output/06_linear_regression__spam.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">collections</span>
<span class="kn">import</span> <span class="nn">io</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">import</span> <span class="nn">urllib</span>
<span class="kn">import</span> <span class="nn">zipfile</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.metrics</span>
<span class="kn">import</span> <span class="nn">sklearn.datasets</span>
<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>

<span class="c1"># Prints numpy arrays nicer</span>
<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">precision</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">suppress</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Download dataset.</span>
<span class="k">try</span><span class="p">:</span>  <span class="c1"># Prevent redownloading data if code block is repeatedly executed.</span>
    <span class="n">data</span>
<span class="k">except</span> <span class="ne">NameError</span><span class="p">:</span>
    <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">url</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;https://archive.ics.uci.edu/&#39;</span>
           <span class="o">+</span> <span class="s1">&#39;ml/machine-learning-databases/00228/smsspamcollection.zip&#39;</span><span class="p">)</span>
    <span class="k">with</span> <span class="n">zipfile</span><span class="o">.</span><span class="n">ZipFile</span><span class="p">(</span>
            <span class="n">io</span><span class="o">.</span><span class="n">BytesIO</span><span class="p">(</span><span class="n">urllib</span><span class="o">.</span><span class="n">request</span><span class="o">.</span><span class="n">urlopen</span><span class="p">(</span><span class="n">url</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()))</span> <span class="k">as</span> <span class="n">archive</span><span class="p">:</span>
        <span class="c1"># Uncomment the following lines for a description of the dataset.</span>
        <span class="c1"># with archive.open(&#39;readme&#39;) as f:</span>
        <span class="c1">#     print(f.read().decode(&#39;ISO-8859-1&#39;))</span>
        <span class="k">with</span> <span class="n">archive</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s1">&#39;SMSSpamCollection&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
            <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">l</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">f</span><span class="p">):</span>
                <span class="n">label</span><span class="p">,</span> <span class="n">text</span> <span class="o">=</span> <span class="n">l</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;ISO-8859-1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">maxsplit</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
                <span class="n">words</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">preprocessing</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">text_to_word_sequence</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
                <span class="n">is_spam</span> <span class="o">=</span> <span class="n">label</span> <span class="o">==</span> <span class="s1">&#39;spam&#39;</span>
                <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">words</span><span class="p">,</span> <span class="n">is_spam</span><span class="p">))</span>

    <span class="c1"># Build vocabulary (set of unique words) and assign word ids.</span>
    <span class="c1"># Restrict vocabulary to 300 most frequent words and assign word ids.</span>
    <span class="n">vocab_size</span> <span class="o">=</span> <span class="mi">300</span>
    <span class="n">word_counter</span> <span class="o">=</span> <span class="n">collections</span><span class="o">.</span><span class="n">Counter</span><span class="p">()</span>
    <span class="k">for</span> <span class="n">words</span><span class="p">,</span> <span class="n">is_spam</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
        <span class="n">word_counter</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">words</span><span class="p">)</span>

    <span class="n">sorted_word_counts</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">word_counter</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span>
                                <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="o">-</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]))[:</span><span class="n">vocab_size</span><span class="p">]</span>
    <span class="n">id_to_word</span> <span class="o">=</span> <span class="p">[</span><span class="n">word</span> <span class="k">for</span> <span class="n">word</span><span class="p">,</span> <span class="n">count</span> <span class="ow">in</span> <span class="n">sorted_word_counts</span><span class="p">]</span>
    <span class="n">word_to_id</span> <span class="o">=</span> <span class="p">{</span><span class="n">word</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">word</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">id_to_word</span><span class="p">)}</span>

    <span class="c1"># Transform lists of words into bag-of-words vectors.</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
        <span class="n">words</span><span class="p">,</span> <span class="n">is_spam</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
        <span class="n">bag_of_words</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="n">vocab_size</span><span class="p">])</span>
        <span class="c1"># if words:  # The preprocessing turns the SMS &#39;:)&#39; into an empty list.</span>
        <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">words</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">word_to_id</span><span class="p">:</span>
                <span class="n">bag_of_words</span><span class="p">[</span><span class="n">word_to_id</span><span class="p">[</span><span class="n">word</span><span class="p">]]</span> <span class="o">+=</span> <span class="mi">1</span>
        <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">bag_of_words</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">is_spam</span><span class="p">))</span>

