn-default:focus,
.btn-default.focus,
.btn-default:active,
.btn-default.active,
.btn-default:active:hover,
.btn-default.active:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn:focus,
.open > .dropdown-toggle.btn.focus,
.open > .dropdown-toggle.btn-default:hover,
.open > .dropdown-toggle.btn-default:focus,
.open > .dropdown-toggle.btn-default.hover,
.open > .dropdown-toggle.btn-default.focus {
 color: #ef5c00;
 border: 2px solid #e0e0e0;
 background-color: #e0e0e0 !important;
 background: #e0e0e0 !important;
 background-image: none;
 box-shadow: none !important;
 border-radius: 3px;
}
.btn-default:active:hover,
.btn-default.active:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.btn-default:active.focus,
.btn-default.active.focus {
 color: #ef5c00 !important;
 background-color: #e5e5e5;
 border-color: #ffccac !important;
 transition: 2000ms ease;
}
.btn:focus,
.btn.focus,
.btn:active:focus,
.btn.active:focus,
.btn:active,
.btn.active,
.btn:active.focus,
.btn.active.focus {
 color: #ef5c00 !important;
 outline: none !important;
 outline-width: 0px !important;
 background: #ffccac !important;
 background-color: #ffccac !important;
 border-color: #ffccac !important;
 transition: 200ms ease !important;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
 font-size: 11.5pt;
 background: transparent;
 background-color: transparent;
 border: 0px solid #e4e4e4;
 border-bottom: 2px solid transparent;
 margin-left: 5px;
 padding-top: 4px !important;
}
.item_buttons > .btn:hover,
.item_buttons > .btn-group:hover,
.item_buttons > .input-group:hover,
.item_buttons > .btn.active,
.item_buttons > .btn-group.active,
.item_buttons > .input-group.active,
.item_buttons > .btn.focus {
 margin-left: 5px;
 background: #dfdfdf;
 padding-top: 4px !important;
 background-color: transparent;
 border: 0px solid transparent;
 border-bottom: 2px solid #ff7823;
 border-radius: 0px;
 transition: none;
}
.item_buttons {
 line-height: 1.5em !important;
}
.item_buttons .btn {
 min-width: 11ex;
}
.btn-group > .btn:first-child {
 margin-left: 3px;
}
.btn-group > .btn-mini,
.btn-sm,
.btn-group-sm > .btn,
.btn-xs,
.btn-group-xs > .btn,
.alternate_upload .btn-upload,
.btn-group,
.btn-group-vertical {
 font-size: inherit;
 font-weight: normal;
 height: inherit;
 line-height: inherit;
}
.btn-xs,
.btn-group-xs > .btn {
 font-size: initial !important;
 background-image: none;
 font-weight: normal;
 text-shadow: none;
 display: inline-table;
 padding: 2px 5px;
 line-height: 1.45;
}
.btn-group > .btn:first-child {
 margin-left: 3px;
}
div#new-buttons > button,
#new-buttons > button,
div#refresh_notebook_list,
#refresh_notebook_list {
 background: transparent;
 background-color: transparent;
 border: none;
}
div#new-buttons > button:hover,
#new-buttons > button:hover,
div#refresh_notebook_list,
#refresh_notebook_list,
div.alternate_upload .btn-upload,
.alternate_upload .btn-upload,
div.dynamic-buttons > button,
.dynamic-buttons > button,
.dynamic-buttons > button:focus,
.dynamic-buttons > button:active:focus,
.dynamic-buttons > button.active:focus,
.dynamic-buttons > button.focus,
.dynamic-buttons > button:active.focus,
.dynamic-buttons > button.active.focus,
#new-buttons > button:focus,
#new-buttons > button:active:focus,
#new-buttons > button.active:focus,
#new-buttons > button.focus,
#new-buttons > button:active.focus,
#new-buttons > button.active.focus,
.alternate_upload .btn-upload:focus,
.alternate_upload .btn-upload:active:focus,
.alternate_upload .btn-upload.active:focus,
.alternate_upload .btn-upload.focus,
.alternate_upload .btn-upload:active.focus,
.alternate_upload .btn-upload.active.focus {
 background: transparent !important;
 background-color: transparent !important;
 border: none !important;
}
.alternate_upload input.fileinput {
 text-align: center;
 vertical-align: bottom;
 margin-left: -.5ex;
 display: inline-table;
 border: solid 0px #e5e5e5;
 margin-bottom: -1ex;
}
.alternate_upload .btn-upload {
 display: inline-table;
 background: transparent;
 border: none;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
 margin-left: -2px;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
 border-bottom-right-radius: 0;
 border-top-right-radius: 0;
 z-index: 2;
}
.dropdown-header {
 font-family: sans-serif !important;
 font-size: 11.5pt !important;
 color: #ff7823 !important;
 border-bottom: none !important;
 padding: 0px !important;
 margin: 6px 6px 0px !important;
}
span#last-modified.btn.btn-xs.btn-default.sort-action,
span#sort-name.btn.btn-xs.btn-default.sort-action,
span#file-size.btn.btn-xs.btn-default.sort-action {
 font-family: sans-serif;
 font-size: 16px;
 background-color: transparent;
 background: transparent;
 border: none;
 color: #303030;
 padding-bottom: 0px;
 margin-bottom: 0px;
 vertical-align: sub;
}
span#last-modified.btn.btn-xs.btn-default.sort-action {
 margin-left: 19px;
}
button.close {
 border: 0px none;
 font-family: sans-serif;
 font-size: 20pt;
 font-weight: normal;
}
.dynamic-buttons {
 padding-top: 0px;
 display: inline-block;
}
.close {
 color: #de143d;
 opacity: .5;
 text-shadow: none;
 font-weight: normal;
}
.close:hover {
 color: #de143d;
 opacity: 1;
 font-weight: normal;
}
div.nbext-enable-btns .btn[disabled],
div.nbext-enable-btns .btn[disabled]:hover,
.btn-default.disabled,
.btn-default[disabled],
.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 {
 color: #4a4a4a;
 background: #e2e2e2;
 background-color: #e2e2e2;
 border-color: #e2e2e2;
 transition: 200ms ease;
}
.input-group-addon {
 padding: 2px 5px;
 font-size: 11.5pt;
 font-weight: normal;
 height: auto;
 color: #303030;
 text-align: center;
 background-color: transparent;
 border: 2px solid transparent !important;
 text-transform: capitalize;
}
a.btn.btn-default.input-group-addon:hover {
 background: transparent !important;
 background-color: transparent !important;
}
.btn-group > .btn + .dropdown-toggle {
 padding-left: 8px;
 padding-right: 8px;
 height: 100%;
}
.btn-group > .btn + .dropdown-toggle:hover {
 background: #e0e0e0 !important;
}
.input-group-btn {
 position: relative;
 font-size: inherit;
 white-space: nowrap;
 background: #e4e4e4;
 background-color: #e4e4e4;
 border: none;
}
.input-group-btn:hover {
 background: #dfdfdf;
 background-color: #dfdfdf;
 border: none;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
 background: #e4e4e4;
 background-color: #e4e4e4;
 border: none;
 margin-left: 2px;
 margin-right: -1px;
 font-size: inherit;
}
.input-group-btn:first-child > .btn:hover,
.input-group-btn:first-child > .btn-group:hover {
 background: #e0e0e0;
 background-color: #e0e0e0;
 border: none;
 font-size: inherit;
 transition: 200ms ease;
}
div.modal .btn-group > .btn:first-child {
 background: #e4e4e4;
 background-color: #e4e4e4;
 border: 1px solid #e1e1e1;
 margin-top: 0px !important;
 margin-left: 0px;
 margin-bottom: 2px;
}
div.modal .btn-group > .btn:first-child:hover {
 background: #dfdfdf;
 background-color: #dfdfdf;
 border: 1px solid #dfdfdf;
 transition: 200ms ease;
}
div.modal > button,
div.modal-footer > button {
 background: #e4e4e4;
 background-color: #e4e4e4;
 border-color: #e4e4e4;
}
div.modal > button:hover,
div.modal-footer > button:hover {
 background: #dfdfdf;
 background-color: #dfdfdf;
 border-color: #dfdfdf;
 transition: 200ms ease;
}
.modal-content {
 font-family: sans-serif;
 font-size: 10.5pt;
 position: relative;
 background: #e4e4e4;
 background-color: #e4e4e4;
 border: none;
 border-radius: 1px;
 background-clip: padding-box;
 outline: none;
}
.modal-header {
 font-family: sans-serif;
 font-size: 11.5pt;
 color: #303030;
 background: #e4e4e4;
 background-color: #e4e4e4;
 border-color: #dedede;
 padding: 12px;
 min-height: 16.4286px;
}
.modal-content h4 {
 font-family: sans-serif;
 font-size: 16pt;
 color: #303030;
 padding: 5px;
}
.modal-body {
 background-color: #ffffff;
 position: relative;
 padding: 15px;
}
.modal-footer {
 padding: 8px;
 text-align: right;
 background-color: #ffffff;
 border-top: none;
}
.alert-info {
 background-color: #fdfdfd;
 border-color: #dedede;
 color: #303030;
}
.modal-header .close {
 margin-top: -5px;
 font-size: 25pt;
}
.modal-backdrop,
.modal-backdrop.in {
 opacity: 0.85;
 background-color: notebook-bg;
}
div.panel,
div.panel-default,
.panel,
.panel-default {
 font-family: sans-serif;
 font-size: 11.5pt;
 background-color: #f4f4f4;
 color: #303030;
 margin-bottom: 14px;
 border: 0;
 box-shadow: none;
}
div.panel > .panel-heading,
div.panel-default > .panel-heading {
 font-size: 14pt;
 color: #303030;
 background: #e4e4e4;
 background-color: #e4e4e4;
 border: 0;
}
.modal .modal-dialog {
 min-width: 950px;
 margin: 50px auto;
}
div.container-fluid {
 margin-right: auto;
 margin-left: auto;
 padding-left: 0px;
 padding-right: 5px;
}
div.form-control,
.form-control {
 font-family: sans-serif;
 font-size: initial;
 color: #303030;
 background-color: #ffffff;
 border: 1px solid #d0d0d0 !important;
 margin-left: 2px;
 box-shadow: none;
 transition: border-color 0.15s ease-in-out 0s, box-shadow 0.15s ease-in-out 0s;
}
.form-control-static {
 min-height: inherit;
 height: inherit;
}
.form-group.list-group-item {
 color: #303030;
 background-color: #f4f4f4;
 border-color: #dedede;
 margin-bottom: 0px;
}
.form-group .input-group {
 float: left;
}
input,
button,
select,
textarea {
 background-color: #ffffff;
 font-weight: normal;
 border: 1px solid #dedede;
}
select.form-control.select-xs {
 height: 33px;
 font-size: 11.5pt;
}
.toolbar select,
.toolbar label {
 width: auto;
 vertical-align: middle;
 margin-right: 0px;
 margin-bottom: 0px;
 display: inline;
 font-size: 92%;
 margin-left: 10px;
 padding: 0px;
 background: #e5e5e5 !important;
 background-color: #e5e5e5 !important;
 border: 2px solid #e5e5e5 !important;
}
.form-control:focus {
 border-color: #ff7823;
 outline: 2px solid rgba(240,147,43,.50);
 -webkit-box-shadow: none;
}
::-webkit-input-placeholder {
 color: #828892;
}
::-moz-placeholder {
 color: #828892;
}
:-ms-input-placeholder {
 color: #828892;
}
:-moz-placeholder {
 color: #828892;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
 border: 2px solid #dedede !important;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control:focus {
 border-color: #ff7823;
 outline: 2px solid rgba(240,147,43,.50);
 -webkit-box-shadow: none;
 box-shadow: none;
}
div.output.output_scroll {
 box-shadow: none;
}
::-webkit-scrollbar {
 width: 11px;
 max-height: 9px;
 background-color: #ebebeb;
 border-radius: 3px;
 border: none;
}
::-webkit-scrollbar-track {
 background: #ebebeb;
 border: none;
 width: 11px;
 max-height: 9px;
}
::-webkit-scrollbar-thumb {
 border-radius: 2px;
 border: none;
 background: #909090;
 background-clip: content-box;
 width: 11px;
}
HTML,
body,
div,
dl,
dt,
dd,
ul,
ol,
li,
h1,
h2,
h3,
h4,
h5,
h6,
pre,
code,
form,
fieldset,
legend,
input,
button,
textarea,
p,
blockquote,
th,
td,
span,
a {
 text-rendering: geometricPrecision;
 -webkit-font-smoothing: subpixel-antialiased;
 font-weight: 400;
}
div.input_area {
 background-color: #ededed;
 background: #ededed;
 padding-right: 1.2em;
 border: 0px;
 border-radius: 0px;
 border-top-right-radius: 4px;
 border-bottom-right-radius: 4px;
}
div.cell {
 padding: 0px;
 background: #ededed;
 background-color: #ededed;
 border: medium solid #ffffff;
 border-radius: 4px;
 top: 0;
}
div.cell.selected {
 background: #ededed;
 background-color: #ededed;
 border: medium solid #ffffff;
 padding: 0px;
 border-radius: 5px;
}
.edit_mode div.cell.selected {
 padding: 0px;
 background: #ededed;
 background-color: #ededed;
 border: medium solid #ffffff;
 border-radius: 5px;
}
div.cell.edit_mode {
 padding: 0px;
 background: #ededed;
 background-color: #ededed;
}
div.CodeMirror-sizer {
 margin-left: 0px;
 margin-bottom: -21px;
 border-right-width: 16px;
 min-height: 37px;
 padding-right: 0px;
 padding-bottom: 0px;
 margin-top: 0px;
}
div.cell.selected:before,
.edit_mode div.cell.selected:before,
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
 background: #ededed !important;
 border: none;
 border-radius: 3px;
 position: absolute;
 display: block;
 top: 0px;
 left: 0px;
 width: 0px;
 height: 100%;
}
div.cell.text_cell.selected::before,
.edit_mode div.cell.text_cell.selected:before,
div.cell.text_cell.selected:before,
div.cell.text_cell.selected.jupyter-soft-selected:before {
 background: #ffffff !important;
 background-color: #ffffff !important;
 border-color: #f2f2f2 !important;
}
div.cell.code_cell .input {
 border-left: 5px solid #ededed !important;
 border-radius: 3px;
 border-bottom-left-radius: 3px;
 border-top-left-radius: 3px;
}
div.cell.code_cell.selected .input {
