output/09_feedforward_neural_network__housing.html

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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 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=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#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;
}
.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;
}
@-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 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  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 {
  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:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.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 {
  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: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-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.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";
}
/*!
*
* 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;
}
/**
 * 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 {
  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;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#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#login_widget {
  float: right;
}
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;
}
@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;
}
/*!
*
* 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 {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
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 {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.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: baseline;
  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;
}
.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_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;
}
.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;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.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.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.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.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.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;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.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;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-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.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.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.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.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);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* 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;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  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 {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@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. */
  padding: 0.4em;
}
.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. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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;
}
/* 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: 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 {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.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;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.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;
}
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.unrendered .text_cell_render {
  display: none;
}
.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;
}
/* 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;
}
.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 {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#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;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -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.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.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;
}
.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;
}
#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;
}
#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;
}
#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.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.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.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.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.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.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 {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  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;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">time</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">sklearn.datasets</span>
<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>

<span class="c1"># Prints numpy arrays nicer</span>
<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">precision</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">suppress</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">boston_housing</span> <span class="o">=</span> <span class="n">sklearn</span><span class="o">.</span><span class="n">datasets</span><span class="o">.</span><span class="n">load_boston</span><span class="p">()</span>
<span class="c1"># Uncomment the following line for a description of the dataset.</span>
<span class="c1"># print(boston_housing[&#39;DESCR&#39;])</span>
<span class="n">xs</span> <span class="o">=</span> <span class="n">boston_housing</span><span class="o">.</span><span class="n">data</span>
<span class="n">ys</span> <span class="o">=</span> <span class="n">boston_housing</span><span class="o">.</span><span class="n">target</span>

<span class="n">standardize_xs</span> <span class="o">=</span> <span class="kc">True</span>
<span class="k">if</span> <span class="n">standardize_xs</span><span class="p">:</span>
    <span class="n">xs</span> <span class="o">=</span> <span class="p">(</span><span class="n">xs</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="n">xs</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">))</span> <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">ys</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">ys</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>  <span class="c1"># Adding the extra axis enables tf.matmul later</span>

<span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">ys</span><span class="p">))</span>

<span class="c1"># Perform 60% / 40% training/test split</span>
<span class="n">split_index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">*</span> <span class="mf">0.6</span><span class="p">)</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[:</span><span class="n">split_index</span><span class="p">]</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">split_index</span><span class="p">:]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Num training examples:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Num testing examples:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">test_data</span><span class="p">))</span>
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<pre>Num training examples: 303
Num testing examples: 203
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Hyperparameters</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.00005</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">standardize_xs</span> <span class="k">else</span> <span class="mf">0.005</span>
<span class="n">num_epochs</span> <span class="o">=</span> <span class="mi">500</span>
<span class="n">num_features</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
<span class="n">num_hidden</span> <span class="o">=</span> <span class="mi">20</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">10</span>

<span class="c1"># Model Definition</span>
<span class="n">batch_x</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="n">num_features</span><span class="p">])</span>
<span class="n">batch_y</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>

<span class="n">W1</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">random_normal</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="n">num_features</span><span class="p">,</span> <span class="n">num_hidden</span><span class="p">],</span>
                                  <span class="n">mean</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">stddev</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
<span class="n">b1</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="n">num_hidden</span><span class="p">]))</span>

<span class="n">W2</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">random_normal</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="n">num_hidden</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span>
                                  <span class="n">mean</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">stddev</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
<span class="n">b2</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>

<span class="n">h</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">batch_x</span><span class="p">,</span> <span class="n">W1</span><span class="p">)</span> <span class="o">+</span> <span class="n">b1</span><span class="p">)</span>
<span class="n">y_prediction</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">h</span><span class="p">,</span> <span class="n">W2</span><span class="p">)</span> <span class="o">+</span> <span class="n">b2</span>

<span class="n">loss</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">reduce_mean</span><span class="p">((</span><span class="n">batch_y</span> <span class="o">-</span> <span class="n">y_prediction</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">train_op</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">GradientDescentOptimizer</span><span class="p">(</span><span class="n">learning_rate</span><span class="p">)</span><span class="o">.</span><span class="n">minimize</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">tf</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span> <span class="k">as</span> <span class="n">sess</span><span class="p">:</span>
    <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">global_variables_initializer</span><span class="p">())</span>

