output/05_linear_regression__housing__with_batching.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="n">num_features</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">10</span>

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

<span class="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">batch_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="n">tf</span><span class="o">.</span><span class="n">reduce_mean</span><span class="p">((</span><span class="n">batch_y</span> <span class="o">-</span> <span class="n">y_prediction</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">train_op</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">GradientDescentOptimizer</span><span class="p">(</span><span class="n">learning_rate</span><span class="p">)</span><span class="o">.</span><span class="n">minimize</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[4]:</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">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">),</span> <span class="n">batch_size</span><span class="p">):</span>
            <span class="n">_batch_x</span><span class="p">,</span> <span class="n">_batch_y</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span> <span class="o">+</span> <span class="n">batch_size</span><span class="p">])</span>
            <span class="n">_loss</span><span class="p">,</span> <span class="n">_train_op</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
                <span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">train_op</span><span class="p">),</span>
                <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">_batch_x</span><span class="p">,</span> <span class="n">batch_y</span><span class="p">:</span> <span class="n">_batch_y</span><span class="p">})</span>
            <span class="n">cumulative_loss</span> <span class="o">+=</span> <span class="n">_loss</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">_batch_x</span><span class="p">)</span>
        <span class="n">average_loss</span> <span class="o">=</span> <span class="n">cumulative_loss</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="mi">25</span> <span class="o">==</span> <span class="mi">24</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Epoch: </span><span class="si">{}</span><span class="s1">, Loss: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">epoch</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">average_loss</span><span class="p">))</span>
        <span class="n">losses</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">average_loss</span><span class="p">)</span>
    <span class="n">time_after</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Training took </span><span class="si">{:.2f}</span><span class="s1">s.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time_after</span> <span class="o">-</span> <span class="n">time_before</span><span class="p">))</span>

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

    <span class="n">test_xs</span><span class="p">,</span> <span class="n">test_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">test_data</span><span class="p">)</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">test_xs</span><span class="p">})</span>
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<pre>Epoch: 25, Loss: 13.624074640053728
Epoch: 50, Loss: 12.047326191817179
Epoch: 75, Loss: 11.396802951007
Epoch: 100, Loss: 11.0926567744894
Epoch: 125, Loss: 10.846721547664982
Epoch: 150, Loss: 10.656361040502492
Epoch: 175, Loss: 10.565722449777937
Epoch: 200, Loss: 10.506271590494087
Epoch: 225, Loss: 10.447036821850062
Epoch: 250, Loss: 10.391138869937103
Epoch: 275, Loss: 10.320290014688725
Epoch: 300, Loss: 10.30942951373928
Epoch: 325, Loss: 10.28725770597804
Epoch: 350, Loss: 10.266626754609666
Epoch: 375, Loss: 10.25266653791119
Epoch: 400, Loss: 10.22031047241916
Epoch: 425, Loss: 10.220161453725481
Epoch: 450, Loss: 10.21680460983377
Epoch: 475, Loss: 10.191597557697358
Epoch: 500, Loss: 10.187689069867528
Training took 7.08s.

Estimated w: [-1.44  0.19  0.2   0.22 -0.23  6.51 -1.28 -1.88  0.47 -2.14 -1.43  1.18 -0.78]
Estimated b: 21.715185
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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    <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: 10.067344094112913
Mean Squared Error on Testing data: 68.51934210796854
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