 border-left: 5px solid #ff7823 !important;
 border-radius: 3px;
}
.edit_mode div.cell.code_cell.selected .input {
 border-left: 5px solid #ffd5bb !important;
 border-radius: 3px;
}
.edit_mode div.cell.selected:before {
 height: 100%;
 border-left: 5px solid #ffd5bb !important;
 border-radius: 3px;
}
div.cell.jupyter-soft-selected,
div.cell.selected.jupyter-soft-selected {
 border-left-color: #ffd5bb !important;
 border-left-width: 0px !important;
 padding-left: 7px !important;
 border-right-color: #ffd5bb !important;
 border-right-width: 0px !important;
 background: #ffd5bb !important;
 border-radius: 6px !important;
}
div.cell.selected.jupyter-soft-selected .input {
 border-left: 5px solid #ededed !important;
}
div.cell.selected.jupyter-soft-selected {
 border-left-color: #ff7823;
 border-color: #ffffff;
 padding-left: 7px;
 border-radius: 6px;
}
div.cell.code_cell.selected .input {
 border-left: none;
 border-radius: 3px;
}
div.cell.selected.jupyter-soft-selected .prompt,
div.cell.text_cell.selected.jupyter-soft-selected .prompt {
 top: 0;
 border-left: #ededed !important;
 border-radius: 2px;
}
div.cell.text_cell.selected.jupyter-soft-selected .input_prompt {
 border-left: none !important;
}
div.cell.text_cell.jupyter-soft-selected,
div.cell.text_cell.selected.jupyter-soft-selected {
 border-left-color: #f2f2f2 !important;
 border-left-width: 0px !important;
 padding-left: 26px !important;
 border-right-color: #f2f2f2 !important;
 border-right-width: 0px !important;
 background: #f2f2f2 !important;
 border-radius: 5px !important;
}
div.cell.jupyter-soft-selected .input,
div.cell.selected.jupyter-soft-selected .input {
 border-left-color: #ffd5bb !important;
}
div.prompt,
.prompt {
 font-family: monospace, monospace;
 font-size: 9pt !important;
 font-weight: normal;
 color: #828892;
 line-height: 170%;
 padding: 0px;
 padding-top: 4px;
 padding-left: 0px;
 padding-right: 1px;
 text-align: right !important;
 min-width: 11.5ex !important;
 width: 11.5ex !important;
}
div.prompt.input_prompt {
 font-size: 9pt !important;
 background-color: #ededed;
 border-top: 0px;
 border-top-right-radius: 0px;
 border-bottom-left-radius: 0px;
 border-bottom-right-radius: 0px;
 padding-right: 3px;
 min-width: 11.5ex;
 width: 11.5ex !important;
}
div.cell.code_cell .input_prompt {
 border-right: 2px solid rgba(240,147,43,.50);
}
div.cell.selected .prompt {
 top: 0;
}
.edit_mode div.cell.selected .prompt {
 top: 0;
}
.edit_mode div.cell.selected .prompt {
 top: 0;
}
.run_this_cell {
 visibility: hidden;
 color: transparent;
 padding-top: 0px;
 padding-bottom: 0px;
 padding-left: 3px;
 padding-right: 12px;
 width: 1.5ex;
 width: 0ex;
 background: transparent;
 background-color: transparent;
}
div.code_cell:hover div.input .run_this_cell {
 visibility: visible;
}
div.cell.code_cell.rendered.selected .run_this_cell:hover {
 background-color: #e3e3e3;
 background: #e3e3e3;
 color: #ff7823 !important;
}
div.cell.code_cell.rendered.unselected .run_this_cell:hover {
 background-color: #e3e3e3;
 background: #e3e3e3;
 color: #ff7823 !important;
}
i.fa-step-forward.fa {
 display: inline-block;
 font: normal normal normal 9px "FontAwesome";
}
.fa-step-forward:before {
 content: "\f04b";
}
div.cell.selected.jupyter-soft-selected .run_this_cell,
div.cell.selected.jupyter-soft-selected .run_this_cell:hover,
div.cell.unselected.jupyter-soft-selected .run_this_cell:hover,
div.cell.code_cell.rendered.selected.jupyter-soft-selected .run_this_cell:hover,
div.cell.code_cell.rendered.unselected.jupyter-soft-selected .run_this_cell:hover {
 background-color: #ffd5bb !important;
 background: #ffd5bb !important;
 color: #ffd5bb !important;
}
div.output_wrapper {
 background-color: #ffffff;
 border: 0px;
 left: 0px;
 margin-bottom: 0em;
 margin-top: 0em;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
}
div.output_subarea.output_text.output_stream.output_stdout,
div.output_subarea.output_text {
 font-family: monospace, monospace;
 font-size: 8.5pt !important;
 line-height: 150% !important;
 background-color: #ffffff;
 color: #303030;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 margin-left: 11.5px;
}
div.output_area pre {
 font-family: monospace, monospace;
 font-size: 8.5pt !important;
 line-height: 151% !important;
 color: #303030;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
}
div.output_area {
 display: -webkit-box;
}
div.output_html {
 font-family: monospace, monospace;
 font-size: 8.5pt;
 color: #353535;
 background-color: #ffffff;
 background: #ffffff;
}
div.output_subarea {
 overflow-x: auto;
 padding: 1.2em !important;
 -webkit-box-flex: 1;
 -moz-box-flex: 1;
 box-flex: 1;
 flex: 1;
}
div.btn.btn-default.output_collapsed {
 background: #d7d7d7;
 background-color: #d7d7d7;
 border-color: #d7d7d7;
}
div.btn.btn-default.output_collapsed:hover {
 background: #d2d2d2;
 background-color: #d2d2d2;
 border-color: #d2d2d2;
}
div.prompt.output_prompt {
 font-family: monospace, monospace;
 font-weight: bold !important;
 background-color: #ffffff;
 color: transparent;
 border-bottom-left-radius: 4px;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 border-bottom-right-radius: 0px;
 min-width: 11.5ex !important;
 width: 11.5ex !important;
 border-right: 2px solid transparent;
}
div.out_prompt_overlay.prompt {
 font-family: monospace, monospace;
 font-weight: bold !important;
 background-color: #ffffff;
 border-bottom-left-radius: 2px;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 border-bottom-right-radius: 0px;
 min-width: 11.5ex !important;
 width: 11.5ex !important;
 border-right: 2px solid transparent;
 color: transparent;
}
div.out_prompt_overlay.prompt:hover {
 background-color: #f7f7f7;
 box-shadow: none !important;
 border: none;
 border-bottom-left-radius: 2px;
 -webkit-border-: 2px;
 -moz-border-radius: 2px;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 min-width: 11.5ex !important;
 width: 11.5ex !important;
 border-right: 2px solid #f7f7f7 !important;
}
div.cell.code_cell .output_prompt {
 border-right: 2px solid transparent;
 color: transparent;
}
div.cell.selected .output_prompt,
div.cell.selected .out_prompt_overlay.prompt {
 border-left: 5px solid #f2f2f2;
 border-right: 2px solid #ffffff;
 border-radius: 0px !important;
}
.edit_mode div.cell.selected .output_prompt,
.edit_mode div.cell.selected .out_prompt_overlay.prompt {
 border-left: 5px solid #f2f2f2;
 border-right: 2px solid #ffffff;
 border-radius: 0px !important;
}
div.text_cell,
div.text_cell_render pre,
div.text_cell_render {
 font-family: sans-serif;
 font-size: 11pt;
 line-height: 130% !important;
 color: #353535;
 background: #ffffff;
 background-color: #ffffff;
 border-radius: 0px;
}
div .text_cell_render {
 padding: 0.4em 0.4em 0.4em 0.4em;
}
div.cell.text_cell .CodeMirror-lines {
 padding-top: .7em !important;
 padding-bottom: .4em !important;
 padding-left: .5em !important;
 padding-right: .5em !important;
 margin-top: .4em;
 margin-bottom: .3em;
}
div.cell.text_cell.unrendered div.input_area,
div.cell.text_cell.rendered div.input_area {
 background-color: #ffffff;
 background: #ffffff;
 border: 0px;
 border-radius: 2px;
}
div.cell.text_cell .CodeMirror,
div.cell.text_cell .CodeMirror pre {
 line-height: 170% !important;
}
div.cell.text_cell.rendered.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #ffffff;
 background-color: #ffffff;
 border-radius: 0px;
}
div.cell.text_cell.unrendered.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #ffffff;
 background-color: #ffffff;
 border-radius: 0px;
}
div.cell.text_cell.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #ffffff;
 background-color: #ffffff;
 border-radius: 0px;
}
.edit_mode div.cell.text_cell.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #ffffff;
 background-color: #ffffff;
 border-radius: 0px;
}
div.text_cell.unrendered,
div.text_cell.unrendered.selected,
div.edit_mode div.text_cell.unrendered {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #ffffff;
 background-color: #ffffff;
 border-radius: 0px;
}
div.cell.text_cell .prompt {
 border-right: 0;
 min-width: 11.5ex !important;
 width: 11.5ex !important;
}
div.cell.text_cell.rendered .prompt {
 font-family: monospace, monospace;
 font-size: 9.5pt !important;
 font-weight: normal;
 color: #828892 !important;
 text-align: right !important;
 min-width: 14.5ex !important;
 width: 14.5ex !important;
 background-color: #ffffff;
 border-right: 2px solid transparent;
 border-left: 4px solid #ffffff;
}
div.cell.text_cell.unrendered .prompt {
 font-family: monospace, monospace;
 font-size: 9.5pt !important;
 font-weight: normal;
 color: #828892 !important;
 text-align: right !important;
 min-width: 14.5ex !important;
 width: 14.5ex !important;
 border-right: 2px solid transparent;
 border-left: 4px solid #ffffff;
 background-color: #ffffff;
}
div.cell.text_cell.rendered .prompt {
 border-right: 2px solid transparent;
}
div.cell.text_cell.rendered.selected .prompt {
 top: 0;
 border-left: 4px solid #f2f2f2;
 border-right: 2px solid transparent;
}
div.text_cell.unrendered.selected .prompt,
div.text_cell.rendered.selected .prompt {
 top: 0;
 background: #ffffff;
 border-left: 4px solid #f2f2f2;
 border-right: 2px solid transparent;
}
div.rendered_html code {
 font-family: monospace, monospace;
 font-size: 9.5pt;
 padding-top: 3px;
 padding-left: 2px;
 color: #303030;
 background: #efefef;
 background-color: #efefef;
}
pre,
code,
kbd,
samp {
 white-space: pre-wrap;
}
.well code,
code {
 font-family: monospace, monospace;
 font-size: 9.5pt !important;
 line-height: 170% !important;
 color: #353535;
 background: #efefef;
 background-color: #efefef;
 border-color: #efefef;
}
kbd {
 padding: 1px;
 font-size: 9.5pt;
 font-weight: 800;
 color: #303030;
 background-color: transparent !important;
 border: 0;
 box-shadow: none;
}
pre {
 display: block;
 padding: 8.5px;
 margin: 0 0 9px;
 font-size: 10.5pt;
 line-height: 1.42857143;
 color: #303030;
 background-color: #efefef;
 border: 1px solid #e7e7e7;
 border-radius: 2px;
}
div.rendered_html {
 color: #353535;
}
.rendered_html * + ul {
 margin-top: .4em;
 margin-bottom: .3em;
}
.rendered_html * + p {
 margin-top: .5em;
 margin-bottom: .5em;
}
div.rendered_html pre {
 font-family: monospace, monospace;
 font-size: 9.5pt !important;
 line-height: 170% !important;
 color: #353535 !important;
 background: #efefef;
 background-color: #efefef;
 max-width: 80%;
 border-radius: 0px;
 border-left: 3px solid #efefef;
 max-width: 80%;
 border-radius: 0px;
 padding-left: 5px;
 margin-left: 6px;
}
div.text_cell_render pre,
div.text_cell_render code {
 font-family: monospace, monospace;
 font-size: 9.5pt !important;
 line-height: 170% !important;
 color: #353535;
 background: #ffffff;
 background-color: #ffffff;
 max-width: 80%;
 border-radius: 0px;
 border-left: none;
}
div.text_cell_render pre {
 border-left: 3px solid rgba(240,147,43,.50) !important;
 max-width: 80%;
 border-radius: 0px;
 padding-left: 5px;
 margin-left: 6px;
}
div.text_cell_render h1,
div.rendered_html h1,
div.text_cell_render h2,
div.rendered_html h2,
div.text_cell_render h3,
div.rendered_html h3,
div.text_cell_render h4,
div.rendered_html h4,
div.text_cell_render h5,
div.rendered_html h5 {
 font-family: sans-serif;
 margin: 0.4em .2em .3em .2em !important;
}
.rendered_html h1:first-child,
.rendered_html h2:first-child,
.rendered_html h3:first-child,
.rendered_html h4:first-child,
.rendered_html h5:first-child,
.rendered_html h6:first-child {
 margin-top: 0.2em !important;
 margin-bottom: 0.2em !important;
}
.rendered_html h1,
.text_cell_render h1 {
 color: #126dce !important;
 font-size: 200%;
 text-align: left;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h2,
.text_cell_render h2 {
 color: #126dce !important;
 font-size: 170%;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h3,
.text_cell_render h3 {
 color: #126dce !important;
 font-size: 140%;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h4,
.text_cell_render h4 {
 color: #126dce !important;
 font-size: 110%;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h5,
.text_cell_render h5 {
 color: #126dce !important;
 font-size: 100%;
 font-style: normal;
 font-weight: normal;
}
hr {
 margin-top: 8px;
 margin-bottom: 10px;
 border: 0;
 border-top: 1px solid #126dce;
}
.rendered_html hr {
 color: #126dce;
 background-color: #126dce;
 margin-right: 2em;
}
#complete > select > option:hover {
 background: #d4d4d4;
 background-color: #d4d4d4;
}
div#_vivaldi-spatnav-focus-indicator._vivaldi-spatnav-focus-indicator {
 position: absolute;
 z-index: 9999999999;
 top: 0px;
 left: 0px;
 box-shadow: none;
 pointer-events: none;
 border-radius: 2px;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
