3.2.1.logistic_regression_with_mean_square_error_v2.html

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  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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<h1>Logistic Regression Training Mean Square Error</h1>
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<p><h2>Table of Contents</h2></p>
<p>In this lab, you will see what happens when you use the root mean square error cost or total loss function using random initialization for a parameter values.</p><p><ul>
    <li><a href="#Makeup_Data">Make Some Data</a></li>
    <li><a href="#Model_Cost">Create the Model and Cost Function the PyTorch way</a></li>
    <li><a href="#BGD">Train the Model: Batch Gradient Descent</a></li>
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<p>Estimated Time Needed: <strong>30 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">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span> 
<span class="kn">from</span> <span class="nn">mpl_toolkits</span> <span class="k">import</span> <span class="n">mplot3d</span>
<span class="kn">import</span> <span class="nn">torch</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>
<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
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<p>The class <code>plot_error_surfaces</code> is just to help you visualize the data space and the parameter space during training and has nothing to do with PyTorch.</p>

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

<span class="k">class</span> <span class="nc">plot_error_surfaces</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
    
    <span class="c1"># Construstor</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">w_range</span><span class="p">,</span> <span class="n">b_range</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="n">n_samples</span> <span class="o">=</span> <span class="mi">30</span><span class="p">,</span> <span class="n">go</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
        <span class="n">W</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="n">w_range</span><span class="p">,</span> <span class="n">w_range</span><span class="p">,</span> <span class="n">n_samples</span><span class="p">)</span>
        <span class="n">B</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="n">b_range</span><span class="p">,</span> <span class="n">b_range</span><span class="p">,</span> <span class="n">n_samples</span><span class="p">)</span>
        <span class="n">w</span><span class="p">,</span> <span class="n">b</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">W</span><span class="p">,</span> <span class="n">B</span><span class="p">)</span>    
        <span class="n">Z</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="mi">30</span><span class="p">,</span> <span class="mi">30</span><span class="p">))</span>
        <span class="n">count1</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">y</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="bp">self</span><span class="o">.</span><span class="n">x</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="k">for</span> <span class="n">w1</span><span class="p">,</span> <span class="n">b1</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">w</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
            <span class="n">count2</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="k">for</span> <span class="n">w2</span><span class="p">,</span> <span class="n">b2</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">w1</span><span class="p">,</span> <span class="n">b1</span><span class="p">):</span>
                <span class="n">Z</span><span class="p">[</span><span class="n">count1</span><span class="p">,</span> <span class="n">count2</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</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="p">(</span><span class="mi">1</span> <span class="o">/</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="o">*</span><span class="n">w2</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">b2</span><span class="p">))))</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>
                <span class="n">count2</span> <span class="o">+=</span> <span class="mi">1</span>   
            <span class="n">count1</span> <span class="o">+=</span> <span class="mi">1</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">Z</span> <span class="o">=</span> <span class="n">Z</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">w</span> <span class="o">=</span> <span class="n">w</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">b</span> <span class="o">=</span> <span class="n">b</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">W</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">B</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">LOSS</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">n</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">if</span> <span class="n">go</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</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">7.5</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">(</span><span class="n">projection</span> <span class="o">=</span> <span class="s1">&#39;3d&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">plot_surface</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">w</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">b</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">Z</span><span class="p">,</span> <span class="n">rstride</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">cstride</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;viridis&#39;</span><span class="p">,</span> <span class="n">edgecolor</span> <span class="o">=</span> <span class="s1">&#39;none&#39;</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Loss Surface&#39;</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">figure</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;Loss Surface Contour&#39;</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;b&#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="bp">self</span><span class="o">.</span><span class="n">w</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">b</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">Z</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
            
     <span class="c1"># Setter</span>
    <span class="k">def</span> <span class="nf">set_para_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">loss</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">n</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">n</span> <span class="o">+</span> <span class="mi">1</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">W</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">list</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="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">B</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">list</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="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">LOSS</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span>
    
    <span class="c1"># Plot diagram</span>
    <span class="k">def</span> <span class="nf">final_plot</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> 
        <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">(</span><span class="n">projection</span> <span class="o">=</span> <span class="s1">&#39;3d&#39;</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">plot_wireframe</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">w</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">b</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">Z</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">W</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">B</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">LOSS</span><span class="p">,</span> <span class="n">c</span> <span class="o">=</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">marker</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">s</span> <span class="o">=</span> <span class="mi">200</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">figure</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="bp">self</span><span class="o">.</span><span class="n">w</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">b</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">Z</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">W</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">B</span><span class="p">,</span> <span class="n">c</span> <span class="o">=</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">marker</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
        
