5.1.1dropoutPredictin.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  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">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

    </style>


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<h1>Using Dropout for Classification </h1>
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<p><h2>Table of Contents</h2></p>
<p>In this lab, you will see how adding dropout to your model will decrease overfitting.</p><p><ul></p>
<p><li><a href="#Makeup_Data">Make Some Data</a></li></p>
<p><li><a href="#Model_Cost">Create the Model and Cost Function the PyTorch way</a></li></p>
<p><li><a href="#BGD">Batch Gradient Descent</a></li>
&lt;/ul&gt;</p>
<p>Estimated Time Needed: <strong>20 min</strong></p><hr>
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<h2>Preparation</h2>
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<p>We'll need the following libraries</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import the libraries we need for this lab</span>

<span class="kn">import</span> <span class="nn">torch</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">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
<span class="kn">import</span> <span class="nn">torch.nn.functional</span> <span class="k">as</span> <span class="nn">F</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">matplotlib.colors</span> <span class="k">import</span> <span class="n">ListedColormap</span>
<span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="k">import</span> <span class="n">Dataset</span><span class="p">,</span> <span class="n">DataLoader</span>
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<p>Use this function only for plotting:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The function for plotting the diagram</span>

<span class="k">def</span> <span class="nf">plot_decision_regions_3class</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
    <span class="n">cmap_light</span> <span class="o">=</span> <span class="n">ListedColormap</span><span class="p">([</span><span class="s1">&#39;#FFAAAA&#39;</span><span class="p">,</span> <span class="s1">&#39;#AAFFAA&#39;</span><span class="p">,</span> <span class="s1">&#39;#00AAFF&#39;</span><span class="p">])</span>
    <span class="n">cmap_bold</span> <span class="o">=</span> <span class="n">ListedColormap</span><span class="p">([</span><span class="s1">&#39;#FF0000&#39;</span><span class="p">,</span> <span class="s1">&#39;#00FF00&#39;</span><span class="p">,</span> <span class="s1">&#39;#00AAFF&#39;</span><span class="p">])</span>
    <span class="n">X</span> <span class="o">=</span> <span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
    <span class="n">y</span> <span class="o">=</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
    <span class="n">h</span> <span class="o">=</span> <span class="o">.</span><span class="mi">02</span>
    <span class="n">x_min</span><span class="p">,</span> <span class="n">x_max</span> <span class="o">=</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">-</span> <span class="mf">0.1</span><span class="p">,</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">+</span> <span class="mf">0.1</span> 
    <span class="n">y_min</span><span class="p">,</span> <span class="n">y_max</span> <span class="o">=</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">-</span> <span class="mf">0.1</span><span class="p">,</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">+</span> <span class="mf">0.1</span> 
    <span class="n">xx</span><span class="p">,</span> <span class="n">yy</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">x_min</span><span class="p">,</span> <span class="n">x_max</span><span class="p">,</span> <span class="n">h</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">y_min</span><span class="p">,</span> <span class="n">y_max</span><span class="p">,</span> <span class="n">h</span><span class="p">))</span>
    <span class="n">newdata</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">c_</span><span class="p">[</span><span class="n">xx</span><span class="o">.</span><span class="n">ravel</span><span class="p">(),</span> <span class="n">yy</span><span class="o">.</span><span class="n">ravel</span><span class="p">()]</span>
    
    <span class="n">Z</span> <span class="o">=</span> <span class="n">data_set</span><span class="o">.</span><span class="n">multi_dim_poly</span><span class="p">(</span><span class="n">newdata</span><span class="p">)</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span>
    <span class="n">f</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">Z</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>

    <span class="n">f</span><span class="p">[</span><span class="n">Z</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
    <span class="n">f</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">xx</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">model</span> <span class="o">!=</span> <span class="kc">None</span><span class="p">:</span>
        <span class="n">model</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
        <span class="n">XX</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">(</span><span class="n">newdata</span><span class="p">)</span>
        <span class="n">_</span><span class="p">,</span> <span class="n">yhat</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">model</span><span class="p">(</span><span class="n">XX</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
        <span class="n">yhat</span> <span class="o">=</span> <span class="n">yhat</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">xx</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">xx</span><span class="p">,</span> <span class="n">yy</span><span class="p">,</span> <span class="n">yhat</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap_light</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">contour</span><span class="p">(</span><span class="n">xx</span><span class="p">,</span> <span class="n">yy</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Paired</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">contour</span><span class="p">(</span><span class="n">xx</span><span class="p">,</span> <span class="n">yy</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Paired</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">xx</span><span class="p">,</span> <span class="n">yy</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap_light</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="s2">&quot;decision region vs True decision boundary&quot;</span><span class="p">)</span>
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<p>Use this function to calculate accuracy:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The function for calculating accuracy</span>

<span class="k">def</span> <span class="nf">accuracy</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">data_set</span><span class="p">):</span>
    <span class="n">_</span><span class="p">,</span> <span class="n">yhat</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">model</span><span class="p">(</span><span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">yhat</span> <span class="o">==</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<h2 id="Makeup_Data">Make Some Data</h2>
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<p>Create a nonlinearly separable dataset:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create data class for creating dataset object</span>

<span class="k">class</span> <span class="nc">Data</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</span>
    
    <span class="c1"># Constructor</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">N_SAMPLES</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span> <span class="n">noise_std</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">train</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
        <span class="n">a</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">matrix</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="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span><span class="o">.</span><span class="n">T</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">matrix</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="n">N_SAMPLES</span><span class="p">,</span> <span class="mi">2</span><span class="p">))</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">f</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="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">)</span> <span class="o">*</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">multiply</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">])</span> <span class="o">*</span> <span class="n">a</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">multiply</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">)</span> <span class="o">*</span> <span class="n">a</span><span class="p">[</span><span class="mi">5</span><span class="p">:</span><span class="mi">7</span><span class="p">])</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">a</span> <span class="o">=</span> <span class="n">a</span>
       
        <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">N_SAMPLES</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">f</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">from_numpy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">type</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">LongTensor</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">from_numpy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">type</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">FloatTensor</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">+</span> <span class="n">noise_std</span> <span class="o">*</span> <span class="n">torch</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">())</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">f</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">from_numpy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">f</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">a</span> <span class="o">=</span> <span class="n">a</span>
        <span class="k">if</span> <span class="n">train</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
            <span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">+</span> <span class="n">noise_std</span> <span class="o">*</span> <span class="n">torch</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">())</span>
            <span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
        
    <span class="c1"># Getter        </span>
    <span class="k">def</span> <span class="nf">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>    
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="n">index</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
    
    <span class="c1"># Get Length</span>
    <span class="k">def</span> <span class="nf">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">len</span>
    
    <span class="c1"># Plot the diagram</span>
    <span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="n">X</span> <span class="o">=</span> <span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
        <span class="n">y</span> <span class="o">=</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
        <span class="n">h</span> <span class="o">=</span> <span class="o">.</span><span class="mi">02</span>
        <span class="n">x_min</span><span class="p">,</span> <span class="n">x_max</span> <span class="o">=</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
        <span class="n">y_min</span><span class="p">,</span> <span class="n">y_max</span> <span class="o">=</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> 
        <span class="n">xx</span><span class="p">,</span> <span class="n">yy</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">x_min</span><span class="p">,</span> <span class="n">x_max</span><span class="p">,</span> <span class="n">h</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">y_min</span><span class="p">,</span> <span class="n">y_max</span><span class="p">,</span> <span class="n">h</span><span class="p">))</span>
        <span class="n">Z</span> <span class="o">=</span> <span class="n">data_set</span><span class="o">.</span><span class="n">multi_dim_poly</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">c_</span><span class="p">[</span><span class="n">xx</span><span class="o">.</span><span class="n">ravel</span><span class="p">(),</span> <span class="n">yy</span><span class="o">.</span><span class="n">ravel</span><span class="p">()])</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span>
        <span class="n">f</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">Z</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
        <span class="n">f</span><span class="p">[</span><span class="n">Z</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
        <span class="n">f</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">xx</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
        
        <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;True decision boundary  and sample points with noise &#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">==</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">==</span> <span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;bo&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;y=0&#39;</span><span class="p">)</span> 
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">==</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">y</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="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;ro&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;y=1&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">contour</span><span class="p">(</span><span class="n">xx</span><span class="p">,</span> <span class="n">yy</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Paired</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlim</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="n">plt</span><span class="o">.</span><span class="n">ylim</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="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
    
    <span class="c1"># Make a multidimension ploynomial function</span>
    <span class="k">def</span> <span class="nf">multi_dim_poly</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
        <span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">matrix</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        <span class="n">out</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="bp">self</span><span class="o">.</span><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">multiply</span><span class="p">(</span><span class="n">x</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">])</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">a</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">multiply</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">a</span><span class="p">[</span><span class="mi">5</span><span class="p">:</span><span class="mi">7</span><span class="p">])</span>
        <span class="n">out</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="n">out</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">out</span>
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<p>Create a dataset object:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a dataset object</span>

<span class="n">data_set</span> <span class="o">=</span> <span class="n">Data</span><span class="p">(</span><span class="n">noise_std</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
<span class="n">data_set</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<pre>[-1.96370782 -1.91665065 -1.87199347 ...  1.31724507  1.20910225
  1.09855942]
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<p>Validation data:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get some validation data</span>

<span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> 
<span class="n">validation_set</span> <span class="o">=</span> <span class="n">Data</span><span class="p">(</span><span class="n">train</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<h2 id="Model_Cost">Create the Model, Optimizer, and Total Loss Function (Cost)</h2>
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<p>Create a custom module with three layers. <code>in_size</code> is the size of the input features, <code>n_hidden</code> is the size of the layers, and <code>out_size</code> is the size. <code>p</code> is the dropout probability. The default is 0, that is, no dropout.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create Net Class</span>

<span class="k">class</span> <span class="nc">Net</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
    
    <span class="c1"># Constructor</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">in_size</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">,</span> <span class="n">out_size</span><span class="p">,</span> <span class="n">p</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
        <span class="nb">super</span><span class="p">(</span><span class="n">Net</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">drop</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">p</span><span class="o">=</span><span class="n">p</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">linear1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">in_size</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">linear2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">linear3</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">,</span> <span class="n">out_size</span><span class="p">)</span>
    