 text-align: left;
 vertical-align: middle;
 padding: 0.42em 0.47em;
 line-height: normal;
 white-space: normal;
 max-width: none;
 border: none;
}
.rendered_html td {
 font-family: sans-serif !important;
 font-size: 9.3pt;
}
.rendered_html table {
 font-family: sans-serif !important;
 margin-left: 8px;
 margin-right: auto;
 border: none;
 border-collapse: collapse;
 border-spacing: 0;
 color: #353535;
 table-layout: fixed;
}
.rendered_html thead {
 font-family: sans-serif !important;
 font-size: 10.3pt !important;
 background: #ebebeb;
 color: #353535;
 border-bottom: 1px solid #ebebeb;
 vertical-align: bottom;
}
.rendered_html tbody tr:nth-child(odd) {
 background: #fafafa;
}
.rendered_html tbody tr {
 background: #f2f2f2;
}
.rendered_html tbody tr:hover:nth-child(odd) {
 background: #f7f7f7;
}
.rendered_html tbody tr:hover {
 background: #f0f0f0;
}
.rendered_html * + table {
 margin-top: .05em;
}
div.widget-area {
 background-color: #ffffff;
 background: #ffffff;
 color: #303030;
}
div.widget-area a {
 font-family: sans-serif;
 font-size: 10.5pt;
 font-weight: normal;
 font-style: normal;
 color: #303030;
 text-shadow: none !important;
}
div.widget-area a:hover,
div.widget-area a:focus {
 font-family: sans-serif;
 font-size: 10.5pt;
 font-weight: normal;
 font-style: normal;
 color: #2f2f2f;
 background: rgba(180,180,180,.14);
 background-color: rgba(180,180,180,.14);
 border-color: transparent;
 background-image: none;
 text-shadow: none !important;
}
div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn,
div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn:hover {
 background: #e1e1e1;
 background-color: #e1e1e1;
 border: 2px solid #e1e1e1 !important;
 font-size: inherit;
 z-index: 0;
}
div.jupyter-widgets.widget-hprogress.widget-hbox {
 display: inline-table !important;
 width: 38% !important;
 margin-left: 10px;
}
div.jupyter-widgets.widget-hprogress.widget-hbox .widget-label,
div.widget-hbox .widget-label,
.widget-hbox .widget-label,
.widget-inline-hbox .widget-label,
div.widget-label {
 text-align: -webkit-auto !important;
 margin-left: 15px !important;
 max-width: 240px !important;
 min-width: 100px !important;
 vertical-align: text-top !important;
 color: #303030 !important;
 font-size: 14px !important;
}
.widget-hprogress .progress {
 flex-grow: 1;
 height: 20px;
 margin-top: auto;
 margin-left: 12px;
 margin-bottom: auto;
 width: 300px;
}
.progress {
 overflow: hidden;
 height: 22px;
 margin-bottom: 10px;
 padding-left: 10px;
 background-color: #d6d6d6 !important;
 border-radius: 2px;
 -webkit-box-shadow: none;
 box-shadow: none;
 z-index: 10;
}
.progress-bar-danger {
 background-color: #e5344a !important;
}
.progress-bar-info {
 background-color: #2980b9 !important;
}
.progress-bar-warning {
 background-color: #f39c12 !important;
}
.progress-bar-success {
 background-color: #5cb85c !important;
}
.widget-select select {
 margin-left: 12px;
}
.rendered_html :link {
 font-family: sans-serif;
 font-size: 100%;
 color: #ff7823;
 text-decoration: underline;
}
.rendered_html :visited,
.rendered_html :visited:active,
.rendered_html :visited:focus {
 color: #fa853d;
}
.rendered_html :visited:hover,
.rendered_html :link:hover {
 font-family: sans-serif;
 font-size: 100%;
 color: #f96000;
}
div.cell.text_cell a.anchor-link:link {
 font-size: inherit;
 text-decoration: none;
 padding: 0px 20px;
 visibility: none;
 color: rgba(0,0,0,.32);
}
div.cell.text_cell a.anchor-link:link:hover {
 font-size: inherit;
 color: #de6d25;
}
.navbar-text {
 margin-top: 4px;
 margin-bottom: 0px;
}
#clusters > a {
 color: #ef5c00;
 text-decoration: underline;
 cursor: auto;
}
#clusters > a:hover {
 color: #126dce;
 text-decoration: underline;
 cursor: auto;
}
#nbextensions-configurator-container > div.row.container-fluid.nbext-selector > h3 {
 font-size: 17px;
 margin-top: 5px;
 margin-bottom: 8px;
 height: 24px;
 padding: 4px 0 4px 0;
}
div#nbextensions-configurator-container.container,
#nbextensions-configurator-container.container {
 width: 100%;
 margin-right: auto;
 margin-left: auto;
}
div.nbext-selector > nav > .nav > li > a {
 font-family: sans-serif;
 font-size: 10.5pt;
 padding: 2px 5px;
}
div.nbext-selector > nav > .nav > li > a:hover {
 background: transparent;
}
div.nbext-selector > nav > .nav > li:hover {
 background-color: rgba(180,180,180,.14) !important;
 background: rgba(180,180,180,.14) !important;
}
div.nbext-selector > nav > .nav > li.active:hover {
 background: transparent !important;
 background-color: transparent !important;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:active,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
 color: #1c1c1c;
 background-color: rgba(180,180,180,.14) !important;
 background: rgba(180,180,180,.14) !important;
 -webkit-backface-visibility: hidden;
 -webkit-font-smoothing: subpixel-antialiased !important;
}
div.nbext-readme > .nbext-readme-contents > .rendered_html {
 font-family: sans-serif;
 font-size: 11.5pt;
 line-height: 145%;
 padding: 1em 1em;
 color: #353535;
 background-color: #ffffff;
 -webkit-box-shadow: none;
 -moz-box-shadow: none;
 box-shadow: none;
}
.nbext-icon,
.nbext-desc,
.nbext-compat-div,
.nbext-enable-btns,
.nbext-params {
 margin-bottom: 8px;
 font-size: 11.5pt;
}
div.nbext-readme > .nbext-readme-contents {
 padding: 0;
 overflow-y: hidden;
}
div.nbext-readme > .nbext-readme-contents:not(:empty) {
 margin-top: 0.5em;
 margin-bottom: 2em;
 border: none;
 border-top-color: #828892;
}
.nbext-showhide-incompat {
 padding-bottom: 0.5em;
 color: #4a4a4a;
 font-size: 10.5pt;
}
.nbext-filter-menu.dropdown-menu > li > a:hover,
.nbext-filter-menu.dropdown-menu > li > a:focus,
.nbext-filter-menu.dropdown-menu > li > a.ui-state-focus {
 color: #2f2f2f !important;
 background-color: #d4d4d4 !important;
 background: #d4d4d4 !important;
 border-color: #d4d4d4 !important;
}
.nbext-filter-input-wrap > .nbext-filter-input-subwrap,
.nbext-filter-input-wrap > .nbext-filter-input-subwrap > input {
 border: none;
 outline: none;
 background-color: transparent;
 padding: 0;
 vertical-align: middle;
 margin-top: -2px;
}
span.rendered_html code {
 background-color: transparent;
 color: #303030;
}
#nbextensions-configurator-container > div.row.container-fluid.nbext-selector {
 padding-left: 0px;
 padding-right: 0px;
}
.nbext-filter-menu {
 max-height: 55vh !important;
 overflow-y: auto;
 outline: none;
 border: none;
}
.nbext-filter-menu:hover {
 border: none;
}
.alert-warning {
 background-color: #f4f4f4;
 border-color: #f4f4f4;
 color: #303030;
}
.notification_widget.danger {
 color: #ffffff;
 background-color: #e5344a;
 border-color: #e5344a;
 padding-right: 5px;
}
#nbextensions-configurator-container > div.nbext-buttons.tree-buttons.no-padding.pull-right > span > button {
 border: none !important;
}
button#refresh_running_list {
 border: none !important;
}
mark,
.mark {
 background-color: #ffffff;
 color: #353535;
 padding: .15em;
}
a.text-warning,
a.text-warning:hover {
 color: #828892;
}
a.text-warning.bg-warning {
 background-color: #ffffff;
}
span.bg-success.text-success {
 background-color: transparent;
 color: #009e07;
}
span.bg-danger.text-danger {
 background-color: #ffffff;
 color: #de143d;
}
.has-success .input-group-addon {
 color: #009e07;
 border-color: transparent;
 background: inherit;
 background-color: rgba(83,180,115,.10);
}
.has-success .form-control {
 border-color: #009e07;
 -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
 box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
}
.has-error .input-group-addon {
 color: #de143d;
 border-color: transparent;
 background: inherit;
 background-color: rgba(192,57,67,.10);
}
.has-error .form-control {
 border-color: #de143d;
 -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
 box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
}
.kse-input-group-pretty > kbd {
 font-family: monospace, monospace;
 color: #303030;
 font-weight: normal;
 background: transparent;
}
.kse-input-group-pretty > kbd {
 font-family: monospace, monospace;
 color: #303030;
 font-weight: normal;
 background: transparent;
}
div.nbext-enable-btns .btn[disabled],
div.nbext-enable-btns .btn[disabled]:hover,
.btn-default.disabled,
.btn-default[disabled] {
 background: #e2e2e2;
 background-color: #e2e2e2;
 color: #282828;
}
label#Keyword-Filter {
 display: none;
}
.input-group .nbext-list-btn-add,
.input-group-btn:last-child > .btn-group > .btn {
 background: #e4e4e4;
 background-color: #e4e4e4;
 border-color: #e4e4e4;
 border: 2px solid #e4e4e4;
}
.input-group .nbext-list-btn-add:hover,
.input-group-btn:last-child > .btn-group > .btn:hover {
 background: #dfdfdf;
 background-color: #dfdfdf;
 border-color: #dfdfdf;
 border: 2px solid #dfdfdf;
}
#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn {
 background: #e4e4e4;
 background-color: #e4e4e4;
 border-color: #e4e4e4;
}
#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn:hover {
 background: #dfdfdf;
 background-color: #dfdfdf;
 border-color: #dfdfdf;
}
.ui-widget-content {
 background: #e5e5e5;
 background-color: #e5e5e5;
 border: 2px solid #e5e5e5;
 color: #303030;
}
div.collapsible_headings_toggle {
 color: rgba(180,180,180,.30) !important;
}
div.collapsible_headings_toggle:hover {
 color: #ff7823 !important;
}
.collapsible_headings_toggle .h1,
.collapsible_headings_toggle .h2,
.collapsible_headings_toggle .h3,
.collapsible_headings_toggle .h4,
.collapsible_headings_toggle .h5,
.collapsible_headings_toggle .h6 {
 margin: 0.3em .4em 0em 0em !important;
 line-height: 1.2 !important;
}
div.collapsible_headings_toggle .fa-caret-down:before,
div.collapsible_headings_toggle .fa-caret-right:before {
 font-size: xx-large;
 transition: transform 1000ms;
 transform: none !important;
}
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h1:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h2:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h3:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h4:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h5:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h6:after {
 position: absolute;
 right: 0;
 bottom: 20% !important;
 content: "[\002026]";
 color: rgba(180,180,180,.30) !important;
 padding: 0.5em 0em 0em 0em !important;
}
.collapsible_headings_ellipsis .rendered_html h1,
.collapsible_headings_ellipsis .rendered_html h2,
.collapsible_headings_ellipsis .rendered_html h3,
.collapsible_headings_ellipsis .rendered_html h4,
.collapsible_headings_ellipsis .rendered_html h5,
.collapsible_headings_ellipsis .rendered_html h6,
.collapsible_headings_toggle .fa {
 transition: transform 1000ms !important;
 -webkit-transform: inherit !important;
 -moz-transform: inherit !important;
 -ms-transform: inherit !important;
 -o-transform: inherit !important;
 transform: inherit !important;
 padding-right: 0px !important;
}
#toc-wrapper {
 z-index: 90;
 position: fixed !important;
 display: flex;
 flex-direction: column;
 overflow: hidden;
 padding: 10px;
 border-style: solid;
 border-width: thin;
 border-right-width: medium !important;
 background-color: #ffffff !important;
}
#toc-wrapper.ui-draggable.ui-resizable.sidebar-wrapper {
 border-color: rgba(180,180,180,.14) !important;
}
#toc a,
#navigate_menu a,
.toc {
 color: #303030 !important;
 font-size: 9.5pt !important;
}
#toc li > span:hover {
 background-color: #d4d4d4 !important;
}
#toc a:hover,
#navigate_menu a:hover,
.toc {
 color: #1c1c1c !important;
 font-size: 9.5pt !important;
}
#toc-wrapper .toc-item-num {
 color: #ff7823 !important;
 font-size: 9.5pt !important;
}
input.raw_input {
 font-family: monospace, monospace;
 font-size: 9.5pt !important;
 color: #303030;
 background-color: #efefef;
 border-color: #ececec;
 background: #ececec;
 width: auto;
 vertical-align: baseline;
 padding: 0em 0.25em;
 margin: 0em 0.25em;
 -webkit-box-shadow: none;
 box-shadow: none;
}
audio,
video {
 display: inline;
 vertical-align: middle;
 align-content: center;
 margin-left: 20%;
}
.cmd-palette .modal-body {
 padding: 0px;
 margin: 0px;
}
.cmd-palette form {
 background: #e5e5e5;
 background-color: #e5e5e5;
}
.typeahead-field input:last-child,
.typeahead-hint {
 background: #e5e5e5;
 background-color: #e5e5e5;
 z-index: 1;
}
.typeahead-field input {
 font-family: sans-serif;
 color: #303030;
 border: none;
 font-size: 28pt;
 display: inline-block;
 line-height: inherit;
 padding: 3px 10px;
 height: 70px;
}
.typeahead-select {
 background-color: #e5e5e5;
}
body > div.modal.cmd-palette.typeahead-field {
 display: table;
 border-collapse: separate;
 background-color: #f4f4f4;
}
.typeahead-container button {
 font-family: sans-serif;