    <span class="c1"># Plot diagram</span>
    <span class="k">def</span> <span class="nf">plot_ps</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">ylim</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="p">,</span> <span class="s1">&#39;ro&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s2">&quot;training points&quot;</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">W</span><span class="p">[</span><span class="o">-</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">x</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">B</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">label</span> <span class="o">=</span> <span class="s2">&quot;estimated line&quot;</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="mi">1</span> <span class="o">/</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span> <span class="o">*</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">W</span><span class="p">[</span><span class="o">-</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">x</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">B</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]))),</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;sigmoid&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;y&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">((</span><span class="o">-</span><span class="mf">0.1</span><span class="p">,</span> <span class="mi">2</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;Data Space Iteration: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">n</span><span class="p">))</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">122</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="bp">self</span><span class="o">.</span><span class="n">w</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">b</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">Z</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">W</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">B</span><span class="p">,</span> <span class="n">c</span> <span class="o">=</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">marker</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Loss Surface Contour Iteration&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">n</span><span class="p">))</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="p">)</span>
        
<span class="c1"># Plot the diagram</span>

<span class="k">def</span> <span class="nf">PlotStuff</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">epoch</span><span class="p">,</span> <span class="n">leg</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">model</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;epoch &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">epoch</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">Y</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">leg</span> <span class="o">==</span> <span class="kc">True</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="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
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<p>Set the random seed:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Set random seed</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>
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<pre>&lt;torch._C.Generator at 0x7f04010d7670&gt;</pre>
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<h2 id="Makeup_Data">Get Some Data</h2>
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<p>Create the <code>Data</code> class</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create the data class</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="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">arange</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="mf">0.1</span><span class="p">)</span><span class="o">.</span><span class="n">view</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="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">zeros</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">shape</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="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">x</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mf">0.2</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">len</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">shape</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 items</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>
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<p>Make <code>Data</code> object</p>

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<span class="n">data_set</span> <span class="o">=</span> <span class="n">Data</span><span class="p">()</span>
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<h2 id="Model_Cost">Create the Model and Total Loss Function (Cost)</h2>
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<p>Create a custom module for logistic regression:</p>

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

<span class="k">class</span> <span class="nc">logistic_regression</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"># Construstor</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_inputs</span><span class="p">):</span>
        <span class="nb">super</span><span class="p">(</span><span class="n">logistic_regression</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">linear</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_inputs</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
        
    <span class="c1"># Prediction    </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">yhat</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">linear</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
        <span class="k">return</span> <span class="n">yhat</span>
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<p>Create a logistic regression object and print the parameters:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create model object and print parameter</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">logistic_regression</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The parameters: &quot;</span><span class="p">,</span> <span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">())</span>
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<pre>The parameters:  OrderedDict([(&#39;linear.weight&#39;, tensor([[-0.0075]])), (&#39;linear.bias&#39;, tensor([0.5364]))])
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<p>Create a <code>plot_error_surfaces</code> object to visualize the data space and the parameter space during training:</p>

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

<span class="n">get_surface</span> <span class="o">=</span> <span class="n">plot_error_surfaces</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">13</span><span class="p">,</span> <span class="n">data_set</span><span class="p">[:][</span><span class="mi">0</span><span class="p">],</span> <span class="n">data_set</span><span class="p">[:][</span><span class="mi">1</span><span class="p">],</span> <span class="mi">30</span><span class="p">)</span>
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<pre>&lt;Figure size 432x288 with 0 Axes&gt;</pre>
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<p>Create <code>DataLoader</code> object, cost or criterion function and <code>optimizer</code>:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create DataLoader, Cost Function, Optimizer</span>

<span class="n">trainloader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span> <span class="o">=</span> <span class="n">data_set</span><span class="p">,</span> <span class="n">batch_size</span> <span class="o">=</span> <span class="mi">3</span><span class="p">)</span>
<span class="n">criterion_rms</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MSELoss</span><span class="p">()</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mi">2</span>
<span class="n">optimizer</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">SGD</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="n">learning_rate</span><span class="p">)</span>
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<h2 id="BGD">Train the Model via Batch Gradient Descent</h2>
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<p>Train the model</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train the model</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="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">trainloader</span><span class="p">:</span>
            <span class="n">yhat</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
            <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion_rms</span><span class="p">(</span><span class="n">yhat</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
            <span class="n">optimizer</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">optimizer</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
            <span class="n">get_surface</span><span class="o">.</span><span class="n">set_para_loss</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">loss</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
        <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="mi">20</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">get_surface</span><span class="o">.</span><span class="n">plot_ps</span><span class="p">()</span>