    <span class="c1"># Prediction function</span>
    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
        <span class="n">x</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">linear1</span><span class="p">(</span><span class="n">x</span><span class="p">)))</span>
        <span class="n">x</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">linear2</span><span class="p">(</span><span class="n">x</span><span class="p">)))</span>
        <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">linear3</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">x</span>
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<p>Create two model objects: <code>model</code> had no dropout and <code>model_drop</code> has a dropout probability of 0.5:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create two model objects: model without dropout and model with dropout</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">300</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">model_drop</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">300</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">p</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
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<h2 id="BGD">Train the Model via Mini-Batch Gradient Descent</h2>
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<p>Set the model using dropout to training mode; this is the default mode, but it's  good practice to write this in your code :</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Set the model to training mode</span>

<span class="n">model_drop</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
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<pre>Net(
  (drop): Dropout(p=0.5)
  (linear1): Linear(in_features=2, out_features=300, bias=True)
  (linear2): Linear(in_features=300, out_features=300, bias=True)
  (linear3): Linear(in_features=300, out_features=2, bias=True)
)</pre>
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<p>Train the model by using the Adam optimizer. See the unit on other optimizers. Use the Cross Entropy Loss:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Set optimizer functions and criterion functions</span>

<span class="n">optimizer_ofit</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
<span class="n">optimizer_drop</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">model_drop</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
<span class="n">criterion</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
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<p>Initialize a dictionary that stores the training and validation loss for each model:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Initialize the LOSS dictionary to store the loss</span>

<span class="n">LOSS</span> <span class="o">=</span> <span class="p">{}</span>
<span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;training data no dropout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;validation data no dropout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;training data dropout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;validation data dropout&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
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<p>Run 500 iterations of batch gradient gradient descent:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train the model</span>

<span class="n">epochs</span> <span class="o">=</span> <span class="mi">500</span>

<span class="k">def</span> <span class="nf">train_model</span><span class="p">(</span><span class="n">epochs</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">epochs</span><span class="p">):</span>
        <span class="c1">#all the samples are used for training </span>
        <span class="n">yhat</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="p">)</span>
        <span class="n">yhat_drop</span> <span class="o">=</span> <span class="n">model_drop</span><span class="p">(</span><span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="p">)</span>
        <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">yhat</span><span class="p">,</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="p">)</span>
        <span class="n">loss_drop</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">yhat_drop</span><span class="p">,</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="p">)</span>

        <span class="c1">#store the loss for both the training and validation data for both models </span>
        <span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;training data no dropout&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">loss</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
        <span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;validation data no dropout&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">criterion</span><span class="p">(</span><span class="n">model</span><span class="p">(</span><span class="n">validation_set</span><span class="o">.</span><span class="n">x</span><span class="p">),</span> <span class="n">validation_set</span><span class="o">.</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
        <span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;training data dropout&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">loss_drop</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
        <span class="n">model_drop</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
        <span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;validation data dropout&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">criterion</span><span class="p">(</span><span class="n">model_drop</span><span class="p">(</span><span class="n">validation_set</span><span class="o">.</span><span class="n">x</span><span class="p">),</span> <span class="n">validation_set</span><span class="o">.</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
        <span class="n">model_drop</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>

        <span class="n">optimizer_ofit</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
        <span class="n">optimizer_drop</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
        <span class="n">loss</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
        <span class="n">loss_drop</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
        <span class="n">optimizer_ofit</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
        <span class="n">optimizer_drop</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
<span class="n">train_model</span><span class="p">(</span><span class="n">epochs</span><span class="p">)</span>
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<p>Set the model with dropout to evaluation mode:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Set the model to evaluation model</span>

<span class="n">model_drop</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
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<pre>Net(
  (drop): Dropout(p=0.5)
  (linear1): Linear(in_features=2, out_features=300, bias=True)
  (linear2): Linear(in_features=300, out_features=300, bias=True)
  (linear3): Linear(in_features=300, out_features=2, bias=True)
)</pre>
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<p>Test the model without dropout on the validation data:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print out the accuracy of the model without dropout</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The accuracy of the model without dropout: &quot;</span><span class="p">,</span> <span class="n">accuracy</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">validation_set</span><span class="p">))</span>
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<pre>The accuracy of the model without dropout:  0.877
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<p>Test the model with dropout on the validation data:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print out the accuracy of the model with dropout</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The accuracy of the model with dropout: &quot;</span><span class="p">,</span> <span class="n">accuracy</span><span class="p">(</span><span class="n">model_drop</span><span class="p">,</span> <span class="n">validation_set</span><span class="p">))</span>
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<pre>The accuracy of the model with dropout:  0.898
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<p>You see that the model with dropout performs better on the validation data.</p>

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<h3>True Function</h3>
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<p>Plot the decision boundary and the prediction of the networks in different colors.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the decision boundary and the prediction</span>

<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">data_set</span><span class="p">)</span>
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<p>Model without Dropout:</p>

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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The model without dropout</span>