 font-size: 28pt;
 background-color: #e4e4e4;
 border: none;
 display: inline-block;
 line-height: inherit;
 padding: 3px 10px;
 height: 70px;
}
.typeahead-search-icon {
 min-width: 40px;
 min-height: 55px;
 display: block;
 vertical-align: middle;
 text-align: center;
}
.typeahead-container button:focus,
.typeahead-container button:hover {
 color: #2f2f2f;
 background-color: #dfdfdf;
 border-color: #e0e0e0;
}
.typeahead-list > li.typeahead-group.active > a,
.typeahead-list > li.typeahead-group > a,
.typeahead-list > li.typeahead-group > a:focus,
.typeahead-list > li.typeahead-group > a:hover {
 display: none;
}
.typeahead-dropdown > li > a,
.typeahead-list > li > a {
 color: #303030;
 text-decoration: none;
}
.typeahead-dropdown,
.typeahead-list {
 font-family: sans-serif;
 font-size: 11.5pt;
 color: #303030;
 background-color: #ffffff;
 border: none;
 background-clip: padding-box;
 margin-top: 0px;
 padding: 3px 2px 3px 0px;
 line-height: 1.7;
}
.typeahead-dropdown > li.active > a,
.typeahead-dropdown > li > a:focus,
.typeahead-dropdown > li > a:hover,
.typeahead-list > li.active > a,
.typeahead-list > li > a:focus,
.typeahead-list > li > a:hover {
 color: #2f2f2f;
 background-color: #f4f4f4;
 border-color: #f4f4f4;
}
.command-shortcut:before {
 content: "(command)";
 padding-right: 3px;
 color: #828892;
}
.edit-shortcut:before {
 content: "(edit)";
 padding-right: 3px;
 color: #828892;
}
ul.typeahead-list i {
 margin-left: 1px;
 width: 18px;
 margin-right: 10px;
}
ul.typeahead-list {
 max-height: 50vh;
 overflow: auto;
}
.typeahead-list > li {
 position: relative;
 border: none;
}
div.input.typeahead-hint,
input.typeahead-hint,
body > div.modal.cmd-palette.in > div > div > div > form > div > div.typeahead-field > span.typeahead-query > input.typeahead-hint {
 color: #828892 !important;
 background-color: transparent;
 padding: 3px 10px;
}
.typeahead-dropdown > li > a,
.typeahead-list > li > a {
 display: block;
 padding: 5px;
 clear: both;
 font-weight: 400;
 line-height: 1.7;
 border: 1px solid #ffffff;
 border-bottom-color: rgba(180,180,180,.30);
}
body > div.modal.cmd-palette.in > div {
 min-width: 750px;
 margin: 150px auto;
}
.typeahead-container strong {
 font-weight: bolder;
 color: #ff7823;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
 color: #ffffff;
 background-color: #ff7823;
 border-color: #ff7823;
 border-style: solid;
 border-width: 1px;
 border-radius: 0px;
}
#find-and-replace #replace-preview .replace .match {
 background-color: #de143d;
 border-color: #de143d;
 border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
 background-color: #009e07;
 border-color: #009e07;
 border-radius: 0px;
}
.jupyter-dashboard-menu-item.selected::before {
 font-family: 'FontAwesome' !important;
 content: '\f00c' !important;
 position: absolute !important;
 color: #ff7823 !important;
 left: 0px !important;
 top: 13px !important;
 font-size: 12px !important;
}
.shortcut_key,
span.shortcut_key {
 display: inline-block;
 width: 16ex;
 text-align: right;
 font-family: monospace;
}
.jupyter-keybindings {
 padding: 1px;
 line-height: 24px;
 border-bottom: 1px solid rgba(180,180,180,.14);
}
.jupyter-keybindings i {
 background: #efefef;
 font-size: small;
 padding: 5px;
 margin-left: 7px;
}
div#short-key-bindings-intro.well,
.well {
 background-color: #e4e4e4;
 border: 1px solid #e4e4e4;
 color: #303030;
 border-radius: 2px;
 -webkit-box-shadow: none;
 box-shadow: none;
}
#texteditor-backdrop {
 background: #ffffff;
 background-color: #ffffff;
}
#texteditor-backdrop #texteditor-container .CodeMirror-gutter,
#texteditor-backdrop #texteditor-container .CodeMirror-gutters {
 background: #e0e1e3;
 background-color: #e0e1e3;
 color: #828892;
}
.edit_app #menubar .navbar {
 margin-bottom: 0px;
}
#texteditor-backdrop #texteditor-container {
 padding: 0px;
 background-color: #ededed;
 box-shadow: none;
}
.terminal-app {
 background: #ffffff;
}
.terminal-app > #header {
 background: #ffffff;
}
.terminal-app .terminal {
 font-family: monospace, monospace;
 font-size: 9.5pt;
 line-height: 170%;
 color: #303030;
 background: #ededed;
 padding: 0.4em;
 border-radius: 2px;
 -webkit-box-shadow: none;
 box-shadow: none;
}
.terminal .xterm-viewport {
 background-color: #ededed;
 color: #303030;
 overflow-y: auto;
}
.terminal .xterm-color-0 {
 color: #ff7823;
}
.terminal .xterm-color-1 {
 color: #de143d;
}
.terminal .xterm-color-2 {
 color: #713bc5;
}
.terminal .xterm-color-3 {
 color: #e22978;
}
.terminal .xterm-color-4 {
 color: #ff8132;
}
.terminal .xterm-color-5 {
 color: #009e07;
}
.terminal .xterm-color-6 {
 color: #e22978;
}
.terminal .xterm-color-7 {
 color: #e22978;
}
.terminal .xterm-color-8 {
 color: #ef5c00;
}
.terminal .xterm-color-9 {
 color: #009e07;
}
.terminal .xterm-color-10 {
 color: #e22978;
}
.terminal .xterm-color-14 {
 color: #e22978;
}
.terminal .xterm-bg-color-15 {
 background-color: #ededed;
}
.terminal:not(.xterm-cursor-style-underline):not(.xterm-cursor-style-bar) .terminal-cursor {
 background-color: #ff7823;
 color: #ededed;
}
.terminal:not(.focus) .terminal-cursor {
 outline: 1px solid #ff7823;
 outline-offset: -1px;
}
.celltoolbar {
 font-size: 100%;
 padding-top: 3px;
 border-color: transparent;
 border-bottom: thin solid #828892;
 background: transparent;
}
.cell-tag,
.tags-input input,
.tags-input button {
 color: #303030;
 background-color: #ffffff;
 background-image: none;
 border: 1px solid #303030;
 border-radius: 1px;
 box-shadow: none;
 width: inherit;
 font-size: inherit;
 height: 22px;
 line-height: 22px;
}
#notebook-container > div.cell.code_cell.rendered.selected > div.input > div.inner_cell > div.ctb_hideshow.ctb_show > div > div > button,
#notebook-container > div.input > div.inner_cell > div.ctb_hideshow.ctb_show > div > div > button {
 font-size: 10pt;
 color: #303030;
 background-color: #ffffff;
 background-image: none;
 border: 1px solid #303030;
 border-radius: 1px;
 box-shadow: none;
 width: inherit;
 font-size: inherit;
 height: 22px;
 line-height: 22px;
}
div#pager #pager-contents {
 background: #ffffff !important;
 background-color: #ffffff !important;
}
div#pager pre {
 color: #303030 !important;
 background: #ededed !important;
 background-color: #ededed !important;
 padding: 0.4em;
}
div#pager .ui-resizable-handle {
 top: 0px;
 height: 8px;
 background: #ff7823 !important;
 border-top: 1px solid #ff7823;
 border-bottom: 1px solid #ff7823;
}
div.CodeMirror,
div.CodeMirror pre {
 font-family: monospace, monospace;
 font-size: 9.5pt;
 line-height: 170%;
 color: #303030;
}
div.CodeMirror-lines {
 padding-bottom: .9em;
 padding-left: .5em;
 padding-right: 1.5em;
 padding-top: .7em;
}
span.ansiblack,
.ansi-black-fg {
 color: #e22978;
}
span.ansiblue,
.ansi-blue-fg,
.ansi-blue-intense-fg {
 color: #009e07;
}
span.ansigray,
.ansi-gray-fg,
.ansi-gray-intense-fg {
 color: #ff8132;
}
span.ansigreen,
.ansi-green-fg {
 color: #333333;
}
.ansi-green-intense-fg {
 color: #ff8132;
}
span.ansipurple,
.ansi-purple-fg,
.ansi-purple-intense-fg {
 color: #653bc5;
}
span.ansicyan,
.ansi-cyan-fg,
.ansi-cyan-intense-fg {
 color: #653bc5;
}
span.ansiyellow,
.ansi-yellow-fg,
.ansi-yellow-intense-fg {
 color: #ff8132;
}
span.ansired,
.ansi-red-fg,
.ansi-red-intense-fg {
 color: #de143d;
}
div.output-stderr {
 background-color: #ebb5b7;
}
div.output-stderr pre {
 color: #000000;
}
div.js-error {
 color: #de143d;
}
.ipython_tooltip {
 font-family: monospace, monospace;
 font-size: 9.5pt;
 line-height: 170%;
 border: 2px solid #dadada;
 background: #eeeeee;
 background-color: #eeeeee;
 border-radius: 2px;
 overflow-x: visible;
 overflow-y: visible;
 box-shadow: none;
 position: absolute;
 z-index: 1000;
}
.ipython_tooltip .tooltiptext pre {
 font-family: monospace, monospace;
 font-size: 9.5pt;
 line-height: 170%;
 background: #eeeeee;
 background-color: #eeeeee;
 color: #303030;
 overflow-x: visible;
 overflow-y: visible;
 max-width: 900px;
}
div#tooltip.ipython_tooltip {
 overflow-x: wrap;
 overflow-y: visible;
 max-width: 800px;
}
div.tooltiptext.bigtooltip {
 overflow-x: visible;
 overflow-y: scroll;
 height: 400px;
 max-width: 800px;
}
.cm-s-ipython.CodeMirror {
 font-family: monospace, monospace;
 font-size: 9.5pt;
 background: #ededed;
 color: #303030;
 border-radius: 2px;
 font-style: normal;
 font-weight: normal;
}
.cm-s-ipython div.CodeMirror-selected {
 background: #e0e1e3;
}
.CodeMirror-gutters {
 border: none;
 border-right: 1px solid #e0e1e3 !important;
 background-color: #e0e1e3 !important;
 background: #e0e1e3 !important;
 border-radius: 0px;
 white-space: nowrap;
}
.cm-s-ipython .CodeMirror-gutters {
 background: #e0e1e3;
 border: none;
 border-radius: 0px;
 width: 36px;
}
.cm-s-ipython .CodeMirror-linenumber {
 color: #828892;
}
.CodeMirror-sizer {
 margin-left: 40px;
}
.CodeMirror-linenumber,
div.CodeMirror-linenumber,
.CodeMirror-gutter.CodeMirror-linenumberdiv.CodeMirror-gutter.CodeMirror-linenumber {
 padding-right: 1px;
 margin-left: 0px;
 margin: 0px;
 width: 26px !important;
 padding: 0px;
 text-align: right;
}
.CodeMirror-linenumber {
 color: #828892;
}
.cm-s-ipython .CodeMirror-cursor {
 border-left: 2px solid #ff711a !important;
}
.cm-s-ipython span.cm-comment {
 color: #8d8d8d;
 font-style: italic;
}
.cm-s-ipython span.cm-atom {
 color: #055be0;
}
.cm-s-ipython span.cm-number {
 color: #ff8132;
}
.cm-s-ipython span.cm-property {
 color: #303030;
}
.cm-s-ipython span.cm-attribute {
 color: #303030;
}
.cm-s-ipython span.cm-keyword {
 color: #713bc5;
 font-weight: normal;
}
.cm-s-ipython span.cm-string {
 color: #009e07;
}
.cm-s-ipython span.cm-meta {
 color: #aa22ff;
}
.cm-s-ipython span.cm-operator {
 color: #055be0;
}
.cm-s-ipython span.cm-builtin {
 color: #e22978;
}
.cm-s-ipython span.cm-variable {
 color: #303030;
}
.cm-s-ipython span.cm-variable-2 {
 color: #de143d;
}
.cm-s-ipython span.cm-variable-3 {
 color: #aa22ff;
}
.cm-s-ipython span.cm-def {
 color: #e22978;
 font-weight: normal;
}
.cm-s-ipython span.cm-error {
 background: rgba(191,11,55,.70);
}
.cm-s-ipython span.cm-tag {
 color: #e22978;
}
.cm-s-ipython span.cm-link {
 color: #ef5c00;
}
.cm-s-ipython span.cm-storage {
 color: #055be0;
}
.cm-s-ipython span.cm-entity {
 color: #e22978;
}
.cm-s-ipython span.cm-quote {
 color: #009e07;
}
div.CodeMirror span.CodeMirror-matchingbracket {
 color: #ffffff;
 font-weight: bold;
 background-color: #009e07;
}
div.CodeMirror span.CodeMirror-nonmatchingbracket {
 color: #ffffff;
 font-weight: bold;
 background: rgba(191,11,55,.70) !important;
}
.cm-header-1 {
 font-size: 215%;
}
.cm-header-2 {
 font-size: 180%;
}
.cm-header-3 {
 font-size: 150%;
}
.cm-header-4 {
 font-size: 120%;
}
.cm-header-5 {
 font-size: 100%;
}
.cm-s-default .cm-hr {
 color: #055be0;
}
div.cell.text_cell .cm-s-default .cm-header {
 font-family: sans-serif;
 font-weight: normal;
 color: #126dce !important;
 margin-top: 0.3em !important;
 margin-bottom: 0.3em !important;
}
div.cell.text_cell .cm-s-default span.cm-variable-2 {
 color: #353535 !important;
}
div.cell.text_cell .cm-s-default span.cm-variable-3 {
 color: #aa22ff !important;
}
.cm-s-default span.cm-comment {
 color: #8d8d8d !important;
}
.cm-s-default .cm-tag {
 color: #009fb7;
}
.cm-s-default .cm-builtin {
 color: #e22978;
}
.cm-s-default .cm-string {
 color: #009e07;
}
.cm-s-default .cm-keyword {
 color: #713bc5;
}
.cm-s-default .cm-number {
 color: #ff8132;
}
.cm-s-default .cm-error {
 color: #055be0;
}
.cm-s-default .cm-link {
 color: #ef5c00;
}
.cm-s-default .cm-atom {
 color: #ff8132;
}
.cm-s-default .cm-def {
 color: #e22978;
}
.CodeMirror-cursor {
 border-left: 2px solid #ff711a !important;
 border-right: none;
 width: 0;
}
.cm-s-default div.CodeMirror-selected {
 background: #e0e1e3;
}
.cm-s-default .cm-selected {
 background: #e0e1e3;
}
.MathJax_Display,
.MathJax {
 border: 0 !important;
 font-size: 100% !important;
 text-align: center !important;
 margin: 0em !important;
 line-height: 2.25 !important;
}
.MathJax:focus,
body :focus .MathJax {
 display: inline-block !important;
}
.MathJax:focus,
body :focus .MathJax {
 display: inline-block !important;
}
.completions {
 position: absolute;
 z-index: 110;
 overflow: hidden;
 border: medium solid rgba(240,147,43,.50);
 box-shadow: none;
 line-height: 1;
}
.completions select {
 background: #ededed;
 background-color: #ededed;
 outline: none;
 border: none;
 padding: 0px;
 margin: 0px;
 margin-left: 2px;
 overflow: auto;
 font-family: monospace, monospace;
 font-size: 9.5pt;
 color: #303030;
 width: auto;
}
div#maintoolbar {
 margin-left: 8px !important;
}
.toolbar.container {
 width: 100% !important;
}
#header-container {
 display: none !important;
}