<span class="c1"># Perform 60% / 40% training/test split</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">data</span><span class="p">)</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: 3344
Num testing examples: 2230
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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">0.05</span>
<span class="n">num_epochs</span> <span class="o">=</span> <span class="mi">300</span>
<span class="n">num_features</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">100</span>

<span class="c1"># Model Definition</span>
<span class="n">batch_x</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="n">num_features</span><span class="p">])</span>
<span class="n">batch_y</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">int32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="kc">None</span><span class="p">])</span>

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

<span class="n">score</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">tensordot</span><span class="p">(</span><span class="n">batch_x</span><span class="p">,</span> <span class="n">w</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="o">+</span> <span class="n">b</span>
<span class="n">y_prediction</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">greater</span><span class="p">(</span><span class="n">score</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">),</span> <span class="n">tf</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span>

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

    <span class="c1"># Training</span>
    <span class="n">time_before</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="n">losses</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># Storing losses so we can plot them later</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_epochs</span><span class="p">):</span>
        <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="n">cumulative_loss</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">),</span> <span class="n">batch_size</span><span class="p">):</span>
            <span class="n">_batch_x</span><span class="p">,</span> <span class="n">_batch_y</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span> <span class="o">+</span> <span class="n">batch_size</span><span class="p">])</span>
            <span class="n">_loss</span><span class="p">,</span> <span class="n">_train_op</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
                <span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">train_op</span><span class="p">),</span>
                <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">_batch_x</span><span class="p">,</span> <span class="n">batch_y</span><span class="p">:</span> <span class="n">_batch_y</span><span class="p">})</span>
            <span class="n">cumulative_loss</span> <span class="o">+=</span> <span class="n">_loss</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">_batch_x</span><span class="p">)</span>
        <span class="n">average_loss</span> <span class="o">=</span> <span class="n">cumulative_loss</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="mi">15</span> <span class="o">==</span> <span class="mi">14</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="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="c1"># Prediction</span>
    <span class="n">train_xs</span><span class="p">,</span> <span class="n">train_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">)</span>
    <span class="n">train_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">train_xs</span><span class="p">})</span>

    <span class="n">test_xs</span><span class="p">,</span> <span class="n">test_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">test_data</span><span class="p">)</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">test_xs</span><span class="p">})</span>
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<pre>Epoch: 15, Loss: 0.7722079045892332
Epoch: 30, Loss: 0.273697282102975
Epoch: 45, Loss: 0.13407548453712292
Epoch: 60, Loss: 0.08000001023438844
Epoch: 75, Loss: 0.05530451170868423
Epoch: 90, Loss: 0.042938909353019944
Epoch: 105, Loss: 0.036116878742699705
Epoch: 120, Loss: 0.032051092918302736
Epoch: 135, Loss: 0.029794777557476643
Epoch: 150, Loss: 0.028281495231315137
Epoch: 165, Loss: 0.02733201700436513
Epoch: 180, Loss: 0.02658357764995305
Epoch: 195, Loss: 0.026144800771197133
Epoch: 210, Loss: 0.025892022961492175
Epoch: 225, Loss: 0.025625294301676694
Epoch: 240, Loss: 0.025444686798262967
Epoch: 255, Loss: 0.025291887290205397
Epoch: 270, Loss: 0.02518348013046398
Epoch: 285, Loss: 0.02511657333184194
Epoch: 300, Loss: 0.02502836314537986
Training took 6.09s.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Loss over Time&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">losses</span><span class="p">)),</span> <span class="n">losses</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Precision on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">precision_score</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="nb">print</span><span class="p">(</span><span class="s1">&#39;Recall on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">recall_score</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="nb">print</span><span class="p">(</span><span class="s1">&#39;F1-Score on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">f1_score</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="nb">print</span><span class="p">(</span><span class="s1">&#39;Accuracy on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</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="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Precision on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">precision_score</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="nb">print</span><span class="p">(</span><span class="s1">&#39;Recall on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">recall_score</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="nb">print</span><span class="p">(</span><span class="s1">&#39;F1-Score on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">f1_score</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="nb">print</span><span class="p">(</span><span class="s1">&#39;Accuracy on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</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">train_num_spam</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)</span>
<span class="n">train_num_spam_prediction</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">train_ys_prediction</span><span class="p">)</span>
<span class="n">train_num_ham</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)</span> <span class="o">-</span> <span class="n">train_num_spam</span>
<span class="n">train_num_ham_prediction</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_ys_prediction</span><span class="p">)</span> <span class="o">-</span> <span class="n">train_num_spam_prediction</span>
<span class="n">test_num_spam</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)</span>
<span class="n">test_num_spam_prediction</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">test_ys_prediction</span><span class="p">)</span>
<span class="n">test_num_ham</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)</span> <span class="o">-</span> <span class="n">test_num_spam</span>
<span class="n">test_num_ham_prediction</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">test_ys_prediction</span><span class="p">)</span> <span class="o">-</span> <span class="n">test_num_spam_prediction</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;Class Distribution Actual vs Predicted: Training Data&#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;Frequency&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mf">3.5</span><span class="p">,</span> <span class="mf">4.5</span><span class="p">],</span>
        <span class="p">[</span><span class="n">train_num_spam</span><span class="p">,</span> <span class="n">train_num_spam_prediction</span><span class="p">,</span>
         <span class="n">train_num_ham</span><span class="p">,</span> <span class="n">train_num_ham_prediction</span><span class="p">],</span>
        <span class="n">tick_label</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Actual Spam&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted Spam&#39;</span><span class="p">,</span>
                    <span class="s1">&#39;Actual Ham&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted Ham&#39;</span><span class="p">],</span>
        <span class="n">color</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;#458588&#39;</span><span class="p">,</span> <span class="s1">&#39;#CC241D&#39;</span><span class="p">,</span> <span class="s1">&#39;#458588&#39;</span><span class="p">,</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>