<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span>
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G19lhiMMaYWG56exYSM2TRpcJAdm9LwzFrCq0vnsbzP3SxNGcQWb1zY12mJwRhjaqGUGA9vdp/HJR1/4uCBBLZ+3YANH77Moy1OxzN4Al94m+EPYyshkCUGY4ypZS5tsYE3+3xJgwQPuT+l4f30G55ev4yNpz7A4sTT2e6Nrdb1h+W22yIyVkRyRWRFKeUiIv8WkXUiskxEegeUXS8ia93H9eGIxxhj6qK0uEJmnvYpk86cQbQ3hpw58Xz/3L+5pSiNhQPHMSX2TLYXV29SgPC1GN4CXgDeKaX8XKCz+zgNeBk4TUSaAP8AMnDOuF0kItNUdXeY4jLGmDpAuanNGl7o9bVz07vV6RRNm8FjuVns6P8kC2J6sMtT/QnhkLAkBlWdKyLtyqgyEnhHVRVYICKNRaQFMAiYoaq7AERkBjACGB+OuIwxprZrlZjPlD6z6dtiO/t3N2DbwgIWfPQ0b3S5gp1nPca3RSngr56xhNLU1BhDK2BLwOssd1pp039GRG4BbgEgrW21BGmMMTVFUP7cfgWP9/iO6Chl28p0CqZM48EDBzgw6CXmRZ1EflF0RGKrqcRQUrrTMqb/fKLqGGAMgHTMOMoLvY0xJvI6Ju/h476z6Jq+k307Utg/fyczPnuKD0++ia2nXMYST0PwRy6+mkoMWUCbgNetgWx3+qCQ6XNqKCZjjKlR0eLngc5LuOfkxaBCztI09n04kfuJxztkLLPpRGEVb2cRDjWVGKYBt4nIBJzB572qmiMi04FHRSTVrXc2cHcNxWSMMTWme8pOPuo7k3ZN9rJnW2MK5m1hypyxTO95O2ubXcCPnuRIh3hYWBKDiIzHOfJPE5EsnDONYgFU9RXgE+A8YB1QANzolu0SkYeBhe6iRh0aiDbGmPogLsrHk10X8ocuy/F5Y8he1JSdH77HAwkt8A17n+m+tnhqQSshULjOSrqqnHIF/lBK2VhgbDjiMMaY2qRfk+1M7juT5ikH2JXVhINzVvPud2+yoNdfWJp6Nhu8CZEOsUR25bMxxoRZUrSXl7vN59rOPzo3vfs2ha0TxzKqSVe8QyYw09sCXzXdziIcLDEYY0wYnZOexfiM2aQ2OMiOjWkUzVjEKysWsDLjbr5vOICt1XDTu3CzxGCMMWHQKLaIt3vMY2T79Rzcn0j2Vw1Y9+HL/LNlPw4OHscX3mZoLW4lBLLEYIwxVXRZi/WM7TOX5AQPuevS8Xwyj6c2rWLL6Q+RGd+X3Gq+6V24WWIwxpijlB5fyMReXzCoTRYF+5LImS8snfIcz7c/n/yB9/FVUSr46kYrIZAlBmOMqTTlN23X8O+eXxMX42Pbj+kUfTyd0Xnb2H3mU8yP7cmeCN3OIhzqZGLo3mgXLdKzmJ7XOtKhGGOOMa0T85maMZs+zbezf1cDdn23n68/foo3u1zNjjP/ycKilDrZSghUJxNDDMpngz5h6oYOXL9kAPuKa/8ovzGmbhOUv3RYziPdvyNKIGdlOoWTp/LAQQ+Fg15lXlQX9tfhVkKgOpkYvDsKyF2XzsiO65nR4ACnzRkZ6ZCMMfXYCQ1281HGLLqk72JfXiP2f5PL9M+f5D+n/JbNLS5mWYRvehdudTIxZHsOEDtzDjvjB9Ou6b5Ih2OOgvJh0GvhsghFYkzposXPQyd8z10nL0Z90WQfuumdJFE89C1m+TvWipvehVudTAwA6vehKqQlFpIc7eWAr26dDmaMqd16NdrB1L4zaZu6j905qRTO28jkuWOZ2fNPrE4/n9WepEiHWG3qZKorik7g4OqfKNwZR5RA1jnjOa/Z5kiHZYypB+KifLzQbT6Zw6bQIqmQ7MwmbHn2PX7/40amD32fTxv/sl4nBaijLQZJbM1vWp/OX998ipj915PaC/438DM+3tCea5cOYK83PtIhGmPqoDOb5DC57yyapRSwc0tTPF+s4u3MmXzX628sTR3Kxlp607twq5OJIV9jWNjxHp5vnUmrqQ/z10UnEH/+QC7ouIGtLbL4zaIBjM/uGOkwjTF1RHK0l1dP+YarO63GUxhP9vwUsia+xqj0bniHjGdWLb/pXbiJc0fsukU6ZiiPZwLKmfF7SFk/lt+tm0bvi2+gUUYcyY0OMC+rFZctHsz2ovrd5KurbPDZ1BbnNdvM+xlzaJx8kLyNaXg+X8iLq77jxz738m2DM8muT6fDXy6LVDWjvGp1ssVwhPBVUSqN2/6ZhJaD+Wj6w9yX2Yz8kSPo3zmbTSPGc8eSfry8qQsl/7y0MeZY1Ti2iHd7zOWC9hso3J9I9rxE1nz4Ek+0GUDB4Al86UlDi4/N74063mIIlhG3l+OyxnHtqnGcdcG1NDytIQ2b5LNkezNGZg5hc0FKBKI1xoRbaIuzLCW1Rq9q+ROv9ZlLUpyXvPXpeD6Zy782rya7z/18GZ/Bjvp6lmMFWwz1KjEAJEf5OVt/JHHxaEbFR5N06SU067ITP3DrorMYu/nEmg3WGBN2FU4MopyROpC4KB8AsVF+Hui4lAGtt3JgbzJ7Mz0snvIWL3e6kL0dbuTrolTqde/CsZoYDjklfj/pGz7g1ytfYdDFv6FRv2SK4n00/fi6GorSGFNdKpIYtFEx3r5FxKV6gqb7fULu2jSKPvqM0Ttz2ZXxALNjurPHVz9uZ1GmY2OMoXTLixrwhzZnMC33Hc5dvZD9XS4koeXOSIdljKmgynQXBYlSPCd5iT3xAOKNJWdpGlp4JDnI9h3M/fxp3j3pV2zrchWLPI3AF6ag64l6mxgAJCoKb3QseDyoP4pG8R5ua7eKFzZ2pV43F405RvmbFOPre5C4FK97HcJKxs8fw9roI2cn5qQeT9TgV5kjXThQD29nEQ5hSQwiMgJ4DogGXlfVx0PKnwEGuy+TgGaq2tgt8wHL3bLNqnphOGICmBPVllatbmLaoucYvmIj+Y2b8Hzfr/hN29WMzBzCxoJG4VqVMaaKjrqFABCteE7xENupAH9hPNnzG5H14euMSusG53zIgdiGh6tm++JZU5QAda8XvcZUeYxBRKKBNcBwIAtYCFylqqtKqf9HoJeq3uS+3q+qDSq1zgqMMRySHOVnuK4h8fvRPBQDDX55Cc267EZFeWhFHx5d2wN/3bwziDH1ytEmBl+zYvwZhcQmFx++DuGlH77jh9738G2Ds+rXdQhVVcExhnB8I54KrFPV9arqASYAZd0H+ypgfBjWWyEH/FFM1S4sO/VV7mx5HtNeeYrtH+dzYGcKD/dcyJohk+jacFdNhWOMCZdYP56MIqIH5lOssWTPS2Ll0y9xy94E5g8az9SEIZYUjlI4upJaAVsCXmcBp5VUUUSOB9oDswMmJ4hIJlAMPK6qU0uZ9xbgFgDS2lY6yJWeZNY1vRKGns70pY8zeuFXHLj8KtqevJcVwyfzzA/duevHvhSrtR6MqQ5V6SoKvRYh8DqE3LXpFP3vS57YsobsM0axML4veZ56eh1CDQnHt2BJo7il9U9dCUxS1cBzANq6TZurgWdFpMSbHKnqGFXNUNUMUtKPKtAijeJjXweW936Ouztfw4Q3nmXH5O3s2ZbKnd2Wsmn4BPo2zj2qZRtjql+z+AK+PON/jOs/C4riyPkilu/+/Sy30prFA99jcswZ5NXXi9NqUDhaDFlAm4DXrYHsUupeCfwhcIKqZrt/14vIHKAX8FMY4irVOk8iGxuOxDusD1+seIqHFn3NwcuvI617Ad8Om8oba07ijytO56C/Xp+0ZUyNqtr9sJRbj/+RZ3t+Q2y0n20/ph+5DuHMZ/gmtgd7wvCzmlW9orq+CEeLYSHQWUTai0gczpf/tNBKInIikArMD5iWKiLx7vM0oD9Q4qB1uBUjfOptw7JujzP6lNt57f2XyBu/gZ1bmnLziavIOmc8Q9O21kQoxpgytEnMZ/FZH/HyqfPw7k9i2+fKl88/ze+TevJ9/7f4T1TvY+PitBpU5UNiVS0WkduA6Tinq45V1ZUiMgrIVNVDSeIqYIIGnwbVFXhVRPw4Serx0s5mqi6bvQlkJQ0nf3APFv7wb+5++lU8l91Ik55eZg7+H5N+6sRNy84kv5YPYtndSk19Iyh/77iMUacsJEpg28p0DkyewgMHiykc/CpfhuE6hCqdIlvLlfTeKnr1Vr29JcbRaB7joX/BfNplPsIdnXoQO6If6R3y2FcYz9BvzmPR7qMb26gJlhhMfXJig91M6zuTE9J2sze3EQXfbOeTGROY2v13bGpxMcuLKnWGe6nCOSBe25SYGC6/vMZOV603thXH8Z+4ASwf/D5X7U5kw6NPseWbNJJji7mz0/LyF2CMqZIY8fNYl4WsPHsSHVLyyV6SRs5zk7l90VL+O/QdZjb9VdiSgimdja6GUIRV2pg+6Wfx9Q/juGpfLsWeJGLEH+nQfqY+N4PNsadP4zym9p1J68b57M5OpXDeBibOe4M5ve7kh7RzWeNJDMt66tr/TSTitcRQAo9fiIuOpSg2iqjiIvy+BlzUaiNnp2fxeV7rSIdnTL0SH1XMcyd/y29OWInPE0v2wlTyJr7LAw2Pxzd0PJ/72uD12L3NapIlhhLkFsew87huzOl2Hf0+nUynRrfStE8c0wd9wpT1Hbhh6QD21fLBaGPqggFNs5nUdzbpDQvYuaUpRbNX8OaiL8jsfRdLGw9ikzehyuuoriPuyozr1bVWiiWGUsw+mEazDn/n+ZaDaTt1FP+3rBtx5/bnog7r2doiixsXDWRSTvtIh2lMHaFc3eon+qXmHZ7SOXkvw9tsxlMYz9b5Ddky8TUePq4nxUPHMcvTAp/XWgmRYmcllUsZEL+L5LWv86cNn3LKpTfSuE80SSkFzN7ShisWD2JHmPo+Kx9Z6Uchtf2MCXPsaJOYz0cZs+jVPBf1O+N4AKiwc3MTPJ8v5IUfF7K2z33MT+5X5fsb1bWj85pU0bOSrMVQLmFuUVNS291JcpuhNP3kYe7ObEXChcMZ1DmLLc3Gc9v3/XljywnYbzwYc4Sg/K3jMh52r0PIWZGOLliJ+Nw74qifH1aN48k2QygYNJ65njS02P6HagNrMVSKcmr8PtI2vceNP46n/4XX0/DUZBqk7icz5zguXjSErMKG5S8mbNFYi8HUToHXIezLa8T+r3P5dMZ4xrUbiEa5VylLDKktRjA3vg87wnh/I2sxlM5aDNVC+K6oEQ1b3kpCi4F8NOdhHvougf2XXESvLnmsP+cD7l52Gk+v73akuVyt0Rz58rd/BlMbRIuf0Scu4q8nLUF90eQsacreDz/g/qiGeIe+w8qodvjdY1EfsKs4GnyV/1+x/b16WWI4Cvn+aP5DN3qc/jp/yp7MpS8+wdkjrqbBGWk82Wc+N7ddzS8yh7Fuf+NIh2pMjendaAdT+86kTeo+duekUjh3Ax/OfYMvet3BD+nnscaTZL+tXEdYV1IVJYqfc6J+Iub7RxitB2l42eU0O2k3EuXnsZW9eXBNL3z2Gw8mQH27DUN8VDHPnvQdt5y4Ap8nlrwVDcj74D3ub9gWf/e/8nlxG7xafqvAWgHVz7qSakihRjHV15kT+7zE3/L+x/DXnuKSgZeQdFYb7uu+iGvbrGXkwmEs3ZsW6VCNqbK0uEKGHrf18L10UmI8PHzi4pDrEGazqPffWJY6lE2eql+HYGqeJYYwWe1NYn3qL/EP7cvMZU/wcOZcCi6/lpbd8lk8bAov/diNO384FY/fbg9s6iLlt21X82yvb0iIKw4qKSqIJ3t+ClsmvsaoZt0pHjKeWd4W+Oxq5TrLupKqQbvYg/TcPYtTv/8XN/QdTvzgrjRpvZPcfUlcunAYX+1qHukQTZjVVDdIJLqS2iTmMzVjFr2b57J/V0P2rfRBYdHhcv/qH3hx/RLW9LmPN5LzaVx8sMZjNBVjXUkRtNGbwJYG51E4pBdfr3qafzz1OgevuJ6mPYqYO2Qa7687kd8u70eB/QShqcUE5a8dlzP6lO8OX4dQMHkK/9ydy574I6dl5zfvw8FB4/nSk8bk4kkRjNiEi7UYqlmrGA+n7Z9Hl0WP8vuTTiPu7AzS2+1gz4EErs4czKe5bcpfiKkVqqtVEIlWQHnvRRv48PYtIi6tyLkO4ZtcPvt8AtNPuZkH2rSjMUe6k1KLDpDk81Z3yCYM7PcYaomtxXFMSRjC/EG/oS2RAAAW20lEQVTjuWVvPKuefpHseUkkqPDJwE+ZljGDRrFF5S/ImJogireLBz07n6gUH9lLmpL97GT+lLmEqCGP8l5aCicX7KBVwZ7DD0sK9Y91JdUARfjC24z0jvfwfOvhtJr6MH/9vgtx5w3ggg4b2Np8KzctHsDE7A6RDtUECFcLobpaBOFuwWijYqeVkOo5fB3CpK/GktnjDzyd3pg2ntywrs/UXtZiqEF5vlgmx5zBooHv81t/KzKffZacL2IRTywf9J/JnDM+oVl8QaTDNMeCZB80KnYejYvxnOKBYflIopKdmcqWp9/jd6u30HLoo7zZOJY2nv2RjtjUIGsx1Djh66ImNG57B4kthpA6/WHuW9SM+AtHcFbnrWweMYE/fd+PVzefiN2Uz4RdvB9Pbw9xrQuDJsdB0HUIm3v9mdeaxNHMsz0ycZqIssHniFL6xu0jffM4rv/xfc684DpSTmtIgyb5LN7WjIsyh7KljJvyVaYroTZeMVvb1MbtGb7uIqW4bTHSqwCJVvJ+SsO334dz8KFofiFZU99ndLNT+H3XCzjHm0cUde+7wZStRk9XFZERwHNANPC6qj4eUn4D8ASw1Z30gqq+7pZdD9znTh+tqm+HI6a6QVjoaUSDlrcQ33wA0+aN5qGFceRfchE9uuxg/YgPyMpvePjfc68nnttWnM7Xdh2EqQRN9OPNKCKu+UHnOoRv81nw8ZMsDPjez0lMpUmfP/Jusp/GXhtLONZVucUgItHAGmA4kAUsBK5S1VUBdW4AMlT1tpB5mwCZQAagwCKgj6ruLnOd9abFEKx7XD5tc6Zw8bJXGXHOlcT1bkVM3JG7jiWlHCA2wcN7a0/k1hX9OOCbWuFlW4uhbgjvgLLi7VBMdPcDqAi5q5tSOHkqDxQW0bPXbzk18chxYZp46Vq40zov67mabDGcCqxT1fUAIjIBGAmsKnMuxznADFXd5c47AxgBjA9DXHXOMk9D1qRdQ/TQfnya+Sh/mTmZlISkw+WNTuhN3PDeXHvCan7RahO+zFiic22YyADRir+112mzAwgUty0Oug5h+udP8tkpNzO6RSs6e3aAXaBsShGOb5VWwJaA11nAaSXUu1REBuC0Lu5Q1S2lzNuqpJWIyC3ALQCkta161LXUQY3iI+3ECRkv8OT+JfiK9zoFCoW587nr6RfpfNlNNOnlJ3pgPp4NicQtjQOvnWB2rPI1K0YzColJDr6HUZQnhuwlTdk3aSL3SzLnD3mU93QHsZ69EYrU1BXhSAwltT5D+6c+BsarapGI3Aq8DQyp4LzORNUxwBhwu5LquTWeJNbE9XNOF3E16zSM59sspPWUh/mLex1Eeoc8ipt7kMVJRGeX/nEGdlFYt1LtUqnuIwnY9WMVT3cPce0LObg/kdz5SZC768hy87YyecksMnvadQimcsKRGLKAwPs6tAayAyuo6s6Al68B/wyYd1DIvHPCEFO9lOteB9F/0Pv89qex/OHZ5+h5yQ007hNLUv98PFmJxC2OgyJrPdQ3muxzBpCbBV8lH6uQuy4dzyfzeG79MtY0bH24rKhha24e9ihji/OIsesQTCWEY/A5Bqd7aCjOWUcLgatVdWVAnRaqmuM+vxj4u6qe7g4+LwJ6u1UX4ww+76IM9XXwuTyBR5YF0bH829uQnxY9z31pzYm/8Byadd6B+gT9PomYzTFU9DoIa0HUrMoNMCveE7xEn1yAX6PYuakpGvAraP6te1j6nzd5ucP53NPpVDrIkcSRVFxEg2K73Yo5osYGn1W1WERuA6bjDH2NVdWVIjIKyFTVacDtInIhUAzsAm5w590lIg/jJBOAUeUlBeNI8nn5e9QuVva/jTs2r+aq55+i/wXXkXJaAxqclo+nUzzkH/nth6h9QszaWPDbeSe1Vozi7eJFE48crEmql9hGXvZsa0zBV1ksnv06Be7vY6rC5w1b0emsB5gQm09SUV6kIjf1TJ28wC2jY0fNfNy5VOJYOtot7UizKCqGMf7GfLt4DKMS40i85CJS2+1HovxOBYH4xCK8+2KJXphI1K6yfyzoWNqmNaEiLQRf82K0TwHRiT48hfGHp/t90exem8DOie/zQGJzzuhyNSnRzvGcCJwZe4CTinbbaaamQuz3GI4h8f5i/sgORpx+I3flbGXES09yTpvuSLTzew8ign9AP9K7FyJD9uFZl0RcljMOoYAUC+yJxm7BURMUmvggyj0gEyjq4CO+bSEF+5LY86UPvlt0uLbfU8j7uatZ1+t2Xk5NpLl325HTMxSwniJTDSwx1COdPXt5Py2F94Y+yk07fsSnzumL6vdxxvgx/G7p6cSf3Ye0zjugszPPoVTgyUkgdlE8UmgD19VFG/rw9j1IXFNP0PRYv7B9dTpFH8/kse2bWdNxxOHPJS4qnt+ffA1/Kc4j2ms3WDQ1o853JYVLXeg+qcygpR/ndt8ACMyNSeOp1bP5W/Y3dLrgakhJPlw3KiWe9BN2gB/8S5OI3XBk4Lq87VJWTHVhm1YvBQSViXi6eonpUoDPF82O1aloQUByyNvFgs/G8e4Jv+Qf7bpxStGRC/8FDcstkEM/i5r6KVJTu1hX0jHuSEeR82ewN4+Mzhk81rY/G2a8RtMDR84gPsNfxODzfkWDM5qSkrEP38nR+IudJWzjfT7OPp7bV55Ooc92l/I0iTvI2O5fcUbatsPTfHEHiYv3s2trE4q+XMvkuWP4MTrxcHl2amvOGjiK8VF7SCiycy9M5FmLIQzq0p02FdiU2Jg9cuTKuQUHYfb3YxlNEQ1/eTlx6UfGGqJjiml83G68+2Ocgesd4UkOdb018fPPQvG1KkZ7FxIV52fv9ib4/VGHiijK9rJt4js82LgTV590KV3i/YfnbOYvpOXB/ErHEM5taC2IY4O1GEyJBGhXuCdoWk/g3L5XcW/uTvq+9hRnRR/ZLZLiG1Jw0dU06VlM7OB8PJsSidpTeudG9PYoZG/9260GpmUzqMmRVkAxAV1BAv50H3EtDnJgTzJ7vypixycvU1zs/OSlH+VjiWZHnzsYmxJNmncb2HCBqcXq33+wOSrHe/J5KzWBj4Y/zlv5R37EZW9xAU0nv8SdS3oQO6If6e3zkONLX476wbMmmbiV9eOaicaxRbzTYy6/aL+hzHo+XxTbfkjn4JRPeGjfbmJ63EFilHtWGMIvGsYyxJtHlP08sqkDrCuplimre6AyA73h6hpQYEFcUx5d9y1/3Didbn3Ogbi4kisnJRLf+ziatt2JNz+W6EUJZbYuKiqVi6q8jEN2U/FblfuO86G9ComO85G3Ph3v95sRb3HJlQv2M2fxTCZ3u4bRrTvQtWhPyfUqKRJdbtatVH9ZV5IJCwHO8OxkQruTeLp1X57Y+Bkx3pLv1xxXdIC7vszm+MtvoGkPD7GDKt9vXpLdROa3m6KBA3uT2fu1h8VTnuXl9BPxR5ecFIvjU7h0yMOMl13EhSkpGBMplhhqmXD9vGS4WxDJfg/3RXnIP3EgxVJyK8AjUTy5z0/0h89y+5JeRPU/A6LrcHeS14dn+ueM3plLxwEP8HaChyj1l1g1zu+jQXFeKfcGrlsq00qx1kX9ZInBVJgAKaW0Fg55Ih6+HnAPt677mmEvPU5yHf6m3CExfNvtGh7pcgIneXbZVcbmmGGJoQ6rzG8sBJZX51GeAGd6d9Czwyl83nkIhSUfYNcJ3aOVO7y5xHvK/KXZalVTR+R1/fRhE16WGEy1aODzcIlva6TDqJpSxpmNqe/sxjjGGGOCWIuhngjtcqjJgWlT99k+YAJZi8EYY0wQazHUU9aCMMYcLWsxGGOMCWIthmNEbTy11RhTO1mLwRhjTBBLDMYYY4KEpStJREYAz+Hcd+x1VX08pPz/gJtxLhnKA25S1U1umQ9Y7lbdrKoXhiMmU7qqDEyXtyxjTN1X5cQgItHAi8BwIAtYKCLTVHVVQLXvgQxVLRCR3wH/Aq5wywpVtWdV4zDGGBMe4ehKOhVYp6rrVdUDTABGBlZQ1S9U9dBvVi0AWodhvaYWEC47/DDG1A/hSAytgC0Br7PcaaX5NfBpwOsEEckUkQUiUuovsojILW69zLx9+6oWsTHGmFKFY4yhpBvul3ivZRG5BsgABgZMbquq2SLSAZgtIstV9aefLVB1DDAGnF9wq3rYxhhjShKOxJAFtAl43RrIDq0kIsOAe4GBqnr4zvaqmu3+XS8ic4BewM8Sg6k+lRmMLotdQW1M/RCOrqSFQGcRaS8iccCVwLTACiLSC3gVuFBVcwOmp4pIvPs8DegPBA5aG2OMqWFVbjGoarGI3AZMxzlddayqrhSRUUCmqk4DngAaAB+KCBw5LbUr8KqI+HGS1OMhZzOZCCjrSL8yrQlrQRhTN4XlOgZV/QT4JGTaAwHPh5Uy3zfAKeGIwRhjTHjYvZJMpYSrNWGMqb3slhjGGGOCWGIwxhgTxLqSTNiUN7hst/M2pm6wFoMxxpgg1mIwNcZaCcbUDdZiMMYYE8QSgzHGmCCWGIwxxgSxxGCMMSaIJQZjjDFBLDEYY4wJYonBGGNMEEsMxhhjglhiMMYYE8QSgzHGmCCWGIwxxgSxxGCMMSaIJQZjjDFBLDEYY4wJYonBGGNMkLAkBhEZISKrRWSdiNxVQnm8iHzgln8rIu0Cyu52p68WkXPCEY8xxpijV+XEICLRwIvAucBJwFUiclJItV8Du1W1E/AM8E933pOAK4GTgRHAS+7yjDHGREg4WgynAutUdb2qeoAJwMiQOiOBt93nk4ChIiLu9AmqWqSqG4B17vKMMcZESDgSQytgS8DrLHdaiXVUtRjYCzSt4LwAiMgtIpIpIpl5+/aFIWxjjDElCUdikBKmaQXrVGReZ6LqGFXNUNWM9JSUSoZojDGmosKRGLKANgGvWwPZpdURkRigEbCrgvMaY4ypQeFIDAuBziLSXkTicAaTp4XUmQZc7z7/JTBbVdWdfqV71lJ7oDPwXRhiMsYYc5RiqroAVS0WkduA6UA0MFZVV4rIKCBTVacBbwDvisg6nJbCle68K0VkIrAKKAb+oKq+qsZkjDHm6FU5MQCo6ifAJyHTHgh4fhC4rJR5HwEeCUccxhhjqs6ufDbGGBPEEoMxxpgglhiMMcYEscRgjDEmiCUGY4wxQSwxGGOMCWKJwRhjTBBLDMYYY4JYYjDGGBPEEoMxxpgglhiMMcYEscRgjDEmiCUGY4wxQSwxGGOMCWKJwRhjTBBLDMYYY4JYYjDGGBPEEoMxxpgglhiMMcYEscRgjDEmSJUSg4g0EZEZIrLW/ZtaQp2eIjJfRFaKyDIRuSKg7C0R2SAiS9xHz6rEY4wxpuqq2mK4C5ilqp2BWe7rUAXAdap6MjACeFZEGgeU/1VVe7qPJVWMxxhjTBVVNTGMBN52n78NXBRaQVXXqOpa93k2kAukV3G9xhhjqklVE8NxqpoD4P5tVlZlETkViAN+Cpj8iNvF9IyIxFcxHmOMMVUUU14FEZkJNC+h6N7KrEhEWgDvAterqt+dfDewDSdZjAH+DowqZf5bgFsA2qalVWbVxhhjKqHcxKCqw0orE5HtItJCVXPcL/7cUuqlAP8D7lPVBQHLznGfFonIm8BfyohjDE7yIKNjRy0vbmOMMUenql1J04Dr3efXAx+FVhCROGAK8I6qfhhS1sL9KzjjEyuqGI8xxpgqqmpieBwYLiJrgeHua0QkQ0Red+tcDgwAbijhtNT3RWQ5sBxIA0ZXMR5jjDFVVG5XUllUdScwtITpmcDN7vP3gPdKmX9IVdZvjDEm/OzKZ2OMMUEsMRhjjAliicEYY0wQSwzGGGOCWGIwxhgTxBKDMcaYIJYYjDHGBLHEYIwxJoglBmOMMUEsMRhjjAliicEYY0wQSwzGGGOCWGIwxhgTxBKDMcaYIJYYjDHGBLHEYIwxJoglBmOMMUEsMRhjjAliicEYY0wQSwzGGGOCiKpGOoZKE5E8YFOk4yhHGrAj0kEcBYu7ZlncNetYj/t4VU0vr1KdTAx1gYhkqmpGpOOoLIu7ZlncNcvirhjrSjLGGBPEEoMxxpgglhiqz5hIB3CULO6aZXHXLIu7AmyMwRhjTBBrMRhjjAliicEYY0wQSwxHSUSaiMgMEVnr/k0toU5PEZkvIitFZJmIXBFQ9paIbBCRJe6jZzXHO0JEVovIOhG5q4TyeBH5wC3/VkTaBZTd7U5fLSLnVGecRxH3/4nIKnf7zhKR4wPKfAHbd1oti/sGEckLiO/mgLLr3f1qrYhcX8vifiYg5jUisiegLJLbe6yI5IrIilLKRUT+7b6vZSLSO6Asktu7vLh/5ca7TES+EZEeAWUbRWS5u70zwxqYqtrjKB7Av4C73Od3Af8soc4JQGf3eUsgB2jsvn4L+GUNxRoN/AR0AOKApcBJIXV+D7ziPr8S+MB9fpJbPx5o7y4nuhbFPRhIcp//7lDc7uv9Edo3KhL3DcALJczbBFjv/k11n6fWlrhD6v8RGBvp7e2uewDQG1hRSvl5wKeAAKcD30Z6e1cw7n6H4gHOPRS3+3ojkFYdcVmL4eiNBN52n78NXBRaQVXXqOpa93k2kAuUe9VhNTgVWKeq61XVA0zAiT9Q4PuZBAwVEXGnT1DVIlXdAKxzl1cr4lbVL1S1wH25AGhdQ7GVpSLbuzTnADNUdZeq7gZmACOqKc5QlY37KmB8jURWDlWdC+wqo8pI4B11LAAai0gLIru9y41bVb9x44Ia3L8tMRy941Q1B8D926ysyiJyKs5R2E8Bkx9xm4jPiEh89YVKK2BLwOssd1qJdVS1GNgLNK3gvNWlsuv+Nc5R4SEJIpIpIgtE5GeJuxpVNO5L3c9/koi0qeS81aHC63a77NoDswMmR2p7V0Rp7y2S27uyQvdvBT4XkUUicks4VxQTzoXVNyIyE2heQtG9lVxOC+Bd4HpV9buT7wa24SSLMcDfgVFHH23ZIZQwLfQ85dLqVGTe6lLhdYvINUAGMDBgcltVzRaRDsBsEVmuqj+VNH+YVSTuj4HxqlokIrfitNaGVHDe6lKZdV8JTFJVX8C0SG3viqiN+3eFichgnMRwZsDk/u72bgbMEJEf3RZIlVmLoQyqOkxVu5Xw+AjY7n7hH/rizy1pGSKSAvwPuM9twh5ado7brC0C3qR6u2eygDYBr1sD2aXVEZEYoBFOE7ci81aXCq1bRIbhJOsL3e0JHO6+Q1XXA3OAXtUZbIBy41bVnQGxvgb0qei81agy676SkG6kCG7viijtvUVye1eIiHQHXgdGqurOQ9MDtncuMIVwfofU1CBLfXsATxA8+PyvEurEAbOAP5dQ1sL9K8CzwOPVGGsMzqBae44MKp4cUucPBA8+T3Sfn0zw4PN6am7wuSJx98LpnuscMj0ViHefpwFrKWMgNQJxtwh4fjGwwH3eBNjgxp/qPm9SW+J2652IM/AptWF7B8TQjtIHcc8nePD5u0hv7wrG3RZnXK9fyPRkoGHA82+AEWGLqSY3QH164PS/z3L/AWYd2plwujNed59fA3iBJQGPnm7ZbGA5sAJ4D2hQzfGeB6xxv0TvdaeNwjnKBkgAPnR3wu+ADgHz3uvOtxo4t4a3c3lxzwS2B2zfae70fu72Xer+/XUti/sxYKUb3xdAl4B5b3I/h3XAjbUpbvf1g4QcyNSC7T0e56w/L04r4NfArcCtbrkAL7rvazmQUUu2d3lxvw7sDti/M93pHdxtvdTdj+4NZ1x2SwxjjDFBbIzBGGNMEEsMxhhjglhiMMYYE8QSgzHGmCCWGIwxxgSxxGCMMSaIJQZjjDFB/h+mOSYqv9u0awAAAABJRU5ErkJggg==
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<p>Model with Dropout:</p>