<script>
    MathJax.Hub.Config({
        "HTML-CSS": {
            /*preferredFont: "TeX",*/
            /*availableFonts: ["TeX", "STIX"],*/
            styles: {
                scale: 100,
                ".MathJax_Display": {
                    "font-size": "100%",
                }
            }
        }
    });
</script>
    
    </style>


<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

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

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="./Introduction to Numerai_files/latest.js.download"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config;executed=true">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --><script type="text/javascript" async="" src="./Introduction to Numerai_files/MathJax.js.download"></script><style type="text/css">.MathJax_Hover_Frame {border-radius: .25em; -webkit-border-radius: .25em; -moz-border-radius: .25em; -khtml-border-radius: .25em; box-shadow: 0px 0px 15px #83A; -webkit-box-shadow: 0px 0px 15px #83A; -moz-box-shadow: 0px 0px 15px #83A; -khtml-box-shadow: 0px 0px 15px #83A; border: 1px solid #A6D ! important; display: inline-block; position: absolute}
.MathJax_Menu_Button .MathJax_Hover_Arrow {position: absolute; cursor: pointer; display: inline-block; border: 2px solid #AAA; border-radius: 4px; -webkit-border-radius: 4px; -moz-border-radius: 4px; -khtml-border-radius: 4px; font-family: 'Courier New',Courier; font-size: 9px; color: #F0F0F0}
.MathJax_Menu_Button .MathJax_Hover_Arrow span {display: block; background-color: #AAA; border: 1px solid; border-radius: 3px; line-height: 0; padding: 4px}
.MathJax_Hover_Arrow:hover {color: white!important; border: 2px solid #CCC!important}
.MathJax_Hover_Arrow:hover span {background-color: #CCC!important}
</style><style type="text/css">#MathJax_About {position: fixed; left: 50%; width: auto; text-align: center; border: 3px outset; padding: 1em 2em; background-color: #DDDDDD; color: black; cursor: default; font-family: message-box; font-size: 120%; font-style: normal; text-indent: 0; text-transform: none; line-height: normal; letter-spacing: normal; word-spacing: normal; word-wrap: normal; white-space: nowrap; float: none; z-index: 201; border-radius: 15px; -webkit-border-radius: 15px; -moz-border-radius: 15px; -khtml-border-radius: 15px; box-shadow: 0px 10px 20px #808080; -webkit-box-shadow: 0px 10px 20px #808080; -moz-box-shadow: 0px 10px 20px #808080; -khtml-box-shadow: 0px 10px 20px #808080; filter: progid:DXImageTransform.Microsoft.dropshadow(OffX=2, OffY=2, Color='gray', Positive='true')}
#MathJax_About.MathJax_MousePost {outline: none}
.MathJax_Menu {position: absolute; background-color: white; color: black; width: auto; padding: 2px; border: 1px solid #CCCCCC; margin: 0; cursor: default; font: menu; text-align: left; text-indent: 0; text-transform: none; line-height: normal; letter-spacing: normal; word-spacing: normal; word-wrap: normal; white-space: nowrap; float: none; z-index: 201; box-shadow: 0px 10px 20px #808080; -webkit-box-shadow: 0px 10px 20px #808080; -moz-box-shadow: 0px 10px 20px #808080; -khtml-box-shadow: 0px 10px 20px #808080; filter: progid:DXImageTransform.Microsoft.dropshadow(OffX=2, OffY=2, Color='gray', Positive='true')}
.MathJax_MenuItem {padding: 2px 2em; background: transparent}
.MathJax_MenuArrow {position: absolute; right: .5em; padding-top: .25em; color: #666666; font-size: .75em}
.MathJax_MenuActive .MathJax_MenuArrow {color: white}
.MathJax_MenuArrow.RTL {left: .5em; right: auto}
.MathJax_MenuCheck {position: absolute; left: .7em}
.MathJax_MenuCheck.RTL {right: .7em; left: auto}
.MathJax_MenuRadioCheck {position: absolute; left: 1em}
.MathJax_MenuRadioCheck.RTL {right: 1em; left: auto}
.MathJax_MenuLabel {padding: 2px 2em 4px 1.33em; font-style: italic}
.MathJax_MenuRule {border-top: 1px solid #CCCCCC; margin: 4px 1px 0px}
.MathJax_MenuDisabled {color: GrayText}
.MathJax_MenuActive {background-color: Highlight; color: HighlightText}
.MathJax_MenuDisabled:focus, .MathJax_MenuLabel:focus {background-color: #E8E8E8}
.MathJax_ContextMenu:focus {outline: none}
.MathJax_ContextMenu .MathJax_MenuItem:focus {outline: none}
#MathJax_AboutClose {top: .2em; right: .2em}
.MathJax_Menu .MathJax_MenuClose {top: -10px; left: -10px}
.MathJax_MenuClose {position: absolute; cursor: pointer; display: inline-block; border: 2px solid #AAA; border-radius: 18px; -webkit-border-radius: 18px; -moz-border-radius: 18px; -khtml-border-radius: 18px; font-family: 'Courier New',Courier; font-size: 24px; color: #F0F0F0}
.MathJax_MenuClose span {display: block; background-color: #AAA; border: 1.5px solid; border-radius: 18px; -webkit-border-radius: 18px; -moz-border-radius: 18px; -khtml-border-radius: 18px; line-height: 0; padding: 8px 0 6px}
.MathJax_MenuClose:hover {color: white!important; border: 2px solid #CCC!important}
.MathJax_MenuClose:hover span {background-color: #CCC!important}
.MathJax_MenuClose:hover:focus {outline: none}
</style><style type="text/css">.MathJax_Preview .MJXf-math {color: inherit!important}
</style><style type="text/css">.MJX_Assistive_MathML {position: absolute!important; top: 0; left: 0; clip: rect(1px, 1px, 1px, 1px); padding: 1px 0 0 0!important; border: 0!important; height: 1px!important; width: 1px!important; overflow: hidden!important; display: block!important; -webkit-touch-callout: none; -webkit-user-select: none; -khtml-user-select: none; -moz-user-select: none; -ms-user-select: none; user-select: none}
.MJX_Assistive_MathML.MJX_Assistive_MathML_Block {width: 100%!important}
</style><style type="text/css">#MathJax_Zoom {position: absolute; background-color: #F0F0F0; overflow: auto; display: block; z-index: 301; padding: .5em; border: 1px solid black; margin: 0; font-weight: normal; font-style: normal; text-align: left; text-indent: 0; text-transform: none; line-height: normal; letter-spacing: normal; word-spacing: normal; word-wrap: normal; white-space: nowrap; float: none; -webkit-box-sizing: content-box; -moz-box-sizing: content-box; box-sizing: content-box; box-shadow: 5px 5px 15px #AAAAAA; -webkit-box-shadow: 5px 5px 15px #AAAAAA; -moz-box-shadow: 5px 5px 15px #AAAAAA; -khtml-box-shadow: 5px 5px 15px #AAAAAA; filter: progid:DXImageTransform.Microsoft.dropshadow(OffX=2, OffY=2, Color='gray', Positive='true')}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
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<h2 id="Data-Structure">Data Structure<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Data-Structure">¶</a></h2>
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<p>Every weekend, a new round of the Numerai tournament begins. This includes the release of 2 datasets: <code>numerai_training_data.csv</code> and <code>numerai_tournament_data.csv</code>. <br>
There are three ways of getting this data: 1) Downloading it locally from numer.ai/submit (under Advanced) 2) Querying it from the server 3) From the official Python client to Numerai's API <code>numerapi</code> <a href="https://github.com/uuazed/numerapi">Installation/Documentation</a></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## Method 1: Locally saved csv files</span>
<span class="n">TRAINING_DATAPATH</span> <span class="o">=</span> <span class="s1">'Data/numerai_training_data.csv'</span>
<span class="n">TOURNAMENT_DATAPATH</span> <span class="o">=</span> <span class="s1">'Data/numerai_tournament_data.csv'</span>

<span class="n">df_train</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">TRAINING_DATAPATH</span><span class="p">)</span>
<span class="n">df_tournament</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">TOURNAMENT_DATAPATH</span><span class="p">)</span>

<span class="c1">## Method 2: Querying from server</span>
<span class="n">TRAINING_DATAPATH</span> <span class="o">=</span> <span class="s1">'https://numerai-public-datasets.s3-us-west-2.amazonaws.com/latest_numerai_training_data.csv.xz'</span>
<span class="n">TOURNAMENT_DATAPATH</span> <span class="o">=</span> <span class="s1">'https://numerai-public-datasets.s3-us-west-2.amazonaws.com/latest_numerai_tournament_data.csv.xz'</span>

<span class="n">df_train</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">TRAINING_DATAPATH</span><span class="p">)</span>
<span class="n">df_tournament</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">TOURNAMENT_DATAPATH</span><span class="p">)</span>

<span class="c1">## Method 3: Numerai API</span>
<span class="c1">## This will download and create a subfolder with the relevant files. Then, follow Method I.</span>
<span class="kn">import</span> <span class="nn">numerapi</span>
<span class="n">napi</span> <span class="o">=</span> <span class="n">numerapi</span><span class="o">.</span><span class="n">NumerAPI</span><span class="p">(</span><span class="n">verbosity</span><span class="o">=</span><span class="s1">'info'</span><span class="p">)</span>
<span class="n">napi</span><span class="o">.</span><span class="n">download_current_dataset</span><span class="p">(</span><span class="n">unzip</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<h3 id="Training-Data">Training Data<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Training-Data">¶</a></h3>
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<p>There are 501,808 samples to train your model with. The <code>id</code> column is an obfuscated key that is <strong>unique</strong> in the entire dataset, and <code>era</code> is a time period corresponding to a trading day. <br>
Feature columns are named <code>feature_{group}{number}</code> and are categorized into 6 groups: intelligence, charisma, strength, dexterity, constitution, and wisdom. <br>
Target column is named <code>target_{tournament name}</code> and is the target that you are trying to predict. <br></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_train</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
<span class="n">df_train</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>&lt;class 'pandas.core.frame.DataFrame'&gt;
RangeIndex: 501808 entries, 0 to 501807
Columns: 314 entries, id to target
dtypes: float64(311), object(3)
memory usage: 1.2+ GB
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      <td>0.25</td>
      <td>1.00</td>
      <td>0.25</td>
    </tr>
    <tr>
      <th>2</th>
      <td>n001c93979ac41d4</td>
      <td>era1</td>
      <td>train</td>
      <td>0.25</td>
      <td>0.50</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>1.0</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>...</td>
      <td>0.25</td>
      <td>0.50</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.50</td>
      <td>1.00</td>
      <td>0.00</td>
      <td>0.25</td>
      <td>0.75</td>
      <td>0.00</td>
    </tr>
    <tr>
      <th>3</th>
      <td>n0034e4143f22a13</td>
      <td>era1</td>
      <td>train</td>
      <td>1.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.50</td>
      <td>0.5</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>...</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>0.75</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>0.00</td>
    </tr>
    <tr>
      <th>4</th>
      <td>n00679d1a636062f</td>
      <td>era1</td>
      <td>train</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>0.0</td>
      <td>0.25</td>
      <td>0.50</td>
      <td>...</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>0.25</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>0.00</td>
      <td>0.50</td>
      <td>0.25</td>
      <td>0.75</td>
      <td>0.75</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 314 columns</p>
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<p>We can use regular expressions to get a count of how many features are in each group <em>(Optional)</em></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">Counter</span>
<span class="kn">import</span> <span class="nn">re</span>

<span class="c1"># Feature columns</span>
<span class="n">features</span> <span class="o">=</span> <span class="n">df_train</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="n">df_train</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">'feature'</span><span class="p">)]</span>

<span class="n">groupCount</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
<span class="k">for</span> <span class="n">feature</span> <span class="ow">in</span> <span class="n">features</span><span class="p">:</span>
    <span class="n">_</span><span class="p">,</span> <span class="n">group_n</span> <span class="o">=</span> <span class="n">feature</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">'_'</span><span class="p">)</span>
    <span class="n">group</span><span class="p">,</span> <span class="n">n</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="sa">r</span><span class="s1">'\d+'</span><span class="p">,</span> <span class="n">group_n</span><span class="p">)</span>
    <span class="n">groupCount</span><span class="p">[</span><span class="n">group</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="n">groupCount</span>
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<pre>Counter({'intelligence': 12,
         'charisma': 86,
         'strength': 38,
         'dexterity': 14,
         'constitution': 114,
         'wisdom': 46})</pre>
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<p>There are 120 eras, with an average of 4182 observations per era. The minimum observations by era is 2371 and the maximum is 4893. Notice that the earlier eras generally have less observations. <br>
<em>Do autoregressive models make sense? Can we figure out persistent patterns in feature groups or eras?</em></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Number of observations by era</span>
<span class="n">eraCount</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
<span class="k">for</span> <span class="n">era</span> <span class="ow">in</span> <span class="n">df_train</span><span class="p">[</span><span class="s1">'era'</span><span class="p">]:</span>
    <span class="n">eraCount</span><span class="p">[</span><span class="n">era</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="n">eraCount</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">eraCount</span><span class="p">,</span> <span class="n">orient</span><span class="o">=</span><span class="s1">'index'</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">'Observations'</span><span class="p">])</span>
<span class="n">eraCount</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">legend</span><span class="o">=</span><span class="kc">None</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">'Era'</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">'Observations'</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">'Observations by Era'</span><span class="p">)</span>
<span class="n">eraCount</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>Observations</th>
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    <tr>
      <th>count</th>
      <td>120.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>4181.733333</td>
    </tr>
    <tr>
      <th>std</th>
      <td>583.884482</td>
    </tr>
    <tr>
      <th>min</th>
      <td>2371.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>3929.250000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>4388.500000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>4582.750000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>4893.000000</td>
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">
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<p>Features are all pre-processed and have similar scaling between <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-1-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mo stretchy=&quot;false&quot;&gt;[&lt;/mo&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;mo stretchy=&quot;false&quot;&gt;]&lt;/mo&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-1" style="width: 2.389em; display: inline-block;"><span style="display: inline-block; position: relative; width: 1.991em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1001.88em, 2.616em, -999.997em); top: -2.213em; left: 0em;"><span class="mrow" id="MathJax-Span-2"><span class="mo" id="MathJax-Span-3" style="font-family: MathJax_Main;">[</span><span class="mn" id="MathJax-Span-4" style="font-family: MathJax_Main;">0</span><span class="mo" id="MathJax-Span-5" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-6" style="font-family: MathJax_Main; padding-left: 0.173em;">1</span><span class="mo" id="MathJax-Span-7" style="font-family: MathJax_Main;">]</span></span><span style="display: inline-block; width: 0px; height: 2.219em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.338em; border-left: 0px solid; width: 0px; height: 1.367em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mo stretchy="false">[</mo><mn>0</mn><mo>,</mo><mn>1</mn><mo stretchy="false">]</mo></math></span></span><script type="math/tex" id="MathJax-Element-1">[0,1]</script>. The dataset is very clean - there are no missing values.</p>

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<div class="prompt input_prompt">In&nbsp;[80]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_train</span><span class="p">[</span><span class="n">features</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<style scoped="">
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>feature_intelligence1</th>
      <th>feature_intelligence2</th>
      <th>feature_intelligence3</th>
      <th>feature_intelligence4</th>
      <th>feature_intelligence5</th>
      <th>feature_intelligence6</th>
      <th>feature_intelligence7</th>
      <th>feature_intelligence8</th>
      <th>feature_intelligence9</th>
      <th>feature_intelligence10</th>
      <th>...</th>
      <th>feature_wisdom37</th>
      <th>feature_wisdom38</th>
      <th>feature_wisdom39</th>
      <th>feature_wisdom40</th>
      <th>feature_wisdom41</th>
      <th>feature_wisdom42</th>
      <th>feature_wisdom43</th>
      <th>feature_wisdom44</th>
      <th>feature_wisdom45</th>
      <th>feature_wisdom46</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>...</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
      <td>501808.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>0.499981</td>
      <td>0.499979</td>
      <td>0.499979</td>
      <td>0.499981</td>
      <td>0.499977</td>
      <td>0.499977</td>
      <td>0.499977</td>
      <td>0.499981</td>
      <td>0.499980</td>
      <td>0.499980</td>
      <td>...</td>
      <td>0.499979</td>
      <td>0.499982</td>
      <td>0.499982</td>
      <td>0.499974</td>
      <td>0.499980</td>
      <td>0.499982</td>
      <td>0.499980</td>
      <td>0.499974</td>
      <td>0.499979</td>
      <td>0.499971</td>
    </tr>
    <tr>
      <th>std</th>
      <td>0.353596</td>
      <td>0.353593</td>
      <td>0.353593</td>
      <td>0.353596</td>
      <td>0.353587</td>
      <td>0.353587</td>
      <td>0.353587</td>
      <td>0.353596</td>
      <td>0.352099</td>
      <td>0.352099</td>
      <td>...</td>
      <td>0.352772</td>
      <td>0.353139</td>
      <td>0.353139</td>
      <td>0.351328</td>
      <td>0.350662</td>
      <td>0.352151</td>
      <td>0.352965</td>
      <td>0.351328</td>
      <td>0.347689</td>
      <td>0.353419</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>...</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
      <td>0.250000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>...</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
      <td>0.500000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>...</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
      <td>0.750000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>...</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
<p>8 rows × 310 columns</p>
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<p>Targets are similarly scaled between <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-2-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mo stretchy=&quot;false&quot;&gt;[&lt;/mo&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;mo stretchy=&quot;false&quot;&gt;]&lt;/mo&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-8" style="width: 2.389em; display: inline-block;"><span style="display: inline-block; position: relative; width: 1.991em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1001.88em, 2.616em, -999.997em); top: -2.213em; left: 0em;"><span class="mrow" id="MathJax-Span-9"><span class="mo" id="MathJax-Span-10" style="font-family: MathJax_Main;">[</span><span class="mn" id="MathJax-Span-11" style="font-family: MathJax_Main;">0</span><span class="mo" id="MathJax-Span-12" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-13" style="font-family: MathJax_Main; padding-left: 0.173em;">1</span><span class="mo" id="MathJax-Span-14" style="font-family: MathJax_Main;">]</span></span><span style="display: inline-block; width: 0px; height: 2.219em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.338em; border-left: 0px solid; width: 0px; height: 1.367em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mo stretchy="false">[</mo><mn>0</mn><mo>,</mo><mn>1</mn><mo stretchy="false">]</mo></math></span></span><script type="math/tex" id="MathJax-Element-2">[0,1]</script>. Notice that both the features and targets are <strong>discrete</strong> and take on values in the set <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-3-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;{&lt;/mo&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;0.25&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;0.50&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;0.75&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;1.0&lt;/mn&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;}&lt;/mo&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-15" style="width: 11.935em; display: inline-block;"><span style="display: inline-block; position: relative; width: 9.946em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1009.89em, 2.616em, -999.997em); top: -2.213em; left: 0em;"><span class="mrow" id="MathJax-Span-16"><span class="mo" id="MathJax-Span-17" style="font-family: MathJax_Main;">{</span><span class="mn" id="MathJax-Span-18" style="font-family: MathJax_Main;">0</span><span class="mo" id="MathJax-Span-19" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-20" style="font-family: MathJax_Main; padding-left: 0.173em;">0.25</span><span class="mo" id="MathJax-Span-21" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-22" style="font-family: MathJax_Main; padding-left: 0.173em;">0.50</span><span class="mo" id="MathJax-Span-23" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-24" style="font-family: MathJax_Main; padding-left: 0.173em;">0.75</span><span class="mo" id="MathJax-Span-25" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-26" style="font-family: MathJax_Main; padding-left: 0.173em;">1.0</span><span class="mo" id="MathJax-Span-27" style="font-family: MathJax_Main;">}</span></span><span style="display: inline-block; width: 0px; height: 2.219em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.338em; border-left: 0px solid; width: 0px; height: 1.367em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mo fence="false" stretchy="false">{</mo><mn>0</mn><mo>,</mo><mn>0.25</mn><mo>,</mo><mn>0.50</mn><mo>,</mo><mn>0.75</mn><mo>,</mo><mn>1.0</mn><mo fence="false" stretchy="false">}</mo></math></span></span><script type="math/tex" id="MathJax-Element-3">\{0, 0.25, 0.50, 0.75, 1.0\}</script>. <br>
<em>Hint: Target classes are balanced. That is, the number of observations for each target value is approximately the same. How would this affect Classification and Regression models? What about rank correlation scores?</em></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Target column</span>
<span class="n">target</span> <span class="o">=</span> <span class="n">df_train</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="n">df_train</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">'target'</span><span class="p">)]</span>

