output/04_linear_regression__housing__with_standardization.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">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">0.000001</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="k">if</span> <span class="ow">not</span> <span class="n">standardize_xs</span> <span class="k">else</span> <span class="mi">100</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="c1"># Model Definition</span>
<span class="n">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="n">num_features</span><span class="p">])</span>
<span class="n">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">w</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">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">b</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="mf">0.0</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">tensordot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">w</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="o">+</span> <span class="n">b</span>

<span class="n">loss</span> <span class="o">=</span> <span class="p">(</span><span class="n">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="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>
</pre></div>

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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">train_x</span><span class="p">,</span> <span class="n">train_y</span> <span class="ow">in</span> <span class="n">train_data</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">x</span><span class="p">:</span> <span class="n">train_x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">train_y</span><span class="p">})</span>
            <span class="n">cumulative_loss</span> <span class="o">+=</span> <span class="n">_loss</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">5</span> <span class="o">==</span> <span class="mi">4</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"># Introspection</span>
    <span class="nb">print</span><span class="p">()</span>
    <span class="n">_w</span><span class="p">,</span> <span class="n">_b</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">([</span><span class="n">w</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Estimated w:&#39;</span><span class="p">,</span> <span class="n">_w</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Estimated b:&#39;</span><span class="p">,</span> <span class="n">_b</span><span class="p">)</span>

    <span class="c1"># Prediction</span>
    <span class="n">train_ys</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">train_ys_prediction</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">train_x</span><span class="p">,</span> <span class="n">train_y</span> <span class="ow">in</span> <span class="n">train_data</span><span class="p">:</span>
        <span class="n">train_ys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">train_y</span><span class="p">)</span>
        <span class="n">train_ys_prediction</span><span class="o">.</span><span class="n">append</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">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">train_x</span><span class="p">}))</span>
    <span class="n">train_ys</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)</span>
    <span class="n">train_ys_prediction</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">train_ys_prediction</span><span class="p">)</span>

    <span class="n">test_ys</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">test_x</span><span class="p">,</span> <span class="n">test_y</span> <span class="ow">in</span> <span class="n">test_data</span><span class="p">:</span>
        <span class="n">test_ys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">test_y</span><span class="p">)</span>
        <span class="n">test_ys_prediction</span><span class="o">.</span><span class="n">append</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">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">test_x</span><span class="p">}))</span>
    <span class="n">test_ys</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">test_ys_prediction</span><span class="p">)</span>
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<pre>Epoch: 5, Loss: 14.011948607873137
Epoch: 10, Loss: 12.306036811207107
Epoch: 15, Loss: 11.8410646167503
Epoch: 20, Loss: 11.347839270380291
Epoch: 25, Loss: 11.514160549105414
Epoch: 30, Loss: 11.38466675498672
Epoch: 35, Loss: 11.390735123442667
Epoch: 40, Loss: 11.099531977720023
Epoch: 45, Loss: 11.067058718046024
Epoch: 50, Loss: 11.037505185860132
Epoch: 55, Loss: 11.153630376288978
Epoch: 60, Loss: 11.095751831217527
Epoch: 65, Loss: 11.255103969206973
Epoch: 70, Loss: 11.176986773949418
Epoch: 75, Loss: 10.87949027453869
Epoch: 80, Loss: 11.042135648086488
Epoch: 85, Loss: 10.77755237870739
Epoch: 90, Loss: 10.908081958918071
Epoch: 95, Loss: 11.155589869933813
Epoch: 100, Loss: 11.139031680932426
Training took 10.34s.

Estimated w: [ 0.41  0.14  0.22  0.51 -0.38  6.29 -1.2  -1.89  0.89 -2.29 -1.42  1.24 -0.71]
Estimated b: 22.669363
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<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="prompt input_prompt">In&nbsp;[6]:</div>
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<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: 10.232572929828315
Mean Squared Error on Testing data: 60.92126537311997
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