output/03_linear_regression__housing.html

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  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>
</pre></div>

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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">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="prompt input_prompt">In&nbsp;[3]:</div>
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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="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="c1"># Model Definition</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="n">num_features</span><span class="p">])</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>

<span class="n">w</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">random_normal</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="n">num_features</span><span class="p">],</span> <span class="n">mean</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">stddev</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
<span class="n">b</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="mf">0.0</span><span class="p">)</span>

<span class="n">y_prediction</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">tensordot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">w</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="o">+</span> <span class="n">b</span>

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

    <span class="c1"># Training</span>
    <span class="n">time_before</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="n">losses</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># Storing losses so we can plot them later</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_epochs</span><span class="p">):</span>
        <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="n">cumulative_loss</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">for</span> <span class="n">train_x</span><span class="p">,</span> <span class="n">train_y</span> <span class="ow">in</span> <span class="n">train_data</span><span class="p">:</span>
            <span class="n">_loss</span><span class="p">,</span> <span class="n">_train_op</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
                <span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">train_op</span><span class="p">),</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">train_x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">train_y</span><span class="p">})</span>
            <span class="n">cumulative_loss</span> <span class="o">+=</span> <span class="n">_loss</span>
        <span class="n">average_loss</span> <span class="o">=</span> <span class="n">cumulative_loss</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Epoch: </span><span class="si">{}</span><span class="s1">, Loss: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">epoch</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">average_loss</span><span class="p">))</span>
        <span class="n">losses</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">average_loss</span><span class="p">)</span>
    <span class="n">time_after</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Training took </span><span class="si">{:.2f}</span><span class="s1">s.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time_after</span> <span class="o">-</span> <span class="n">time_before</span><span class="p">))</span>

    <span class="c1"># Introspection</span>
    <span class="nb">print</span><span class="p">()</span>
    <span class="n">_w</span><span class="p">,</span> <span class="n">_b</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">([</span><span class="n">w</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Estimated w:&#39;</span><span class="p">,</span> <span class="n">_w</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Estimated b:&#39;</span><span class="p">,</span> <span class="n">_b</span><span class="p">)</span>