<span class="n">df_train</span><span class="p">[</span><span class="n">target</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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      <th></th>
      <th>target</th>
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      <th>count</th>
      <td>501808.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>0.500002</td>
    </tr>
    <tr>
      <th>std</th>
      <td>0.352994</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>0.250000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>0.500000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>0.750000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>1.000000</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Number of observations per target value</span>
<span class="n">df_train</span><span class="p">[</span><span class="n">target</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">value_counts</span><span class="p">())</span>
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      <th>0.50</th>
      <td>101632</td>
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    <tr>
      <th>1.00</th>
      <td>100047</td>
    </tr>
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      <th>0.25</th>
      <td>100046</td>
    </tr>
    <tr>
      <th>0.00</th>
      <td>100042</td>
    </tr>
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      <th>0.75</th>
      <td>100041</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Distribution of target values</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">'seaborn'</span><span class="p">)</span>

<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">df_train</span><span class="p">[</span><span class="n">target</span><span class="p">],</span> <span class="n">hist</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">kde</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">15</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">'Target Value'</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">'Density'</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">'Distribution of Targets'</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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">
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<p><em>Tip: Since features and targets are discrete, we can convert the DataFrame to 16-bit floats to reduce memory usage/computational expense without losing precision.</em></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_train</span><span class="p">[</span><span class="n">features</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_train</span><span class="p">[</span><span class="n">features</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float16</span><span class="p">)</span>
<span class="n">df_train</span><span class="p">[</span><span class="n">target</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_train</span><span class="p">[</span><span class="n">target</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float16</span><span class="p">)</span>
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<pre>&lt;class 'pandas.core.frame.DataFrame'&gt;
RangeIndex: 501808 entries, 0 to 501807
Columns: 314 entries, id to target
dtypes: float16(311), object(3)
memory usage: 309.2+ MB
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<h3 id="Tournament-Data">Tournament Data<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Tournament-Data">¶</a></h3>
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<p>The structure of <code>numerai_tournament_data</code> is almost identical but with the inclusion of an additional column: <code>data_type</code>. There are 56,261 observations corresponding to <br>
<code>data_type == validation</code> which you can use to validate your model on out-of-sample performance. Predictions should be made on everything in the dataframe. <br>
<em>Note:</em> <code>test</code> <em>should not be confused with the standard testing set terminology as it does not contain any target values.</em></p>

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<span class="c1"># Counts of different data types</span>
<span class="n">df_tournament</span><span class="p">[</span><span class="s1">'data_type'</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>&lt;class 'pandas.core.frame.DataFrame'&gt;
RangeIndex: 1676031 entries, 0 to 1676030
Columns: 314 entries, id to target
dtypes: float64(311), object(3)
memory usage: 3.9+ GB
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<pre>test          1614599
validation      56261
live             5171
Name: data_type, dtype: int64</pre>
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<style scoped="">
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
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    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>era</th>
      <th>data_type</th>
      <th>feature_intelligence1</th>
      <th>feature_intelligence2</th>
      <th>feature_intelligence3</th>
      <th>feature_intelligence4</th>
      <th>feature_intelligence5</th>
      <th>feature_intelligence6</th>
      <th>feature_intelligence7</th>
      <th>...</th>
      <th>feature_wisdom38</th>
      <th>feature_wisdom39</th>
      <th>feature_wisdom40</th>
      <th>feature_wisdom41</th>
      <th>feature_wisdom42</th>
      <th>feature_wisdom43</th>
      <th>feature_wisdom44</th>
      <th>feature_wisdom45</th>
      <th>feature_wisdom46</th>
      <th>target</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>n0003aa52cab36c2</td>
      <td>era121</td>
      <td>validation</td>
      <td>0.25</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.0</td>
      <td>0.75</td>
      <td>0.5</td>
      <td>...</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>1.00</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.5</td>
      <td>1.0</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
    </tr>
    <tr>
      <th>1</th>
      <td>n000920ed083903f</td>
      <td>era121</td>
      <td>validation</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>1.00</td>
      <td>0.5</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>1.00</td>
      <td>0.75</td>
      <td>0.5</td>
      <td>0.5</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.25</td>
    </tr>
    <tr>
      <th>2</th>
      <td>n0038e640522c4a6</td>
      <td>era121</td>
      <td>validation</td>
      <td>1.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>1.00</td>
      <td>1.0</td>
      <td>1.00</td>
      <td>1.0</td>
      <td>...</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.50</td>
      <td>0.25</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.5</td>
      <td>0.50</td>
      <td>0.00</td>
      <td>1.00</td>
    </tr>
    <tr>
      <th>3</th>
      <td>n004ac94a87dc54b</td>
      <td>era121</td>
      <td>validation</td>
      <td>0.75</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>0.50</td>
      <td>0.0</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.25</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>0.75</td>
    </tr>
    <tr>
      <th>4</th>
      <td>n0052fe97ea0c05f</td>
      <td>era121</td>
      <td>validation</td>
      <td>0.25</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.25</td>
      <td>1.0</td>
      <td>0.50</td>
      <td>0.5</td>
      <td>...</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.75</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.25</td>
      <td>1.00</td>
      <td>1.00</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 314 columns</p>
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<h2 id="Splitting-numerai_training_data-into-Training-Data-and-Testing-Data">Splitting <code>numerai_training_data</code> into Training Data and Testing Data<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Splitting-numerai_training_data-into-Training-Data-and-Testing-Data">¶</a></h2>
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<p>In general, it is a good idea to split the dataset into a training set, a validation set, and a holdout set. In this example, <code>numerai_training_data</code> is split into a training set <code>train</code> <br>
which will be used to train the model parameters, a validation set <code>test</code> which will be used to validate the architecture of the model. The samples from <code>numerai_tournament_data</code> <br>
where <code>data_type=='validation'</code> are set aside for now as a holdout set.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>

<span class="c1"># Percent of dataset to split into test set</span>
<span class="n">TEST_SIZE</span> <span class="o">=</span> <span class="mf">0.25</span>