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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The model with dropout</span>

<span class="n">plot_decision_regions_3class</span><span class="p">(</span><span class="n">data_set</span><span class="p">,</span> <span class="n">model_drop</span><span class="p">)</span>
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r0StvVZYjDGmFpscEY2EzNnkdbgAAWb0vHMXMJrS+eyvOf9LE3pxxZvXNjXaYnBGGNqoZQYD290mcvlHX7kwP4Etn7dgA3vv8ITzc/G038iX3ib4g9jKyGQJQZjjKllrmi+gTd6fkmDBA95P6bj/fQbnl2/jI1njmBx4tls98ZW6/rD8thtERknInkisqKcchGRf4jIOhFZJiI9AspuEpEf3NdN4YjHGGPqovS4Ymac9SkfnDedaG8MubPj+e75f3B7SToL+45nSux5bC+t3qQA4WsxvAm8CPy7nPILgY7u6yzgFeAsEUkD/gpk4lxxu0hEpqrqrjDFZYwxdYBya+u1vNj9a+ehd2syKJk6nSfzsino/TTzY7qy01P9CeGgsCQGVZ0jIm2PUGU48G9VVWC+iDQWkeZAP2C6qu4EEJHpwFBgQjjiMsaY2q5lYiFTes6iV/Pt7NvVgG0Li5j/0bP8q9PV7Dj/SRaUpIC/es4llKemzjG0BLYEjGe708qb/hMicjtwOwDpbaolSGOMqSmC8od2Kxjd9Vuio5RtKzMomjKVR/bvZ3+/l5kbdRqFJdERia2mEkNZ6U6PMP2nE1XHAmMBpENmJW/0NsaYyOuQvJuPe83k1Iwd7C1IYd+8HUz/7BneP/1Wtp5xJUs8DcEfufhqKjFkA60DxlsBOe70fiHTZ9dQTMYYU6Oixc+Ijkt44PTFoELu0nT2vj+Jh4nHO2AcsziJ4io+ziIcaioxTAXuFpGJOCef96hqrohMA54QkVS33gXA/TUUkzHG1JguKTv4qNcM2qbtYfe2xhTN3cKU2eOY1u13/ND0Er73JEc6xEPCkhhEZALON/90EcnGudIoFkBVXwU+AS4C1gFFwC1u2U4ReQxY6C5q5MET0cYYUx/ERfl4+tSF3NVpOT5vDDmLmrDj/XcYkdAc36B3meZrg6cWtBICheuqpGuPUq7AXeWUjQPGhSMOY4ypTc5N287kXjNolrKfndlpHJi9hre/fYP53f/E0tQL2OBNiHSIZbI7n40xJsySor280nkeN3T83nno3YIUtk4ax8i0U/EOmMgMb3N81fQ4i3CwxGCMMWE0JCObCZmzSG1wgIKN6ZRMX8SrK+azMvN+vmvYh63V8NC7cLPEYIwxYdAotoS3us5leLv1HNiXSM5XDVj3/iv8rcW5HOg/ni+8TdFa3EoIZInBGGOq6Mrm6xnXcw7JCR7y1mXg+WQuz2xaxZazHyUrvhd51fzQu3CzxGCMMZWUEV/MpO5f0K91NkV7k8idJyyd8jwvtLuYwr4P8VVJKvjqRishkCUGY4w5Zsqv2qzlH92+Ji7Gx7bvMyj5eBqj8rex67xnmBfbjd0RepxFONTJxNCl0U6aZ2QzLb9VpEMxxhxnWiUW8mHmLHo2286+nQ3Y+e0+vv74Gd7odB0F5/2NhSUpdbKVEKhOJoYYlM/6fcKHG9pz05I+7C2t/Wf5jTF1m6D8qf1yHu/yLVECuSszKJ78ISMOeCju9xpzozqxrw63EgLVycTgLSgib10GwzusZ3qD/Zw1e3ikQzLG1GMnN9jFR5kz6ZSxk735jdj3TR7TPn+a/5zxazY3v4xlEX7oXbjVycSQ49lP7IzZ7IjvT9smeyMdjjGmnooWP4+e/B33nb4Y9UWTc/Chd5JE6cA3menvUCseehdudTIxAKjfh6qQnlhMcrSX/b66dTmYMaZ2696ogA97zaBN6l525aZSPHcjk+eMY0a337Mm42LWeJIiHWK1qZOpriQ6gQNrfqR4RxxRAtlDJnBR082RDssYUw/ERfl4sfM8sgZNoXlSMTlZaWwZ8w6/+X4j0wa+y6eNf16vkwLU0RaDJLbiV63O5s9vPEPMvptI7Q7/6/sZH29oxw1L+7DHGx/pEI0xddB5ablM7jWTpilF7NjSBM8Xq3grawbfdv8/lqYOZGMtfehduInz4NO6RTpkasZT8zi/JIuWWY/x59YnE39xXzI65FPkieVXi/owIadDpMM0xtQRydFeXjvjG647aQ2e4nh2LI0ne9KbjMzojPe0PzLT2xxfmT84WcdcJYtUNfNo1epsYmB0FqCcF7+blPXjuHPdVHpcdjONMuNIbrSfudktuXJxf7aX1O8mnzGmai5qupl3M2fTOPkA+RvT8Xy+kJdWfcv3PR9kQYPzyKlPl8MfH4nB0Tjax4DSpaRlPcZDTZoSP3woTTsW4PVFcc+Sc3llUyfK/nlpY8zxqnFsCW93ncMl7TZQvC+RXd/B2vff4qnWfSg6+U6+9KSj9e24cTwlhoMy4/ZwQvZ4blg1nvMvuYGGZzWkYVohS7Y3ZXjWADYXpUQgWmNMbXNtix/5Z885JMV5yV+fgeeTOfx98xpyej7Ml/GZFNTXqxyPx8QAkBzl5wL9nsTFoxgZH03SFZfTtNMO/MAdi85n3OZTajZYY0zERIufXqn5xEX5AIiN8jOiw1L6tNrK/j3J7MnysHjKm7xy0jD2tL+Fr0tSqde9C8drYjjojPh9ZGx4j1+ufJV+l/2KRucmUxLvo8nHN9ZQlMaYSOrWqICP3PsQAvl9Qt4P6ZR89BmjduSxM3MEs2K6sNtXPx5ncUQVTAx18nLVilhe0oC7Wp/D1Lx/c+GahezrNIyEFjsiHZYxpprFRfl49rRvufOUFfi8MeQuTUeLPYfKZXsBcz5/lrdP+wXbOl3LIk8j8EUw4Fqo3iYGAImKwhsdCx4P6o+iUbyHu9uu4sWNp1Kvm4vGHKd+eh/CSibMG8sP0YevTsxNPZGo/q8xWzqxvx4+ziIcwpIYRGQo8DwQDbyuqqNDyp8D+rujSUBTVW3slvmA5W7ZZlUdFo6YAGZHtaFly1uZuuh5Bq/YSGHjNF7o9RW/arOG4VkD2FjUKFyrMsZEUFK0l7EB9yHkzGtE9vuvMzK9Mwx5n/2xDQ/VzfHFs7YkAepeL/oxUd7/ybSKfh2u8jkGEYkG1gKDgWxgIXCtqq4qp/5vge6qeqs7vk9VGxzTOitwjuGg5Cg/g3Utid+N4tEYaPDzy2naaRcqyqMrevLED13x180ngxhjgAubbmF85hdB9yG8vPpbVvd4gAUNzq9f9yEcgzITw1VXVegcQziOiGcC61R1vap6gInAkZ6DfS0wIQzrrZD9/ig+1E4sO/M17m1xEVNffYbtHxeyf0cKj3VbyNoBH3Bqw501FY4xJkwax5bwceZ0Pun7KfEq5MxNYuWzL3P7ngTm9ZvAhwkDjtukUFXh6EpqCWwJGM8GziqrooicCLQDZgVMThCRLKAUGK2qH5Yz7+3A7QCktznmIFd6klnX5BoYeDbTlo5m1MKv2H/VtbQ5fQ8rBk/mudVduO/7XpSqtR6Mqe0C70PI+yGDkv99yVNb1pJzzkgWxvci31N370Mo65t+TQvHUbCsbqvy+qeuAT5Q1cBrANq4TZvrgDEiUuZDjlR1rKpmqmomKRmVCrREo/jY157lPZ7n/o7XM/FfYyiYvJ3d21K5t/NSNg2eSK/GeZVatjGm+jWNL+LLc/7H+N4zoSSO3C9i+fYfY7iDVizu+w6TY84hv77enFaDwtFiyAZaB4y3AnLKqXsNcFfgBFXNcf+uF5HZQHfgxzDEVa51nkQ2NhyOd1BPvljxDI8u+poDV91IepciFgz6kH+tPY3frjibA/56fdGWMXWIcseJ3zOm2zfERvvZ9n3G4fsQznuOb2K7sjvCP6tZG77ph0s4WgwLgY4i0k5E4nAO/lNDK4nIKUAqMC9gWqqIxLvD6UBvoMyT1uFWivCptzXLOo9m1Bm/45/vvkz+hA3s2NKE205ZRfaQCQxM31oToRhjjqB1YiGLz/+IV86ci3dfEts+V7584Vl+k9SN73q/yX+iehwfN6fVoCp/JVbVUhG5G5iGc7nqOFVdKSIjgSxVPZgkrgUmavBlUKcCr4mIHydJjS7vaqbqstmbQHbSYAr7d2Xh6n9w/7Ov4bnyFtK6eZnR/3988ONJ3LrsPArtJJYxNUpQ/tJhGSPPWEiUwLaVGeyfPIURB0op7v8aX9bAfQj1qRVwLOrtIzEqo1mMh95F82ib9Tj3nNSV2KHnktE+n73F8Qz85iIW7arcuQ1jzLE5pcEupvaawcnpu9iT14iib7bzyfSJfNjlTjY1v4zlJcd0hXul1bfEUJOXq9Yb20rj+E9cH5b3f5drdyWy4Yln2PJNOsmxpdx70vKjL8AYUyUx4ufJTgtZecEHtE8pJGdJOrnPT+Z3i5by34H/ZkaTX9RYUjie2dnVEIqwShvTM+N8vl49nmv35lHqSSJG/JEOzZh6rWfjfD7sNYNWjQvZlZNK8dwNTJr7L2Z3v5fV6Rey1pMYlvXUt1ZAdbDEUAaPX4iLjqUkNoqo0hL8vgZc2nIjF2Rk83l+q0iHZ0y9Eh9VyvOnL+BXJ6/E54klZ2Eq+ZPeZkTDE/ENnMDnvtZ4PfZss5pkiaEMeaUx7DihM7M738i5n07mpEZ30KRnHNP6fcKU9e25eWkf9trJaGOqrE+THD7oNYuMhs5D70pmreCNRV+Q1eM+ljbuxyZvQoWWY62A8LLEUI5ZB9Jp2v4vvNCiP20+HMkfl3Um7sLeXNp+PVubZ3PLor58kNsu0mEaU0co17X8kXNT8w9N6Zi8h8GtN+MpjmfrvIZsmfRPHjuhG6UDxzPT0xyf11oJkWJXJR2V0id+J8k/vM7vN3zKGVfcQuOe0SSlFDFrS2uuXtyPgjD1fRpTH7VOLOSjzJl0b5aH+jn8O8oq7Nichufzhbz4/UJKet7DiGQ/jUsPRDbgeqyiVyVZi+GohDklTUhtey/JrQfS5JPHuD+rJQnDBtOvYzZbmk7g7u96868tJ2O/8WDMYYLyfx2W8Zh7H0Luigx0/krE5z4RR/2sXjWep1sPoKjfBL7wzEZKIxuzcViL4ZgoZ8bvJX3TO9zy/QR6D7uJhmcm0yB1H1m5J3DZogFkFzc8+mKMqecC70PYm9+IfV/n8en0CYxv2xeNcu9SlhhSmw9lTnxPCnyxdp6gBlS0xWCJoRIaRvkYrKtJWvQYjyYlkHT5pWR02oHfD/cvO4tn13c+3Fw25jgSLX5GnbKIP5+2BPVFk7+qEXvef4+HoxpycfcbuSJqL+IecwQlqdRj/yk1yBJDDegaV0jrnMlcsXwsFwy9jgbnpJOSsZfv89P4WdYg1u1rHOkQjakxPRoV8GGvGbRO3cuu3FSK52zg/Tkfsbj73Tye0ZhWnn2RDvG4Z4mhhiSKnyFRPxLz3eOM0gM0vPIqmp62C4ny8+TKHjyytjs++40HU4/8pMsnSvGc5iX2lP2UemLJX9GA/PfeYUTD1tzQ5SouK80jug4eZ+ojSww17JTYIk7J/x+Dl47h8r6Xk3R+axo3282mXSkMXziIpXvSIx2iMVWWHldM/gn/OTTuj1F8p3iJbegNuA9hFpt7/J7HUuNp6imKYLQmlCWGCIgVZUj0JqKXPcVjRdk0ueoGMjoXEh1bysvfd+be1Wfi8dvjgU1dpPy6zRrGdP+GhLjgS4dKiuLZsTSeLZPeZFTTM/jNqZcwxJtPVLm/12UipV4nhswOHTRr9Ogyy4Qrazian2obe4Buu2Zy5nd/5+Zeg4nvfypprXaQtzeJKxYO4qudzSIdojFBjnRFkCb68WaWENfsAPt2NmTvSh8Ulxwq969ZzUvrl9h9CHWA3ccQQRu9CWxpcBHFA7rz9apn+eszr3Pg6pto0rWEOQOm8u66U/j18nMpsp8gNLWa4u1QSvQZ+4kWIXdFBkWTp/C3XXnsjj98WXZRsx78pd9DnOfJt/sQ6ol612IIVBtaDy1jPJy1by6dFj3Bb047i7gLMsloW8Du/Qlcl9WfT/NaH30hxlRCVe4L0AY+vL1KiEsvce5D+CaPzz6fyLQzbmNE67Y05nAGSC3ZT5LPG46QTTWz32OoJbaWxjElYQDz+k3g9j3xrHr2JXLmJpGgwid9P2Vq5nQaxZYcfUHG1ARRvJ086AWFRKX4yFnShJwxk/l91hKiBjzBO+kpnF5UQMui3YdelhTqn3rdlRT6jSlSLQhF+MLblIwOD/BCq8G0/PAx/vxdJ+Iu6sMl7TewtdlWbl3ch0k57SMSn6mbwn2nsDYqdVoJqZ5D9yF88NU4srooV/l8AAAVk0lEQVTexbMZjWntyQvr+kztZS2GGpTvi2VyzDks6vsuv/a3JGvMGHK/iEU8sbzXewazz/mEpvF2eZ+pAck+aFTqvBqX4jnDA4MKkUQlJyuVLc++w51rttBi4BO80TiW1nZz2nGlXrcYaifh65I0Gre5h8TmA0id9hgPLWpK/LChnN9xK5uHTuT3353La5tPwR7KZ8Iu3o+nh4e4VsVBk+Mg+D6E7n/gn2lxNPVsj0ycJqLq9cnnYxGZbialV9xeMjaP56bv3+W8S24k5ayGNEgrZPG2plyaNZAt9lC+41r4uouU0jalSPciJFrJ/zEd3z4fzpcPRQuLyf7wXbsPoZ6r0ctVRWQo8DwQDbyuqqNDym8GngK2upNeVNXX3bKbgIfc6aNU9a1wxFQ3CAs9jWjQ4nbim/Vh6txRPLowjsLLL6VrpwLWD32P7MKGh/4993jiuXvF2Xxt90GYY/CT+xAWFDL/46dZGHDcz01MJa3nb3k72U9jr51LON5VucUgItHAWmAwkA0sBK5V1VUBdW4GMlX17pB504AsIBNQYBHQU1V3HWmd1dFiCBWJFkSXuELa5E7hsmWvMXTINcT1aElMnO9QeVLKfmITPLzzwyncscLug6iPwntCWfG2LyW6y35UhLw1TSie/CEjikvo1v3XnJl4+Hthung5tXiHdV7WczXZYjgTWKeq6wFEZCIwHFh1xLkcQ4DpqrrTnXc6MBSYEIa46pxlnoasTb+e6IHn8mnWE/xpxmRSEpIOlTc6uQdxg3tww8lr+FnLTVyb1Z/P7D4IAxCt+Ft5nTY7gEBpm9Kg+xCmff40n51xG6Oat6SjpwDsBmVTjnAkhpbAloDxbOCsMupdISJ9cFoX96jqlnLmbVnWSkTkduB2gDbp9feBdAc0io/0JE7OfJGn9y3BV7rHKVAozpvHfc++RMcrbyWtu59P+37KxxvaccPSPuzxxkc2cBMxvqalaGYxMcnBtx1HeWLIWdKEvR9M4mFJ5uIBT/COFhDr2ROhSE1dEY7EUFbrM7R/6mNggqqWiMgdwFvAgArO60xUHQuMBacrqfLhVsyRmvQ10c201pPE2rhznctFXE1PGsQLrRfSaspj/Mnug6izqtRdJAG7fqzi6eIhrl0xB/YlkjcvCfJ2Hl5P/lYmL5lJVje7D8Ecm3AkhmwgsD+jFZATWEFVdwSM/hP4W8C8/ULmnR2GmOqlPPc+iN793uXXP47jrjHP0+3ym2nc07kP4q7sVly5uB95JUlHX5ipUzTZ55xAbhp8l3ysQt66DDyfzOX59ctY27DVobKShq24bdATjCvNJ8buQzDHIByJYSHQUUTa4Vx1dA1wXWAFEWmuqrnu6DBgtTs8DXhCRFLd8QuA+8MQU7WK7B3V7n0QJ95DYosBpH42koeymhE/bAjnddzKpqET+YPdB1GrVO2EsuI92Uv06UVEaRTb1zVFD1+PgH/rbpb+ZwyvtL+YBwYMo70cThxJpSU08Np9CObYVTkxqGqpiNyNc5CPBsap6koRGQlkqepU4HciMgwoBXYCN7vz7hSRx3CSC8DIgyeizZHt9kUzOao7vXq/xW82j+fmF56h9yU3knJWIq+eNYc/nrSctYWph+p/tzeNUT90td+DqM1iFG8nL5p4uLtIUr3ENvKye1tjir7KZvGs1ynCyQyq8HnDlpx0/ggmxhaSVJIfqchNPWM3uFWzmmhNNIjycYH/exIXj2JkYhyJl19Katt9SJT/YBDEJ5bg3RtL9MJEonYeOTnUhqfS1nXH2krwNStFexYRnejDU3z4QgK/L5pdPySwY9K7jEhsxjmdriMl2vk+JwLnxe7ntJJd1jY0FWK/x3Ac2eeP5j+cTpezx/L73Clc9vLTDGndBYl27nMQEfx9ziWjSzEyYC+edUnEZTuPyVJASgV2R2NdTzVBIc0HUe4XMoGS9j7i2xRTtDeJ3V/64NtFh2r7PcW8m7eGdd1/xyupiTTzbjt8eYYC9mBeUw0sMdQjgfdBvFcwE586ly+q38c5E8Zy59Kzib+gJ+kdC6CjM8/BVODJTSB2UTxSbM9VrC7a0Ie31wHimniCpsf6he1rMij5eAZPbt/M2g5DD30ucVHx/Ob06/lTaT7RXnvAoqkZlhiqWU2dqD60HnVe/rQ09ODhRWBOi4f59ZpZ/N9zL3PSJddBSvKheaNS4sk4uQD/EA/+pUnohklUtPVwvHY7VaSrSFEEAVE8p3qJ6VSE+KLJXZ6BFgUkh/ydzP/sWd4++ef89fzLOaPk8I3/ghJVapeZmppliaGeOtxR5Pzp780ns2MmT7bpzYbp/6TJ/sNXEJ/jL6H/Rb+gwTlNSMnci+/0aPylh1sOmhNH3MpY8FlX01HF+fF08SLph3+8JirOR1y8n51b0yj58gcmzxnL99GJh8pzUltxft+RTIjaTUKJXXthIs8SQw2L5KWuDX0lPB5TwqY+v2a3HL5zbv4B+MOCcYxaUML+n19FXMbhBBAdU0rjU3bhbRnjnLguCN5lwvVsn9rY8ji296b4WpaiPYqJifOzZ3safn/UwSJKcrxsm/QmjzQ+iesueIrb4v2H5mzqL6bFgQLwl7NoY2qYJYbjjABti3cHTesGXNjrWh7M20Gvfz7D+dGHd4uk+IYUXXodad1Kie1fiGdTIlG7yz8PEb09CtlT/3YrTffiSyvnCj4Bf4aPuOYH2L87mT1flVDwySuUljqtBj/KxxJNQc97GJcSTbp3G9jpAlOL1b//YFMpJ3oKeTM1gY8Gj+bNwsM/4rKntIgmk1/m3iVdiR16Lhnt8pETy1+O+sGzNtnpevLXg66nWD+erl7i2hUd8Z/F54ti2+oMDkz5hEf37iKm6z0kRrlXhSH8rGEsA7z5RNnPI5s6wBJDhEX6mUyBYtTPFd5tXJFweJoC8/vexx3rFvDbMc/TuecQiIsrewFJicT3OIEmnXbgbRlL9KKEI7YuAinvVf0NhJnvBB/avZjYOB956zLwfrcZ8ZaWXbloH7MXv8XkztczqnN7Ti0JbpVhCcHUIZYYzBEJcI5nBxPbnsazrXrx1MbPiPGW/bzmuJL93PdlDidedTNNunqI7VdYs8GGWTSwf08ye772sHjKGF7JOAV/dNlJsTQ+hSsGPMYE2UlcaFIwpo6xxFCLRfaZTMGS/R4eivJQeEpfSqXsVoBHonh6r5/o98fwuyXdiep9DkTX4e4krw/PtM8ZtSOPDn1G8FaChygt+wxxnN9Hg9L8cp4NbEzdYonBVJgAKeW0Fg56Kh6+7vMAd6z7mkEvjya5Dh8pCySGBZ2v5/FOJ3OaZ6fdZWyOG5YY6pDw/uxj9RDgPG8B3dqfwecdB1Bchy/B7BKt3OPNI95zxF+aNabescRgqkUDn4fLfVsjHUbVlHOe2Zj6zh6MY4wxJoglBmOMMUEsMRhjjAliicEYY0wQSwzGGGOCWGIwxhgTxBKDMcaYIJYYjDHGBAlLYhCRoSKyRkTWich9ZZT/UURWicgyEZkpcvjBzSLiE5El7mtqOOIxxhhTeVW+81lEooGXgMFANrBQRKaq6qqAat8BmapaJCJ3An8HrnbLilW1W1XjMMYYEx7haDGcCaxT1fWq6gEmAsMDK6jqF6p68Der5gOtwrBeY4wx1SAciaElsCVgPNudVp5fAp8GjCeISJaIzBeRS8ubSURud+tl5e/dW7WIjTHGlCscD9Er64H7ZT5rWUSuBzKBvgGT26hqjoi0B2aJyHJV/fEnC1QdC4wFyOzQoe4+y9kYY2q5cLQYsoHWAeOtgJzQSiIyCHgQGKaqh55sr6o57t/1wGygexhiMsYYU0nhSAwLgY4i0k5E4oBrgKCri0SkO/AaTlLIC5ieKiLx7nA60BsIPGltjDGmhlW5K0lVS0XkbmAazs/kjlPVlSIyEshS1anAU0AD4H0RAdisqsOAU4HXRMSPk6RGh1zNZIwxpoaF5Yd6VPUT4JOQaSMChgeVM983wBnhiMEYY0x42J3PxhhjglhiMMYYE8QSgzHGmCCWGIwxxgSxxGCMMSaIJQZjjDFBLDEYY4wJYonBGGNMEEsMxhhjglhiMMYYE8QSgzHGmCCWGIwxxgSxxGCMMSaIJQZjjDFBLDEYY4wJYonBGGNMEEsMxhhjglhiMMYYE8QSgzHGmCCWGIwxxgSxxGCMMSZIWBKDiAwVkTUisk5E7iujPF5E3nPLF4hI24Cy+93pa0RkSDjiMcYYU3lVTgwiEg28BFwInAZcKyKnhVT7JbBLVU8CngP+5s57GnANcDowFHjZXZ4xxpgICUeL4UxgnaquV1UPMBEYHlJnOPCWO/wBMFBExJ0+UVVLVHUDsM5dnjHGmAgJR2JoCWwJGM92p5VZR1VLgT1AkwrOC4CI3C4iWSKSlb93bxjCNsYYU5ZwJAYpY5pWsE5F5nUmqo5V1UxVzcxISTnGEI0xxlRUOBJDNtA6YLwVkFNeHRGJARoBOys4rzHGmBoUjsSwEOgoIu1EJA7nZPLUkDpTgZvc4Z8Ds1RV3enXuFcttQM6At+GISZjjDGVFFPVBahqqYjcDUwDooFxqrpSREYCWao6FfgX8LaIrMNpKVzjzrtSRCYBq4BS4C5V9VU1JmOMMZVX5cQAoKqfAJ+ETBsRMHwAuLKceR8HHg9HHMYYY6rO7nw2xhgTxBKDMcaYIJYYjDHGBLHEYIwxJoglBmOMMUEsMRhjjAliicEYY0wQSwzGGGOCWGIwxhgTxBKDMcaYIJYYjDHGBLHEYIwxJoglBmOMMUEsMRhjjAliicEYY0wQSwzGGGOCWGIwxhgTxBKDMcaYIJYYjDHGBLHEYIwxJkiVEoOIpInIdBH5wf2bWkadbiIyT0RWisgyEbk6oOxNEdkgIkvcV7eqxGOMMabqqtpiuA+YqaodgZnueKgi4EZVPR0YCowRkcYB5X9W1W7ua0kV4zHGGFNFVU0Mw4G33OG3gEtDK6jqWlX9wR3OAfKAjCqu1xhjTDWpamI4QVVzAdy/TY9UWUTOBOKAHwMmP+52MT0nIvFVjMcYY0wVxRytgojMAJqVUfTgsaxIRJoDbwM3qarfnXw/sA0nWYwF/gKMLGf+24HbAdqkpx/Lqo0xxhyDoyYGVR1UXpmIbBeR5qqa6x7488qplwL8D3hIVecHLDvXHSwRkTeAPx0hjrE4yYPMDh30aHEbY4ypnKp2JU0FbnKHbwI+Cq0gInHAFODfqvp+SFlz96/gnJ9YUcV4jDHGVFFVE8NoYLCI/AAMdscRkUwRed2tcxXQB7i5jMtS3xWR5cByIB0YVcV4jDHGVNFRu5KORFV3AAPLmJ4F3OYOvwO8U878A6qyfmOMMeFndz4bY4wJYonBGGNMEEsMxhhjglhiMMYYE8QSgzHGmCCWGIwxxgSxxGCMMSaIJQZjjDFBLDEYY4wJYonBGGNMEEsMxhhjglhiMMYYE8QSgzHGmCCWGIwxxgSxxGCMMSaIJQZjjDFBLDEYY4wJYonBGGNMEEsMxhhjglhiMMYYE0RUNdIxHDMRyQc2RTqOo0gHCiIdRCVY3DXL4q5Zx3vcJ6pqxtEq1cnEUBeISJaqZkY6jmNlcdcsi7tmWdwVY11JxhhjglhiMMYYE8QSQ/UZG+kAKsnirlkWd82yuCvAzjEYY4wJYi0GY4wxQSwxGGOMCWKJoZJEJE1EpovID+7f1DLqdBOReSKyUkSWicjVAWVvisgGEVnivrpVc7xDRWSNiKwTkfvKKI8Xkffc8gUi0jag7H53+hoRGVKdcVYi7j+KyCp3+84UkRMDynwB23dqLYv7ZhHJD4jvtoCym9z96gcRuamWxf1cQMxrRWR3QFkkt/c4EckTkRXllIuI/MN9X8tEpEdAWSS399Hi/oUb7zIR+UZEugaUbRSR5e72zgprYKpqr0q8gL8D97nD9wF/K6POyUBHd7gFkAs0dsffBH5eQ7FGAz8C7YE4YClwWkid3wCvusPXAO+5w6e59eOBdu5yomtR3P2BJHf4zoNxu+P7IrRvVCTum4EXy5g3DVjv/k11h1NrS9wh9X8LjIv09nbX3QfoAawop/wi4FNAgLOBBZHe3hWM+9yD8QAXHozbHd8IpFdHXNZiqLzhwFvu8FvApaEVVHWtqv7gDucAecBR7zqsBmcC61R1vap6gIk48QcKfD8fAANFRNzpE1W1RFU3AOvc5dWKuFX1C1UtckfnA61qKLYjqcj2Ls8QYLqq7lTVXcB0YGg1xRnqWOO+FphQI5EdharOAXYeocpw4N/qmA80FpHmRHZ7HzVuVf3GjQtqcP+2xFB5J6hqLoD7t+mRKovImTjfwn4MmPy420R8TkTiqy9UWgJbAsaz3Wll1lHVUmAP0KSC81aXY133L3G+FR6UICJZIjJfRH6SuKtRReO+wv38PxCR1sc4b3Wo8LrdLrt2wKyAyZHa3hVR3nuL5PY+VqH7twKfi8giEbk9nCuKCefC6hsRmQE0K6PowWNcTnPgbeAmVfW7k+8HtuEki7HAX4CRlY/2yCGUMS30OuXy6lRk3upS4XWLyPVAJtA3YHIbVc0RkfbALBFZrqo/ljV/mFUk7o+BCapaIiJ34LTWBlRw3upyLOu+BvhAVX0B0yK1vSuiNu7fFSYi/XESw3kBk3u727spMF1EvndbIFVmLYYjUNVBqtq5jNdHwHb3gH/wwJ9X1jJEJAX4H/CQ24Q9uOxct1lbArxB9XbPZAOtA8ZbATnl1RGRGKARThO3IvNWlwqtW0QG4STrYe72BA5136Gq64HZQPfqDDbAUeNW1R0Bsf4T6FnReavRsaz7GkK6kSK4vSuivPcWye1dISLSBXgdGK6qOw5OD9jeecAUwnkMqamTLPXtBTxF8Mnnv5dRJw6YCfyhjLLm7l8BxgCjqzHWGJyTau04fFLx9JA6dxF88nmSO3w6wSef11NzJ58rEnd3nO65jiHTU4F4dzgd+IEjnEiNQNzNA4YvA+a7w2nABjf+VHc4rbbE7dY7BefEp9SG7R0QQ1vKP4l7McEnn7+N9PauYNxtcM7rnRsyPRloGDD8DTA0bDHV5AaoTy+c/veZ7j/AzIM7E053xuvu8PWAF1gS8Ormls0ClgMrgHeABtUc70XAWvcg+qA7bSTOt2yABOB9dyf8FmgfMO+D7nxrgAtreDsfLe4ZwPaA7TvVnX6uu32Xun9/WcvifhJY6cb3BdApYN5b3c9hHXBLbYrbHX+EkC8ytWB7T8C56s+L0wr4JXAHcIdbLsBL7vtaDmTWku19tLhfB3YF7N9Z7vT27rZe6u5HD4YzLnskhjHGmCB2jsEYY0wQSwzGGGOCWGIwxhgTxBKDMcaYIJYYjDHGBLHEYIwxJoglBmOMMUH+HzhTvwhY0G+bAAAAAElFTkSuQmCC
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<p>You can see that the model using dropout does better at tracking the function that generated the data.</p>