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

    <span class="n">test_ys</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">test_x</span><span class="p">,</span> <span class="n">test_y</span> <span class="ow">in</span> <span class="n">test_data</span><span class="p">:</span>
        <span class="n">test_ys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">test_y</span><span class="p">)</span>
        <span class="n">test_ys_prediction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">test_x</span><span class="p">}))</span>
    <span class="n">test_ys</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">test_ys_prediction</span><span class="p">)</span>
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<pre>Epoch: 5, Loss: 605.4102968126674
Epoch: 10, Loss: 196.47091457120456
Epoch: 15, Loss: 125.10679191668476
Epoch: 20, Loss: 113.86810453081748
Epoch: 25, Loss: 121.54267967171451
Epoch: 30, Loss: 106.66452571378385
Epoch: 35, Loss: 106.85246499344628
Epoch: 40, Loss: 99.29176851399359
Epoch: 45, Loss: 98.60974785050509
Epoch: 50, Loss: 100.42491257152456
Epoch: 55, Loss: 89.03993281569633
Epoch: 60, Loss: 95.24962117917768
Epoch: 65, Loss: 91.05705272668804
Epoch: 70, Loss: 89.3003707511286
Epoch: 75, Loss: 85.51845415344526
Epoch: 80, Loss: 85.6728295292298
Epoch: 85, Loss: 84.55371192386589
Epoch: 90, Loss: 82.84441584090278
Epoch: 95, Loss: 85.40784879746269
Epoch: 100, Loss: 78.77118373174288
Epoch: 105, Loss: 79.09696129612777
Epoch: 110, Loss: 79.38800378859396
Epoch: 115, Loss: 81.20073644397473
Epoch: 120, Loss: 80.09117152173717
Epoch: 125, Loss: 79.57372209789274
Epoch: 130, Loss: 79.13443470403901
Epoch: 135, Loss: 76.48088417520653
Epoch: 140, Loss: 76.63022279135788
Epoch: 145, Loss: 73.97435588904091
Epoch: 150, Loss: 73.9334509433931
Epoch: 155, Loss: 76.62757755218307
Epoch: 160, Loss: 73.84909646835418
Epoch: 165, Loss: 75.67479214832193
Epoch: 170, Loss: 76.41010857775858
Epoch: 175, Loss: 71.07637741375967
Epoch: 180, Loss: 72.10231545867195
Epoch: 185, Loss: 69.64297110069137
Epoch: 190, Loss: 73.29187638230108
Epoch: 195, Loss: 70.90399685443798
Epoch: 200, Loss: 66.7535805380886
Epoch: 205, Loss: 67.63913978053151
Epoch: 210, Loss: 70.46337321341858
Epoch: 215, Loss: 69.74313996659932
Epoch: 220, Loss: 68.06881198826824
Epoch: 225, Loss: 72.28485029287138
Epoch: 230, Loss: 69.25522258476371
Epoch: 235, Loss: 69.05701429548111
Epoch: 240, Loss: 62.672541399719385
Epoch: 245, Loss: 70.33365198880685
Epoch: 250, Loss: 68.1078551879057
Epoch: 255, Loss: 68.41940220168654
Epoch: 260, Loss: 72.95784515385434
Epoch: 265, Loss: 69.05107621292998
Epoch: 270, Loss: 65.42913997953714
Epoch: 275, Loss: 66.02535655020093
Epoch: 280, Loss: 66.7172395648733
Epoch: 285, Loss: 66.98982499165666
Epoch: 290, Loss: 63.298386301320484
Epoch: 295, Loss: 68.53579283004152
Epoch: 300, Loss: 67.19474411143179
Epoch: 305, Loss: 65.99137946630931
Epoch: 310, Loss: 64.1160209579424
Epoch: 315, Loss: 63.993557303742406
Epoch: 320, Loss: 63.44434062042658
Epoch: 325, Loss: 66.79471329872099
Epoch: 330, Loss: 65.13180383877358
Epoch: 335, Loss: 57.889337826976835
Epoch: 340, Loss: 62.13723923524497
Epoch: 345, Loss: 60.78032763529087
Epoch: 350, Loss: 61.23441039438424
Epoch: 355, Loss: 60.960660425152966
Epoch: 360, Loss: 59.502802673493676
Epoch: 365, Loss: 62.2694595312214
Epoch: 370, Loss: 64.07780746358432
Epoch: 375, Loss: 62.656510511882765
Epoch: 380, Loss: 59.03577084686587
Epoch: 385, Loss: 64.62392193841052
Epoch: 390, Loss: 64.18060264626799
Epoch: 395, Loss: 59.10100726100739
Epoch: 400, Loss: 62.486535884225944
Epoch: 405, Loss: 57.89703815295319
Epoch: 410, Loss: 60.29654965977563
Epoch: 415, Loss: 61.484142670721404
Epoch: 420, Loss: 58.560369072573046
Epoch: 425, Loss: 55.39704532907065
Epoch: 430, Loss: 57.67650154931701
Epoch: 435, Loss: 56.822005042195954
Epoch: 440, Loss: 60.60063321816369
Epoch: 445, Loss: 59.41424492475052
Epoch: 450, Loss: 56.864528263845
Epoch: 455, Loss: 61.860774501635305
Epoch: 460, Loss: 60.20978967079539
Epoch: 465, Loss: 58.563146059900035
Epoch: 470, Loss: 57.13014552143069
Epoch: 475, Loss: 58.43844846205075
Epoch: 480, Loss: 57.007032658132914
Epoch: 485, Loss: 55.74651371293606
Epoch: 490, Loss: 57.06515554444735
Epoch: 495, Loss: 60.37025096598573
Epoch: 500, Loss: 55.705588227976314
Training took 55.06s.

Estimated w: [ 0.89  0.1   0.04  0.92 -0.38 -0.34  0.1  -0.44  0.59 -0.    0.32  0.08 -1.05]
Estimated b: 0.054619912
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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: 56.75806296754009
Mean Squared Error on Testing data: 500.4275460838596
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