<span class="c1"># Splits the numerai_training_data into a training and validation set</span>
<span class="n">train</span><span class="p">,</span> <span class="n">test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">df_train</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="n">TEST_SIZE</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</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">train_X</span><span class="p">,</span> <span class="n">train_Y</span><span class="p">,</span> <span class="n">test_X</span><span class="p">,</span> <span class="n">test_Y</span> <span class="o">=</span> <span class="n">train</span><span class="p">[</span><span class="n">features</span><span class="p">],</span> <span class="n">train</span><span class="p">[</span><span class="n">target</span><span class="p">],</span> <span class="n">test</span><span class="p">[</span><span class="n">features</span><span class="p">],</span> <span class="n">test</span><span class="p">[</span><span class="n">target</span><span class="p">]</span>
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<h2 id="Example:-Classification-Model">Example: Classification Model<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Example:-Classification-Model">¶</a></h2>
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<h3 id="Preprocessing:-Nominal-vs-Ordinal">Preprocessing: Nominal vs Ordinal<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Preprocessing:-Nominal-vs-Ordinal">¶</a></h3>
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<p>When training classifiers, it can be useful to perform a transformation on the target values. There are two main approaches here depending on whether target values are treated as <em>nominal</em> or <em>ordinal</em>. <br>
In the <em>nominal</em> case, each distinct value of <code>target</code> is treated as a separate class. In other words, for <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-4-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-28" style="width: 0.628em; display: inline-block;"><span style="display: inline-block; position: relative; width: 0.514em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1000.51em, 2.332em, -999.997em); top: -2.156em; left: 0em;"><span class="mrow" id="MathJax-Span-29"><span class="mi" id="MathJax-Span-30" style="font-family: MathJax_Math-italic;">k</span></span><span style="display: inline-block; width: 0px; height: 2.162em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.065em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>k</mi></math></span></span><script type="math/tex" id="MathJax-Element-4">k</script> possible values of <code>target</code>, we create <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-5-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-31" style="width: 0.628em; display: inline-block;"><span style="display: inline-block; position: relative; width: 0.514em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1000.51em, 2.332em, -999.997em); top: -2.156em; left: 0em;"><span class="mrow" id="MathJax-Span-32"><span class="mi" id="MathJax-Span-33" style="font-family: MathJax_Math-italic;">k</span></span><span style="display: inline-block; width: 0px; height: 2.162em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.065em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>k</mi></math></span></span><script type="math/tex" id="MathJax-Element-5">k</script> binary columns where one of them is unity while the rest zero. <br>
The transformation is then defined by <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-6-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;y&lt;/mi&gt;&lt;mo&gt;&amp;#x2208;&lt;/mo&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;{&lt;/mo&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;0.25&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;0.5&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;0.75&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;1.0&lt;/mn&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;}&lt;/mo&gt;&lt;mo stretchy=&quot;false&quot;&gt;&amp;#x21A6;&lt;/mo&gt;&lt;msub&gt;&lt;mi&gt;&amp;#x03C4;&lt;/mi&gt;&lt;mrow class=&quot;MJX-TeXAtom-ORD&quot;&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;mo stretchy=&quot;false&quot;&gt;(&lt;/mo&gt;&lt;mi&gt;y&lt;/mi&gt;&lt;mo stretchy=&quot;false&quot;&gt;)&lt;/mo&gt;&lt;mo&gt;&amp;#x2208;&lt;/mo&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;{&lt;/mo&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;}&lt;/mo&gt;&lt;mspace width=&quot;1em&quot; /&gt;&lt;mo stretchy=&quot;false&quot;&gt;(&lt;/mo&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;mo&gt;&amp;#x2208;&lt;/mo&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;{&lt;/mo&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;4&lt;/mn&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;}&lt;/mo&gt;&lt;mo stretchy=&quot;false&quot;&gt;)&lt;/mo&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-34" style="width: 32.957em; display: inline-block;"><span style="display: inline-block; position: relative; width: 27.446em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1027.33em, 2.616em, -999.997em); top: -2.213em; left: 0em;"><span class="mrow" id="MathJax-Span-35"><span class="mi" id="MathJax-Span-36" style="font-family: MathJax_Math-italic;">y<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.003em;"></span></span><span class="mo" id="MathJax-Span-37" style="font-family: MathJax_Main; padding-left: 0.287em;">∈</span><span class="mo" id="MathJax-Span-38" style="font-family: MathJax_Main; padding-left: 0.287em;">{</span><span class="mn" id="MathJax-Span-39" style="font-family: MathJax_Main;">0</span><span class="mo" id="MathJax-Span-40" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-41" style="font-family: MathJax_Main; padding-left: 0.173em;">0.25</span><span class="mo" id="MathJax-Span-42" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-43" style="font-family: MathJax_Main; padding-left: 0.173em;">0.5</span><span class="mo" id="MathJax-Span-44" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-45" style="font-family: MathJax_Main; padding-left: 0.173em;">0.75</span><span class="mo" id="MathJax-Span-46" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-47" style="font-family: MathJax_Main; padding-left: 0.173em;">1.0</span><span class="mo" id="MathJax-Span-48" style="font-family: MathJax_Main;">}</span><span class="mo" id="MathJax-Span-49" style="font-family: MathJax_Main; padding-left: 0.287em;">↦</span><span class="msubsup" id="MathJax-Span-50" style="padding-left: 0.287em;"><span style="display: inline-block; position: relative; width: 0.855em; height: 0px;"><span style="position: absolute; clip: rect(3.355em, 1000.51em, 4.151em, -999.997em); top: -3.974em; left: 0em;"><span class="mi" id="MathJax-Span-51" style="font-family: MathJax_Math-italic;">τ<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.06em;"></span></span><span style="display: inline-block; width: 0px; height: 3.98em;"></span></span><span style="position: absolute; top: -3.804em; left: 0.457em;"><span class="texatom" id="MathJax-Span-52"><span class="mrow" id="MathJax-Span-53"><span class="mi" id="MathJax-Span-54" style="font-size: 70.7%; font-family: MathJax_Math-italic;">k</span></span></span><span style="display: inline-block; width: 0px; height: 3.98em;"></span></span></span></span><span class="mo" id="MathJax-Span-55" style="font-family: MathJax_Main;">(</span><span class="mi" id="MathJax-Span-56" style="font-family: MathJax_Math-italic;">y<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.003em;"></span></span><span class="mo" id="MathJax-Span-57" style="font-family: MathJax_Main;">)</span><span class="mo" id="MathJax-Span-58" style="font-family: MathJax_Main; padding-left: 0.287em;">∈</span><span class="mo" id="MathJax-Span-59" style="font-family: MathJax_Main; padding-left: 0.287em;">{</span><span class="mn" id="MathJax-Span-60" style="font-family: MathJax_Main;">0</span><span class="mo" id="MathJax-Span-61" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-62" style="font-family: MathJax_Main; padding-left: 0.173em;">1</span><span class="mo" id="MathJax-Span-63" style="font-family: MathJax_Main;">}</span><span class="mspace" id="MathJax-Span-64" style="height: 0em; vertical-align: 0em; width: 1.026em; display: inline-block; overflow: hidden;"></span><span class="mo" id="MathJax-Span-65" style="font-family: MathJax_Main;">(</span><span class="mi" id="MathJax-Span-66" style="font-family: MathJax_Math-italic;">k</span><span class="mo" id="MathJax-Span-67" style="font-family: MathJax_Main; padding-left: 0.287em;">∈</span><span class="mo" id="MathJax-Span-68" style="font-family: MathJax_Main; padding-left: 0.287em;">{</span><span class="mn" id="MathJax-Span-69" style="font-family: MathJax_Main;">0</span><span class="mo" id="MathJax-Span-70" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-71" style="font-family: MathJax_Main; padding-left: 0.173em;">1</span><span class="mo" id="MathJax-Span-72" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-73" style="font-family: MathJax_Main; padding-left: 0.173em;">2</span><span class="mo" id="MathJax-Span-74" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-75" style="font-family: MathJax_Main; padding-left: 0.173em;">3</span><span class="mo" id="MathJax-Span-76" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-77" style="font-family: MathJax_Main; padding-left: 0.173em;">4</span><span class="mo" id="MathJax-Span-78" style="font-family: MathJax_Main;">}</span><span class="mo" id="MathJax-Span-79" style="font-family: MathJax_Main;">)</span></span><span style="display: inline-block; width: 0px; height: 2.219em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.338em; border-left: 0px solid; width: 0px; height: 1.367em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>y</mi><mo>∈</mo><mo fence="false" stretchy="false">{</mo><mn>0</mn><mo>,</mo><mn>0.25</mn><mo>,</mo><mn>0.5</mn><mo>,</mo><mn>0.75</mn><mo>,</mo><mn>1.0</mn><mo fence="false" stretchy="false">}</mo><mo stretchy="false">↦</mo><msub><mi>τ</mi><mrow class="MJX-TeXAtom-ORD"><mi>k</mi></mrow></msub><mo stretchy="false">(</mo><mi>y</mi><mo stretchy="false">)</mo><mo>∈</mo><mo fence="false" stretchy="false">{</mo><mn>0</mn><mo>,</mo><mn>1</mn><mo fence="false" stretchy="false">}</mo><mspace width="1em"></mspace><mo stretchy="false">(</mo><mi>k</mi><mo>∈</mo><mo fence="false" stretchy="false">{</mo><mn>0</mn><mo>,</mo><mn>1</mn><mo>,</mo><mn>2</mn><mo>,</mo><mn>3</mn><mo>,</mo><mn>4</mn><mo fence="false" stretchy="false">}</mo><mo stretchy="false">)</mo></math></span></span><script type="math/tex" id="MathJax-Element-6">y\in\{0,0.25,0.5,0.75,1.0\} \mapsto \tau_{k}(y)\in\{0,1\} \quad (k\in\{0,1,2,3,4\})</script>. <br>
In the <em>ordinal</em> case, the order of distinct values of <code>target</code> matters (i.e. <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-7-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mn&gt;5&lt;/mn&gt;&lt;mo&gt;&amp;lt;&lt;/mo&gt;&lt;mn&gt;500&lt;/mn&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-80" style="width: 4.037em; display: inline-block;"><span style="display: inline-block; position: relative; width: 3.355em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.366em, 1003.3em, 2.446em, -999.997em); top: -2.213em; left: 0em;"><span class="mrow" id="MathJax-Span-81"><span class="mn" id="MathJax-Span-82" style="font-family: MathJax_Main;">5</span><span class="mo" id="MathJax-Span-83" style="font-family: MathJax_Main; padding-left: 0.287em;">&lt;</span><span class="mn" id="MathJax-Span-84" style="font-family: MathJax_Main; padding-left: 0.287em;">500</span></span><span style="display: inline-block; width: 0px; height: 2.219em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.133em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mn>5</mn><mo>&lt;</mo><mn>500</mn></math></span></span><script type="math/tex" id="MathJax-Element-7">5 < 500</script> makes sense). For <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-8-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-85" style="width: 0.628em; display: inline-block;"><span style="display: inline-block; position: relative; width: 0.514em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1000.51em, 2.332em, -999.997em); top: -2.156em; left: 0em;"><span class="mrow" id="MathJax-Span-86"><span class="mi" id="MathJax-Span-87" style="font-family: MathJax_Math-italic;">k</span></span><span style="display: inline-block; width: 0px; height: 2.162em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.065em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>k</mi></math></span></span><script type="math/tex" id="MathJax-Element-8">k</script> possible values of <code>target</code>, we create a single column where target ranges between <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-9-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-88" style="width: 0.628em; display: inline-block;"><span style="display: inline-block; position: relative; width: 0.514em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.366em, 1000.46em, 2.389em, -999.997em); top: -2.213em; left: 0em;"><span class="mrow" id="MathJax-Span-89"><span class="mn" id="MathJax-Span-90" style="font-family: MathJax_Main;">0</span></span><span style="display: inline-block; width: 0px; height: 2.219em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.065em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mn>0</mn></math></span></span><script type="math/tex" id="MathJax-Element-9">0</script> and <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-10-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;mo&gt;&amp;#x2212;&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-91" style="width: 2.73em; display: inline-block;"><span style="display: inline-block; position: relative; width: 2.276em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.366em, 1002.22em, 2.446em, -999.997em); top: -2.213em; left: 0em;"><span class="mrow" id="MathJax-Span-92"><span class="mi" id="MathJax-Span-93" style="font-family: MathJax_Math-italic;">k</span><span class="mo" id="MathJax-Span-94" style="font-family: MathJax_Main; padding-left: 0.23em;">−</span><span class="mn" id="MathJax-Span-95" style="font-family: MathJax_Main; padding-left: 0.23em;">1</span></span><span style="display: inline-block; width: 0px; height: 2.219em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.133em; border-left: 0px solid; width: 0px; height: 1.094em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>k</mi><mo>−</mo><mn>1</mn></math></span></span><script type="math/tex" id="MathJax-Element-10">k-1</script>. <br>
The transformation is then defined by <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-11-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;y&lt;/mi&gt;&lt;mo&gt;&amp;#x2208;&lt;/mo&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;{&lt;/mo&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;0.25&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;0.5&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;0.75&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;1.0&lt;/mn&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;}&lt;/mo&gt;&lt;mo stretchy=&quot;false&quot;&gt;&amp;#x21A6;&lt;/mo&gt;&lt;mi&gt;&amp;#x03C4;&lt;/mi&gt;&lt;mo stretchy=&quot;false&quot;&gt;(&lt;/mo&gt;&lt;mi&gt;y&lt;/mi&gt;&lt;mo stretchy=&quot;false&quot;&gt;)&lt;/mo&gt;&lt;mo&gt;&amp;#x2208;&lt;/mo&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;{&lt;/mo&gt;&lt;mn&gt;0&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mn&gt;4&lt;/mn&gt;&lt;mo fence=&quot;false&quot; stretchy=&quot;false&quot;&gt;}&lt;/mo&gt;&lt;mo&gt;.&lt;/mo&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-96" style="width: 25.571em; display: inline-block;"><span style="display: inline-block; position: relative; width: 21.31em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1021.25em, 2.616em, -999.997em); top: -2.213em; left: 0em;"><span class="mrow" id="MathJax-Span-97"><span class="mi" id="MathJax-Span-98" style="font-family: MathJax_Math-italic;">y<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.003em;"></span></span><span class="mo" id="MathJax-Span-99" style="font-family: MathJax_Main; padding-left: 0.287em;">∈</span><span class="mo" id="MathJax-Span-100" style="font-family: MathJax_Main; padding-left: 0.287em;">{</span><span class="mn" id="MathJax-Span-101" style="font-family: MathJax_Main;">0</span><span class="mo" id="MathJax-Span-102" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-103" style="font-family: MathJax_Main; padding-left: 0.173em;">0.25</span><span class="mo" id="MathJax-Span-104" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-105" style="font-family: MathJax_Main; padding-left: 0.173em;">0.5</span><span class="mo" id="MathJax-Span-106" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-107" style="font-family: MathJax_Main; padding-left: 0.173em;">0.75</span><span class="mo" id="MathJax-Span-108" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-109" style="font-family: MathJax_Main; padding-left: 0.173em;">1.0</span><span class="mo" id="MathJax-Span-110" style="font-family: MathJax_Main;">}</span><span class="mo" id="MathJax-Span-111" style="font-family: MathJax_Main; padding-left: 0.287em;">↦</span><span class="mi" id="MathJax-Span-112" style="font-family: MathJax_Math-italic; padding-left: 0.287em;">τ<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.06em;"></span></span><span class="mo" id="MathJax-Span-113" style="font-family: MathJax_Main;">(</span><span class="mi" id="MathJax-Span-114" style="font-family: MathJax_Math-italic;">y<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.003em;"></span></span><span class="mo" id="MathJax-Span-115" style="font-family: MathJax_Main;">)</span><span class="mo" id="MathJax-Span-116" style="font-family: MathJax_Main; padding-left: 0.287em;">∈</span><span class="mo" id="MathJax-Span-117" style="font-family: MathJax_Main; padding-left: 0.287em;">{</span><span class="mn" id="MathJax-Span-118" style="font-family: MathJax_Main;">0</span><span class="mo" id="MathJax-Span-119" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-120" style="font-family: MathJax_Main; padding-left: 0.173em;">1</span><span class="mo" id="MathJax-Span-121" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-122" style="font-family: MathJax_Main; padding-left: 0.173em;">2</span><span class="mo" id="MathJax-Span-123" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-124" style="font-family: MathJax_Main; padding-left: 0.173em;">3</span><span class="mo" id="MathJax-Span-125" style="font-family: MathJax_Main;">,</span><span class="mn" id="MathJax-Span-126" style="font-family: MathJax_Main; padding-left: 0.173em;">4</span><span class="mo" id="MathJax-Span-127" style="font-family: MathJax_Main;">}</span><span class="mo" id="MathJax-Span-128" style="font-family: MathJax_Main;">.</span></span><span style="display: inline-block; width: 0px; height: 2.219em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.338em; border-left: 0px solid; width: 0px; height: 1.367em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>y</mi><mo>∈</mo><mo fence="false" stretchy="false">{</mo><mn>0</mn><mo>,</mo><mn>0.25</mn><mo>,</mo><mn>0.5</mn><mo>,</mo><mn>0.75</mn><mo>,</mo><mn>1.0</mn><mo fence="false" stretchy="false">}</mo><mo stretchy="false">↦</mo><mi>τ</mi><mo stretchy="false">(</mo><mi>y</mi><mo stretchy="false">)</mo><mo>∈</mo><mo fence="false" stretchy="false">{</mo><mn>0</mn><mo>,</mo><mn>1</mn><mo>,</mo><mn>2</mn><mo>,</mo><mn>3</mn><mo>,</mo><mn>4</mn><mo fence="false" stretchy="false">}</mo><mo>.</mo></math></span></span><script type="math/tex" id="MathJax-Element-11">y\in\{0,0.25,0.5,0.75,1.0\} \mapsto \tau(y)\in\{0,1,2,3,4\}.</script> <br>
<em>Hint: Are the target values nominal or ordinal?</em></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Example of target array</span>
<span class="n">target</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">0.25</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mf">0.25</span><span class="p">,</span><span class="mf">0.5</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mf">0.75</span><span class="p">])</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Target:'</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">target</span><span class="p">)</span>

<span class="c1"># Nominal transformation</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">OneHotEncoder</span>
<span class="n">nominal_enc</span> <span class="o">=</span> <span class="n">OneHotEncoder</span><span class="p">()</span>
<span class="n">nominal_transform</span> <span class="o">=</span> <span class="n">nominal_enc</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">target</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Nominal Transformation:'</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">nominal_transform</span><span class="p">)</span>

<span class="c1"># Ordinal transformation</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">LabelEncoder</span>
<span class="n">ordinal_enc</span> <span class="o">=</span> <span class="n">LabelEncoder</span><span class="p">()</span>
<span class="n">ordinal_transform</span> <span class="o">=</span> <span class="n">ordinal_enc</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">target</span><span class="p">))</span> <span class="c1"># ravel() changes the shape from (n_samples, 1) to (n_samples,)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Ordinal Transformation:'</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">ordinal_transform</span><span class="p">)</span>
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<pre>Target:
[[0.25]
 [0.  ]
 [0.25]
 [0.5 ]
 [0.  ]
 [1.  ]
 [0.75]]
Nominal Transformation:
  (0, 1)	1.0
  (1, 0)	1.0
  (2, 1)	1.0
  (3, 2)	1.0
  (4, 0)	1.0
  (5, 4)	1.0
  (6, 3)	1.0
Ordinal Transformation:
[1 0 1 2 0 4 3]
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<h3 id="Model:-Regularized-Logistic-Regression-with-Stochastic-Gradient-Descent">Model: Regularized Logistic Regression with Stochastic Gradient Descent<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Model:-Regularized-Logistic-Regression-with-Stochastic-Gradient-Descent">¶</a></h3>
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<p>This example implements a regularized logistic regression with stochastic gradient descent to try to predict the target. <br>
With each run, the <em>gradient</em> (a vector of directional derivatives) is computed against the <code>loss</code> function (prediction error), <br>
and the model takes a small step in the size of <code>learning_rate</code> to try to find a local/global minima.</p>

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

<span class="c1"># Train the model</span>
<span class="n">sgd</span> <span class="o">=</span> <span class="n">SGDClassifier</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">'log'</span><span class="p">,</span>
                    <span class="n">learning_rate</span><span class="o">=</span><span class="s1">'optimal'</span><span class="p">,</span>
                    <span class="n">max_iter</span><span class="o">=</span><span class="mi">5</span>
                    <span class="p">)</span>
<span class="n">sgd</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_X</span><span class="p">,</span> <span class="n">train_Y</span><span class="p">)</span>

<span class="c1"># Predictions</span>
<span class="n">train_predict</span> <span class="o">=</span> <span class="n">sgd</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">train_X</span><span class="p">)</span>
<span class="n">train_predict_prob</span>  <span class="o">=</span> <span class="n">sgd</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">train_X</span><span class="p">)</span>
<span class="n">test_predict</span> <span class="o">=</span> <span class="n">sgd</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test_X</span><span class="p">)</span>
<span class="n">test_predict_prob</span> <span class="o">=</span> <span class="n">sgd</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">test_X</span><span class="p">)</span>

<span class="c1"># Evaluate the model</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Model performance on training set:'</span><span class="p">)</span>
<span class="n">roc_auc</span>  <span class="o">=</span> <span class="n">roc_auc_score</span><span class="p">(</span><span class="n">train_Y</span><span class="p">,</span> <span class="n">train_predict_prob</span><span class="p">,</span> <span class="n">multi_class</span><span class="o">=</span><span class="s1">'ovr'</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="s1">'weighted'</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'ROC AUC Score: </span><span class="si">{roc_auc:.2}</span><span class="s1">'</span><span class="p">)</span>
<span class="n">acc</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">train_Y</span><span class="p">,</span> <span class="n">train_predict</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Accuracy Score: </span><span class="si">{acc:.2}</span><span class="s1">'</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">'Model performance on testing set:'</span><span class="p">)</span>
<span class="n">roc_auc</span>  <span class="o">=</span> <span class="n">roc_auc_score</span><span class="p">(</span><span class="n">test_Y</span><span class="p">,</span> <span class="n">test_predict_prob</span><span class="p">,</span> <span class="n">multi_class</span><span class="o">=</span><span class="s1">'ovr'</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="s1">'weighted'</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'ROC AUC Score: </span><span class="si">{roc_auc:.2}</span><span class="s1">'</span><span class="p">)</span>
<span class="n">acc</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">test_Y</span><span class="p">,</span> <span class="n">test_predict</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Accuracy Score: </span><span class="si">{acc:.2}</span><span class="s1">'</span><span class="p">)</span>
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<pre>C:\Development\Anaconda\envs\Hambot\lib\site-packages\sklearn\linear_model\_stochastic_gradient.py:557: ConvergenceWarning: Maximum number of iteration reached before convergence. Consider increasing max_iter to improve the fit.
  ConvergenceWarning)
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<pre>Model performance on training set:
ROC AUC Score: 0.58
Accuracy Score: 0.25
Model performance on testing set:
ROC AUC Score: 0.57
Accuracy Score: 0.24
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<h2 id="Example:-Regression-Model">Example: Regression Model<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Example:-Regression-Model">¶</a></h2>
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<h3 id="Model:-Multi-variate-Linear-Regression-with-OLS">Model: Multi-variate Linear Regression with OLS<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Model:-Multi-variate-Linear-Regression-with-OLS">¶</a></h3>
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<p>This example implements a multi-variate linear regression of the feature space using Ordinary Least Squares estimator to try to predict the target.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LinearRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">mean_squared_error</span>