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<p>Plot out the loss for the training and validation data on both models, we use the log to make the difference more apparent</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the LOSS</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mf">6.1</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="k">def</span> <span class="nf">plot_LOSS</span><span class="p">():</span>
    <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">LOSS</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">value</span><span class="p">)),</span> <span class="n">label</span><span class="o">=</span><span class="n">key</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;iterations&quot;</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="s2">&quot;Log of cost or total loss&quot;</span><span class="p">)</span>

<span class="n">plot_LOSS</span><span class="p">()</span>
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<p>You see that the model without dropout performs better on the training data, but it performs worse on the validation data. This suggests overfitting.  However, the model using dropout performed better on the validation data, but worse on the training data.</p>

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<p><a href="http://cocl.us/pytorch_link_bottom">
    <img src="https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DL0110EN/notebook_images%20/notebook_bottom%20.png" width="750" alt="PyTorch Bottom" />
</a></p>

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<h2>About the Authors:</h2><p><a href="https://www.linkedin.com/in/joseph-s-50398b136/">Joseph Santarcangelo</a> has a PhD in Electrical Engineering, his research focused on using machine learning, signal processing, and computer vision to determine how videos impact human cognition. Joseph has been working for IBM since he completed his PhD.</p>

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<p>Other contributors: <a href="https://www.linkedin.com/in/michelleccarey/">Michelle Carey</a>, <a href="www.linkedin.com/in/jiahui-mavis-zhou-a4537814a">Mavis Zhou</a></p>

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<p>Copyright &copy; 2018 <a href="cognitiveclass.ai?utm_source=bducopyrightlink&utm_medium=dswb&utm_campaign=bdu">cognitiveclass.ai</a>. This notebook and its source code are released under the terms of the <a href="https://bigdatauniversity.com/mit-license/">MIT License</a>.</p>

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