<span class="n">train_model</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
</pre></div>

    </div>
</div>
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Euj1UK0FSPuADqUI7RngatCPq8AWgNXAc+GKxduM6ElCOnpJXfa4i09vfy8KOpec+WDmvGzyXqwY+eYtluirkdVhBbfu+GgDbAh5PNGLy1c+hF4Tsa3ArRv396fKI3KsX595dJD8ypRd8kxXZjdoRd3Z/6TemtXx6zdiPIqSbwnQ8oauWo56UcmmlNx4hHuH1779uXnVbLuuH6Xc1Tefq7Zviym7R5RNwbEW2gbgXYhn9sCueWkG9WBhx+GtLSSaWlpLr28vErUzW7elunHn87IJdNp9IffxazdMuvGgmjPOSPdKH+MdiElJ0O+8NKb4R7r1NTb1gDNKurLxmgJxKRJbowj4l5DJxbKy4uw7i+H3qkn/Oot3T5xckzbDVtXqzZGi0QodxDBjF+Yuq8Am4F83FHqJmA0MNrLF+ApIAdYCmSE1L0RyPa2GyLpz4SWGmzcdUA73/O+/v7fywLttypCi2Qy5BhgvogsBCYA071OIzlaVuRWrMDYMHkTvP4MowTPzXITH7cOSAybgkiocIymqr8FjgNeAEYBq0TkjyKSOLevGimDsylYz6W9EsemIBIimgzxjjzfelsBbtz0hog85mNshnEE/5yzhkMFiWVTEAkVnjqKyM+AkcB23LPMfqOq+SJSA1gF/I+/IRqGY19ePv/6bB1DuieWTUEkRDJGawFcpqrrQhNVtUhELvInLMM4kknz1rMvL/FsCiKhQqGp6n3l5C2PbTiGUTZ5+YW84NkUnNw2sWwKIiHeF6wNIyJeX7CR7fsPVcujGZjQjGpAQWERz87MoVf7JvTrlHg2BZFgQjMSnneX5LJx10HGJqhNQSSY0IyEpjrYFESCCc1IaD7+ZisrtyS2TUEkmNCMhEVVeeqTbGdTcErreIdTJUxoRsLy2eodLNqwm1sHdKZWzeq9q1bv6I2k5unMHFo0rMvlfdrGO5QqY0IzEpIlG3fz6art3HxWR+rVrhlMp99thz2bfGnahGYkJOM+yeGoerW4pq/PPjCH9sOS12Dy5fCX42HWn33pJt7mPIZxBNlb9zP9628ZO6gLjerVjn0HhfmQ/TEsfR1WfAD5B6BxOzjjp3DKlbHvDxOakYA8MzOHurVqcEP/DrFrVBU2LYRFk+Crd+DgTqjfFHqMgJOvgHZ9nXmqT/gqNBEZAjwB1ASeV9VHSuX/DTjb+5gGtFLVJl5eIc7eAGC9ql7iZ6xGYrBp90He+XIT1/ZLp3nDulVvcP82WDIFvpwE276BWvWh64Vw8uXQeTDUqlP1PiLAN6GJSE2cH8iPcH4h80Vkqqp+XVxGVe8MKf9ToFdIEwdVtadf8RmJSbFNwS1VsSkoLIDsj5y4Vn4IRQXQ9jS4+EnofinUOypG0UaOn0e004BsVV0NICJTgGHA12HKXwX83sd4jARnh2dTMLxXG9pEY1Owez0smOgEtn8LNGgJ/W6HntdCq64xj7cy+Cm0styG+5ZVUETSgY7AjJDkeiKShbNOeERV3wlT15yKk4R/zlnrbAoGVsKmoKgIcmbA/Odh1XSXdtx50Pt691rTh8mUKPBTaBG7DQMjgDdUtTAkrb2q5opIJ2CGiCxV1ZwjGlQdD4wHyMjIiMidy0g89uXl8+JnaxnS/Ri6tIrApuC7HW5iI2sC7Frrjl5n/hL6jIIm7SqqHTh+Cq0ybsMjKGU7p6q53utqEcnEjd+OEJqRHEz+PEKbgs1L4PNnYOkbUHgI0vvD4N9Bt0sCm9iIBj+FNh84TkQ6AptwYrq6dCEROQHnqvVZSFpT4ICqHhKRFkB/wBy3kpS8/EKe/7Qcm4KiQlg5HeaNg7WfQu0G0Ps6yLgJjj4x+ICjwDehqWqBiNwBTMdN709Q1a9E5AGc4+tUr+hVwJRSpqzdgGdFpAi3euWR0NlKI7n4waagV8mMQ/th0WSY9zTsWuMuKv/oQTf+qt8kPsFGia/X0VT1A+CDUmn3lfp8fxn15gIn+xmbkRgUFBYxflYpm4K9ue7oteBfcGiPm5o/9/fQ9WKoWT3XWFTPqI2k4b0lm9mw8yD3XdQd2b4S5jwJS14FLYLuw6HfGGibEe8wq4wJzYgbRUXKuMxshjffwLmLXoKV09zKjYwb4fSx0DQ93iHGDBOaER9UWTzjVR7a9Tin1VgBG5rCwLvhtFuhQfN4RxdzTGhGsBQVwfKp6Kw/02vLMrbUbEHhj/5EzYyRUKdBvKPzDROaEQyFBfDVWzDrL7B9BXlHdeS334+m10W3cO0Z1dMUtTKY0Ax/Kcx3kxuf/hV2roaW3eDHL3Db58fy9YEDPHxqx3hHGAgmNMMfCr5318BmP+4W+x5zClw5CU64kKW5+5iVPZu7hnQNzqYgzpjQjNhSmA+LXnaniHvWQ5s+MPQvboGv5zI8LjObRvVqcW2/1FkEbkIzYkNhgbvBcuZjsHsdHNsbLnocupx7WGDgbAo+/MpHm4IExYRmVI3CAlj6mhPYrjXQuicM/XOJI1govtgUVANMaEZ0FBW5WcTMP8GObDcGG/EKnHBBmQIDH2wKqhEmNKNyqMI378MnD8PWr6FVdzfJ0fWisAIrJiY2BdUUE5oRGaruTuYZD0HuQmjWGX78AnS/LCL3qCrbFFRzTGhGxaybCx8/COvnultVLvkH9LiqUivpJ86NwqYgiTChGeHJXQQzHoTs/0LDo900fe/roVblxlf78vKZOHct558YoU1BEmJCM45k+yp3ivj1O85k9Nw/uMW+ddKiau6wTcHZqXk0AxOaEcruDTDzUXfBuVY9GPA/cMYdUK8Me4EIycsv5IXZzqbglLbV667oWOLrQy5EZIiIrBCRbBG5u4z8USKyTUQWedvNIXkjRWSVt430M86U57vt8OE98H+93brEvrfBzxfD4HurJDKANxZsZNu+Q9w+KHWPZhBnp2KPV1X1jlJ1m+HMVDNwFnULvLq7/Io3JcnbA5895bb8A9DzGhh4V8zs2goKi3h2Vg492zXh9E7Jd49ZZUgkp+JQzgc+UtWdXt2PgCHAKz7FmlrkH3SGo5/+FQ7ughOHw+DfQovjYtpNsU3B7y48EangGluykwhOxT8WkQHASuBOVd0Qpm6bsjoxp+JKUJjv7LJnPgb7cqHzOXDO7+DYXhXXrSRFRcrTmTkcf3RDzu12dMzbr274OUaLxKn4XaCDqp4C/Bd4sRJ1XaLqeFXNUNWMli1bRh1sUlNUBMvehKf6wnu/gMZtYdT7cN1bvogMYMY3W1mxZR+3D+pMjRqpfTSDODsVq+qOkI/PAY+G1B1Uqm5mzCNMdlRh1X/cxeYtS6HViRWuR4xNt8pTmdm0bVqfi0851rd+qhN+HtEOOxWLSB2cU/HU0AIi0jrk4yXAcu/9dOA8EWnquRaf56UZkbJ2Nkw4H16+Ar7fB5c9B6NnQ9ehvooMYN7qnXy5fje3DehErZr29GaIv1Pxz0TkEtwTY3YCo7y6O0XkQZxYAR4onhgxKiD3S/j4AbcusVFruOhv0Ou6QJ+qMi4zmxYN63J5RuI9bCJeSEkn7upNRkaGZmVlxTuM+LB1uVtRv/xdqN8MzvolnHoz1A52Ae/SjXu4+B/OpiDZrp2JyAJVjcrN1VaGVHe2Z8PMR9zTVeo0dN6Ip4+Ny1MtITVtCiLBhFZd2bXOTdMvfsUt8j3zF3DGzyCtWdxCKrYpGDOoc0rZFESCCa26sWcTfPoXWPgSSA23XOrMO6Fhq3hHxrOHbQpSw0KuMpjQqgt7N8Ocv0PWP90DIHpfDwN+DUclxvR57u6DvO3ZFLRIMZuCSDChJTolBFYIPUa4VfUJ9gCI5z5NXZuCSDChJSpHCOwqOOtX0CzxTst27D/EK1+sZ1jP1LQpiAQTWqKxNxfmPPGDwHpe7QTWtEO8IwtLsU3B7YPsaBYOE1qisHONO4ItetmNwaqBwMDZFLx42KagUbzDSVhMaPFm63KY/Td3HaxGLbeKo//PE24MFo6XP1/P3hS3KYgEE1q8yP3S+dN/8x7UbgD9boczfgqNjol3ZBGTl1/I87PXcGaX1LYpiAQTWpCowupMmPukW4tYr7GbQex3e1wvNEdLsU3BE1f2jHcoCY8JLQgKC5yj1Jwn4Nsl0KAVnPN7txYxTkulqkoJm4LOqW1TEAkmND85tB++fAk+G+ceYdT8OLj4STjlSqhdL97RVYn3l5pNQWUwofnB3lznyTH/BcjbDe1PhwseheOHRGSfnegUFSnjPsnhuFZmUxApJrRYoQob58Pnz8DX/4aiQuh2EZzxc2h3aryjiynFNgWPX9HDbAoixIRWVQoOwVfvOIHlLoS6jaHvaDf+SsBVHFVFVRlXbFPQIzHWWVYHfBWaiAwBnsDdYf28qj5SKv+XwM24O6y3ATeq6jovrxBY6hVdr6qX+Blrpdm7GRZMhKwJ8N1WN/4a+he3VKpu8vrLf75mJwvX7+bBYd2pbTYFERNvA9UvgQxVPSAitwOPAVd6eQdVNbHmjYuKYPUMtzxqxTS3ROq489ytKp0GJ8X4qyKe+iSbFg3rmE1BJYmrgaqqfhJSfh5wrY/xRM/+rW72cMGL7vnMac3dXcx9RkHz1FkRsXTjHj5dtZ3/GXIC9WrXjHc41YpEMFAt5iZgWsjneiKShTutfERV34l9iOVQVOguLi980T3hsqgAOpwF59wH3S6u9KOLkoGnZxbbFFSP5WGJhJ9Ci9gEVUSuxfnsDwxJbq+quSLSCZghIktVNaeMurF1Kt62Eha/DItfdW6+9Zu6yY0+o2JumV2dyNm2n2nLnE3BUWZTUGniaqAKICLnAvcCA1X1UHG6quZ6r6tFJBPoBRwhNFUdD4wH54IVVaQHd8Gyt9zK+U1ZIDWhy7kw5I9w/AXV/uJyLHh2Zg51appNQbT4KbTDBqrAJpyB6tWhBUSkF/AsMERVt4akNwUOqOohEWkB9MdNlMSO/DzI/sitml8xDQoPOSff8x6Ck6+ARnYhtpjc3Qd5a+Emrunb3mwKoiTeBqp/BhoCr3vLe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<p>Get the actual class of each sample and calculate the accuracy on the test data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Make the Prediction</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">label</span> <span class="o">=</span> <span class="n">yhat</span> <span class="o">&gt;</span> <span class="mf">0.5</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The accuracy: &quot;</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">label</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">type</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">ByteTensor</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">float</span><span class="p">)))</span>
<span class="n">label</span>
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<pre>The accuracy:  tensor(1.)
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<pre>tensor([[0],
        [0],
        [0],
        [0],
        [0],
        [0],
        [0],
        [0],
        [0],
        [0],
        [0],
        [0],
        [0],
        [1],
        [1],
        [1],
        [1],
        [1],
        [1],
        [1]], dtype=torch.uint8)</pre>
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<p>The accuracy is perfect.</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" />
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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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