<span class="c1"># Train the model</span>
<span class="n">reg</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span>
<span class="n">reg</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_X</span><span class="p">,</span> <span class="n">train_Y</span><span class="p">)</span>

<span class="c1"># Predictions</span>
<span class="n">train_predict</span> <span class="o">=</span> <span class="n">reg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">train_X</span><span class="p">)</span>
<span class="n">test_predict</span> <span class="o">=</span> <span class="n">reg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test_X</span><span class="p">)</span>

<span class="c1"># Evaluate the model</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">'Model performance on training set:'</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">reg</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">train_X</span><span class="p">,</span> <span class="n">train_Y</span><span class="p">)</span>
<span class="n">mse</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">train_Y</span><span class="p">,</span> <span class="n">train_predict</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Training R^2: </span><span class="si">{score}</span><span class="s1">'</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Training MSE: </span><span class="si">{mse}</span><span class="s1">'</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">'Model performance on testing set:'</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">reg</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">test_X</span><span class="p">,</span> <span class="n">test_Y</span><span class="p">)</span>
<span class="n">mse</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">test_Y</span><span class="p">,</span> <span class="n">test_predict</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Test R^2: </span><span class="si">{score}</span><span class="s1">'</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Test MSE: </span><span class="si">{mse}</span><span class="s1">'</span><span class="p">)</span>
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<pre>Model performance on training set:
Training R^2: 0.003426947537167435
Training MSE: 0.12414564192295074
Model performance on testing set:
Test R^2: 0.0011130420437310828
Test MSE: 0.12456277757883072
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<p><em>Tip: This is a hard dataset to tackle. Can you think of better models to use? Combine classification and regression models? Improve the architecture? Feature Engineering?</em></p>

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<h2 id="Estimating-Performance-Score-and-Payouts">Estimating Performance Score and Payouts<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Estimating-Performance-Score-and-Payouts">¶</a></h2>
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<p>Standard model metrics such as accuracy and mean squared error can be useful to evaluate the model's predictiveness during development. <br>
This example shows how to estimate your performance score (rank-correlation) on Numerai.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">RankCorrelationScore</span><span class="p">(</span><span class="n">Y_True</span><span class="p">,</span> <span class="n">Y_Pred</span><span class="p">):</span>
    <span class="sd">"""</span>
<span class="sd">    Inputs: Y_True (array-like) True targets</span>
<span class="sd">            Y_Pred (DataFrame) Predicted targets (should have an era column)</span>
<span class="sd">    """</span>
    <span class="c1"># Rank-correlation by era</span>
    <span class="n">ranked_pred</span> <span class="o">=</span> <span class="n">Y_Pred</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">'era'</span><span class="p">)</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="s1">'Prediction'</span><span class="p">]</span><span class="o">.</span><span class="n">rank</span><span class="p">(</span><span class="n">pct</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">method</span><span class="o">=</span><span class="s2">"first"</span><span class="p">))</span><span class="o">.</span><span class="n">values</span>
    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">corrcoef</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ravel</span><span class="p">(</span><span class="n">Y_True</span><span class="o">.</span><span class="n">values</span><span class="p">),</span> <span class="n">ranked_pred</span><span class="p">)[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span>

<span class="c1"># Convert predictions to DataFrame and add era column</span>
<span class="n">train_prediction_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">train_predict</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">train</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">'Prediction'</span><span class="p">])</span>
<span class="n">train_prediction_df</span><span class="p">[</span><span class="s1">'era'</span><span class="p">]</span> <span class="o">=</span> <span class="n">train</span><span class="p">[</span><span class="s1">'era'</span><span class="p">]</span>
<span class="n">train_score</span> <span class="o">=</span> <span class="n">RankCorrelationScore</span><span class="p">(</span><span class="n">train_Y</span><span class="p">,</span> <span class="n">train_prediction_df</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Rank-Correlation Score on Training Set: </span><span class="si">{train_score}</span><span class="s1">'</span><span class="p">)</span>

<span class="n">test_prediction_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">test_predict</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">test</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">'Prediction'</span><span class="p">])</span>
<span class="n">test_prediction_df</span><span class="p">[</span><span class="s1">'era'</span><span class="p">]</span> <span class="o">=</span> <span class="n">test</span><span class="p">[</span><span class="s1">'era'</span><span class="p">]</span>
<span class="n">test_score</span> <span class="o">=</span> <span class="n">RankCorrelationScore</span><span class="p">(</span><span class="n">test_Y</span><span class="p">,</span> <span class="n">test_prediction_df</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Rank-Correlation Score on Test Set: </span><span class="si">{test_score}</span><span class="s1">'</span><span class="p">)</span>
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<pre>Rank-Correlation Score on Training Set: -0.0034337212175776823
Rank-Correlation Score on Test Set: 0.00045281096978224333
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<h2 id="Submitting-Predictions">Submitting Predictions<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Submitting-Predictions">¶</a></h2>
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<p>After you have developed a model, validated it against the hold-out set in <code>numerai_tournament_data</code>, and are satisfied with the performance, you can then make predictions for the tournament. <br>
Predictions should be made on everything in <code>numerai_tournament_data</code> as a new column called <code>prediction_{tournament name}</code> and must have an <code>id</code> column that <strong>exactly</strong> matches the <br>
tournament dataset. After a new round is announced during the weekend, submissions should be in by <code>Monday 14:30 UTC</code>. For this example, the Linear Regression model will be used to make predictions. <br>
Uploading predictions can be done manually on the Numerai website by saving as a .csv file, or through the <code>numerapi</code> client by supplying it with your public/private API keys. <br>
<em>Note: The <code>id</code> column should not be set as the index but as a separate column.</em></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Tournament predictions</span>
<span class="n">tournament_predictions</span> <span class="o">=</span> <span class="n">reg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">df_tournament</span><span class="p">[</span><span class="n">features</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
<span class="n">tournament_predictions</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">tournament_predictions</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">'prediction'</span><span class="p">])</span>

<span class="c1"># Add the 'id' column</span>
<span class="n">tournament_predictions</span><span class="p">[</span><span class="s1">'id'</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_tournament</span><span class="p">[</span><span class="s1">'id'</span><span class="p">]</span>

<span class="n">tournament_predictions</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>

<span class="c1"># Save to .csv</span>
<span class="c1">#tournament_predictions.to_csv('Predictions.csv', index=False)</span>
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      <td>n0003aa52cab36c2</td>
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      <td>n000920ed083903f</td>
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      <td>0.562873</td>
      <td>n0038e640522c4a6</td>
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      <td>0.490533</td>
      <td>n004ac94a87dc54b</td>
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<h2 id="Additional-Topics">Additional Topics<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Additional-Topics">¶</a></h2>
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<h3 id="Preprocessing:-Dimension-Reduction">Preprocessing: Dimension Reduction<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Preprocessing:-Dimension-Reduction">¶</a></h3>
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<p>It can be useful to reduce the dimension of the feature set to reduce computational costs and attain certain convergence properties. <br>
There are many different methods to explore, including regularization, feature engineering, etc. This example uses Principal Component Analysis <br>
to transform the (possibly correlated) feature space into a set of orthogonal principal components where components are ordered in terms of their explained variance. <br>
<em>Note: The <code>PCA()</code> object should be fit <strong>only</strong> on the training set then transformed on the test/hold-out sets to avoid bias.</em> <br>
<em>Hint: How much variance should we keep in the second implementation? How does the signal-to-noise ratio look? What effect does the distribution of the feature space have on this?</em> <br></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.decomposition</span> <span class="kn">import</span> <span class="n">PCA</span>

<span class="c1"># This implementation uses Minka (2000) to estimate the dimension of the lower-dimensional subspace</span>
<span class="n">pca</span> <span class="o">=</span> <span class="n">PCA</span><span class="p">(</span><span class="n">n_components</span><span class="o">=</span><span class="s1">'mle'</span><span class="p">)</span>

<span class="c1"># Alternatively, we may specify a desired % of variance to keep</span>
<span class="n">pca</span> <span class="o">=</span> <span class="n">PCA</span><span class="p">(</span><span class="mf">0.95</span><span class="p">)</span>

<span class="n">pca</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_X</span><span class="p">)</span>
<span class="n">pca_train</span> <span class="o">=</span> <span class="n">pca</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">train_X</span><span class="p">)</span>
<span class="n">pca_test</span> <span class="o">=</span> <span class="n">pca</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">test_X</span><span class="p">)</span>
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<h3 id="Cross-Validation">Cross-Validation<a class="anchor-link" href="http://localhost:8888/nbconvert/html/Desktop/Quant/Algorithms/Numerai/Introduction%20to%20Numerai.ipynb?download=false#Cross-Validation">¶</a></h3>
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<p>When training the model, it can be useful to also validate the model's performance using <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-12-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-129" style="width: 0.628em; display: inline-block;"><span style="display: inline-block; position: relative; width: 0.514em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1000.51em, 2.332em, -999.997em); top: -2.156em; left: 0em;"><span class="mrow" id="MathJax-Span-130"><span class="mi" id="MathJax-Span-131" style="font-family: MathJax_Math-italic;">k</span></span><span style="display: inline-block; width: 0px; height: 2.162em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.065em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>k</mi></math></span></span><script type="math/tex" id="MathJax-Element-12">k</script>-fold cross-validation. By splitting the data into <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-13-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-132" style="width: 0.628em; display: inline-block;"><span style="display: inline-block; position: relative; width: 0.514em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1000.51em, 2.332em, -999.997em); top: -2.156em; left: 0em;"><span class="mrow" id="MathJax-Span-133"><span class="mi" id="MathJax-Span-134" style="font-family: MathJax_Math-italic;">k</span></span><span style="display: inline-block; width: 0px; height: 2.162em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.065em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>k</mi></math></span></span><script type="math/tex" id="MathJax-Element-13">k</script> equally sized folds, <br>
the model's performance is trained on the <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-14-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mo&gt;&amp;#x2026;&lt;/mo&gt;&lt;mo&gt;,&lt;/mo&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;mo&gt;&amp;#x2212;&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-135" style="width: 6.082em; display: inline-block;"><span style="display: inline-block; position: relative; width: 5.06em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.366em, 1005em, 2.56em, -999.997em); top: -2.213em; left: 0em;"><span class="mrow" id="MathJax-Span-136"><span class="mn" id="MathJax-Span-137" style="font-family: MathJax_Main;">1</span><span class="mo" id="MathJax-Span-138" style="font-family: MathJax_Main;">,</span><span class="mo" id="MathJax-Span-139" style="font-family: MathJax_Main; padding-left: 0.173em;">…</span><span class="mo" id="MathJax-Span-140" style="font-family: MathJax_Main; padding-left: 0.173em;">,</span><span class="mi" id="MathJax-Span-141" style="font-family: MathJax_Math-italic; padding-left: 0.173em;">k</span><span class="mo" id="MathJax-Span-142" style="font-family: MathJax_Main; padding-left: 0.23em;">−</span><span class="mn" id="MathJax-Span-143" style="font-family: MathJax_Main; padding-left: 0.23em;">1</span></span><span style="display: inline-block; width: 0px; height: 2.219em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.269em; border-left: 0px solid; width: 0px; height: 1.231em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mn>1</mn><mo>,</mo><mo>…</mo><mo>,</mo><mi>k</mi><mo>−</mo><mn>1</mn></math></span></span><script type="math/tex" id="MathJax-Element-14">1,\dots,k-1</script> folds and tested on the <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-15-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-144" style="width: 0.628em; display: inline-block;"><span style="display: inline-block; position: relative; width: 0.514em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1000.51em, 2.332em, -999.997em); top: -2.156em; left: 0em;"><span class="mrow" id="MathJax-Span-145"><span class="mi" id="MathJax-Span-146" style="font-family: MathJax_Math-italic;">k</span></span><span style="display: inline-block; width: 0px; height: 2.162em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.065em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>k</mi></math></span></span><script type="math/tex" id="MathJax-Element-15">k</script>th fold during each run. In general, <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-16-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-147" style="width: 0.628em; display: inline-block;"><span style="display: inline-block; position: relative; width: 0.514em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1000.51em, 2.332em, -999.997em); top: -2.156em; left: 0em;"><span class="mrow" id="MathJax-Span-148"><span class="mi" id="MathJax-Span-149" style="font-family: MathJax_Math-italic;">k</span></span><span style="display: inline-block; width: 0px; height: 2.162em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.065em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>k</mi></math></span></span><script type="math/tex" id="MathJax-Element-16">k</script> should be set no less than the amount of <br>
data that is neccessary for the estimator to converge while setting <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-17-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;k&lt;/mi&gt;&lt;mo&gt;=&lt;/mo&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-150" style="width: 3.355em; display: inline-block;"><span style="display: inline-block; position: relative; width: 2.787em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.366em, 1002.79em, 2.389em, -999.997em); top: -2.213em; left: 0em;"><span class="mrow" id="MathJax-Span-151"><span class="mi" id="MathJax-Span-152" style="font-family: MathJax_Math-italic;">k</span><span class="mo" id="MathJax-Span-153" style="font-family: MathJax_Main; padding-left: 0.287em;">=</span><span class="mi" id="MathJax-Span-154" style="font-family: MathJax_Math-italic; padding-left: 0.287em;">N<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.06em;"></span></span></span><span style="display: inline-block; width: 0px; height: 2.219em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.065em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>k</mi><mo>=</mo><mi>N</mi></math></span></span><script type="math/tex" id="MathJax-Element-17">k=N</script> where <span class="MathJax_Preview" style="color: inherit;"></span><span class="MathJax" id="MathJax-Element-18-Frame" tabindex="0" data-mathml="&lt;math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot;&gt;&lt;mi&gt;N&lt;/mi&gt;&lt;/math&gt;" role="presentation" style="position: relative;"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-155" style="width: 1.026em; display: inline-block;"><span style="display: inline-block; position: relative; width: 0.855em; height: 0px; font-size: 120%;"><span style="position: absolute; clip: rect(1.31em, 1000.86em, 2.332em, -999.997em); top: -2.156em; left: 0em;"><span class="mrow" id="MathJax-Span-156"><span class="mi" id="MathJax-Span-157" style="font-family: MathJax_Math-italic;">N<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.06em;"></span></span></span><span style="display: inline-block; width: 0px; height: 2.162em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -0.065em; border-left: 0px solid; width: 0px; height: 0.958em;"></span></span></nobr><span class="MJX_Assistive_MathML" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML"><mi>N</mi></math></span></span><script type="math/tex" id="MathJax-Element-18">N</script> is the sample size is <em>leave-one-out</em> cross-validation.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">cross_validate</span>

<span class="c1"># Number of folds</span>
<span class="n">k</span> <span class="o">=</span> <span class="mi">5</span>

<span class="c1"># Estimator</span>
<span class="n">reg</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span>

<span class="n">cross_validate</span><span class="p">(</span><span class="n">reg</span><span class="p">,</span> <span class="n">train_X</span><span class="p">,</span> <span class="n">train_Y</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="n">k</span><span class="p">)</span>
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