    <span class="c1"># Training</span>
    <span class="n">time_before</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="n">losses</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># Storing losses so we can plot them later</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">num_epochs</span><span class="p">):</span>
        <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="n">cumulative_loss</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">),</span> <span class="n">batch_size</span><span class="p">):</span>
            <span class="n">_batch_x</span><span class="p">,</span> <span class="n">_batch_y</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span> <span class="o">+</span> <span class="n">batch_size</span><span class="p">])</span>
            <span class="n">_loss</span><span class="p">,</span> <span class="n">_train_op</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
                <span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">train_op</span><span class="p">),</span>
                <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">_batch_x</span><span class="p">,</span> <span class="n">batch_y</span><span class="p">:</span> <span class="n">_batch_y</span><span class="p">})</span>
            <span class="n">cumulative_loss</span> <span class="o">+=</span> <span class="n">_loss</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">_batch_x</span><span class="p">)</span>
        <span class="n">average_loss</span> <span class="o">=</span> <span class="n">cumulative_loss</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="mi">25</span> <span class="o">==</span> <span class="mi">24</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Epoch: </span><span class="si">{}</span><span class="s1">, Loss: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">epoch</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">average_loss</span><span class="p">))</span>
        <span class="n">losses</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">average_loss</span><span class="p">)</span>
    <span class="n">time_after</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Training took </span><span class="si">{:.2f}</span><span class="s1">s.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time_after</span> <span class="o">-</span> <span class="n">time_before</span><span class="p">))</span>

    <span class="c1"># Prediction</span>
    <span class="n">train_xs</span><span class="p">,</span> <span class="n">train_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">)</span>
    <span class="n">train_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">train_xs</span><span class="p">})</span>

    <span class="n">test_xs</span><span class="p">,</span> <span class="n">test_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">test_data</span><span class="p">)</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">test_xs</span><span class="p">})</span>
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<pre>Epoch: 25, Loss: 8.334381978110512
Epoch: 50, Loss: 5.414904080601809
Epoch: 75, Loss: 4.409019981673842
Epoch: 100, Loss: 3.8104751837922404
Epoch: 125, Loss: 3.492754294927364
Epoch: 150, Loss: 3.235326082399576
Epoch: 175, Loss: 3.0811681924480023
Epoch: 200, Loss: 2.875031067199833
Epoch: 225, Loss: 2.7233901279594246
Epoch: 250, Loss: 2.615593958215745
Epoch: 275, Loss: 2.5292362974028384
Epoch: 300, Loss: 2.429253905913224
Epoch: 325, Loss: 2.3878954637168657
Epoch: 350, Loss: 2.3247770210697314
Epoch: 375, Loss: 2.1905495553913683
Epoch: 400, Loss: 2.161835534737842
Epoch: 425, Loss: 2.1411229196948187
Epoch: 450, Loss: 2.0805821686294608
Epoch: 475, Loss: 2.016726489901149
Epoch: 500, Loss: 1.969843074630196
Training took 7.67s.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</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 over Time&#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;Epoch&#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;Loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">losses</span><span class="p">)),</span> <span class="n">losses</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_mean_squared_error</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="n">train_ys</span> <span class="o">-</span> <span class="n">train_ys_prediction</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">test_mean_squared_error</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="n">test_ys</span> <span class="o">-</span> <span class="n">test_ys_prediction</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Mean Squared Error on Training data:&#39;</span><span class="p">,</span> <span class="n">train_mean_squared_error</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Mean Squared Error on Testing data:&#39;</span><span class="p">,</span> <span class="n">test_mean_squared_error</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">dpi</span><span class="o">=</span><span class="mi">150</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;Actual vs Predicted Data Points: Training Set&#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;Actual House Price&#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;Predicted House Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="nb">min</span><span class="p">(</span><span class="n">train_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)],</span> <span class="p">[</span><span class="nb">min</span><span class="p">(</span><span class="n">train_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)],</span>
         <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#1D2021&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</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="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#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">dpi</span><span class="o">=</span><span class="mi">150</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;Actual vs Predicted Data Points: Testing Set&#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;Actual House Price&#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;Predicted House Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="nb">min</span><span class="p">(</span><span class="n">test_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)],</span> <span class="p">[</span><span class="nb">min</span><span class="p">(</span><span class="n">test_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)],</span>
         <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#1D2021&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</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="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#CC241D&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>Mean Squared Error on Training data: 1.9093367441821054
Mean Squared Error on Testing data: 115.40770662112813
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