<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;Class Distribution Actual vs Predicted: Testing Data&#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;Frequency&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mf">3.5</span><span class="p">,</span> <span class="mf">4.5</span><span class="p">],</span>
        <span class="p">[</span><span class="n">test_num_spam</span><span class="p">,</span> <span class="n">test_num_spam_prediction</span><span class="p">,</span>
         <span class="n">test_num_ham</span><span class="p">,</span> <span class="n">test_num_ham_prediction</span><span class="p">],</span>
        <span class="n">tick_label</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Actual Spam&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted Spam&#39;</span><span class="p">,</span>
                    <span class="s1">&#39;Actual Ham&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted Ham&#39;</span><span class="p">],</span>
        <span class="n">color</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;#458588&#39;</span><span class="p">,</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>
</pre></div>

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<pre>Precision on Training data: 0.9794344473007712
Recall on Training data: 0.8581081081081081
F1-Score on Training data: 0.9147659063625451
Accuracy on Training data: 0.978767942583732

Precision on Testing data: 0.9629629629629629
Recall on Testing data: 0.7722772277227723
F1-Score on Testing data: 0.8571428571428571
Accuracy on Testing data: 0.9650224215246637
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<div class="prompt input_prompt">In&nbsp;[7]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">most_spammy_words</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argsort</span><span class="p">(</span><span class="n">_w</span><span class="p">)[</span><span class="o">-</span><span class="mi">50</span><span class="p">:][::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Most Spammy Words:&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">word_id</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">most_spammy_words</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{:2d}</span><span class="s1">. </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">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">id_to_word</span><span class="p">[</span><span class="n">word_id</span><span class="p">]))</span>
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<pre>Most Spammy Words:
 1. co
 2. 50
 3. 150p
 4. txt
 5. days
 6. claim
 7. service
 8. customer
 9. text
10. com
11. 18
12. call
13. urgent
14. chat
15. won
16. mins
17. win
18. reply
19. cash
20. new
21. www
22. sms
23. mobile
24. special
25. cs
26. help
27. msg
28. holiday
29. message
30. next
31. find
32. min
33. c
34. per
35. b
36. gt
37. stop
38. 4
39. who
40. free
41. your
42. from
43. 1
44. live
45. 16
46. now
47. prize
48. yet
49. nokia
50. before
</pre>
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