output/12_feedforward_neural_network__spam.html

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  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">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">0.001</span>
<span class="n">num_epochs</span> <span class="o">=</span> <span class="mi">500</span>
<span class="n">num_features</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
<span class="n">num_hidden</span> <span class="o">=</span> <span class="mi">20</span>
<span class="n">l2regularization_weight</span> <span class="o">=</span> <span class="mf">0.0005</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">dense1</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="n">num_hidden</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">)</span>
<span class="n">dense2</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="n">num_hidden</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">)</span>
<span class="n">dense3</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>

<span class="n">h1</span> <span class="o">=</span> <span class="n">dense1</span><span class="p">(</span><span class="n">batch_x</span><span class="p">)</span>
<span class="n">h2</span> <span class="o">=</span> <span class="n">dense2</span><span class="p">(</span><span class="n">h1</span><span class="p">)</span>
<span class="n">logits</span> <span class="o">=</span> <span class="n">dense3</span><span class="p">(</span><span class="n">h2</span><span class="p">)</span>
<span class="n">y_prediction</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">logits</span><span class="p">,</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">output_type</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span>

<span class="n">W1</span><span class="p">,</span> <span class="n">b1</span> <span class="o">=</span> <span class="n">dense1</span><span class="o">.</span><span class="n">weights</span>
<span class="n">W2</span><span class="p">,</span> <span class="n">b2</span> <span class="o">=</span> <span class="n">dense3</span><span class="o">.</span><span class="n">weights</span>
<span class="n">W3</span><span class="p">,</span> <span class="n">b3</span> <span class="o">=</span> <span class="n">dense3</span><span class="o">.</span><span class="n">weights</span>

<span class="n">loss</span> <span class="o">=</span> <span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">sparse_softmax_cross_entropy</span><span class="p">(</span><span class="n">batch_y</span><span class="p">,</span> <span class="n">logits</span><span class="p">)</span>
        <span class="o">+</span> <span class="n">l2regularization_weight</span> <span class="o">*</span> <span class="p">(</span>
                <span class="n">tf</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">l2_loss</span><span class="p">(</span><span class="n">W1</span><span class="p">)</span> <span class="o">+</span> <span class="n">tf</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">l2_loss</span><span class="p">(</span><span class="n">W2</span><span class="p">)</span> <span class="o">+</span> <span class="n">tf</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">l2_loss</span><span class="p">(</span><span class="n">W3</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">AdamOptimizer</span><span class="p">(</span><span class="n">learning_rate</span><span class="p">)</span><span class="o">.</span><span class="n">minimize</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">tf</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span> <span class="k">as</span> <span class="n">sess</span><span class="p">:</span>
    <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">global_variables_initializer</span><span class="p">())</span>

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

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

    <span class="n">test_xs</span><span class="p">,</span> <span class="n">test_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">test_data</span><span class="p">)</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">test_xs</span><span class="p">})</span>
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<pre>Epoch: 25, Loss: 0.06449483725371544
Epoch: 50, Loss: 0.0467365586430583
Epoch: 75, Loss: 0.040051886455365344
Epoch: 100, Loss: 0.036726314135555306
Epoch: 125, Loss: 0.034678991491857325
Epoch: 150, Loss: 0.03318321065861357
Epoch: 175, Loss: 0.03182224983919822
Epoch: 200, Loss: 0.03088748526567834
Epoch: 225, Loss: 0.029875438950029
Epoch: 250, Loss: 0.029018670732699085
Epoch: 275, Loss: 0.028685555617329463
Epoch: 300, Loss: 0.02802298338994669
Epoch: 325, Loss: 0.028122991472750047
Epoch: 350, Loss: 0.026812050892619427
Epoch: 375, Loss: 0.026799832345944557
Epoch: 400, Loss: 0.02610359715886022
Epoch: 425, Loss: 0.02561201509444765
Epoch: 450, Loss: 0.025427167825222585
Epoch: 475, Loss: 0.02478648645972664
Epoch: 500, Loss: 0.024994668733489
Training took 17.14s.
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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="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: 1.0
Recall on Training data: 0.9931192660550459
F1-Score on Training data: 0.9965477560414269
Accuracy on Training data: 0.9991028708133971

Precision on Testing data: 0.9245901639344263
Recall on Testing data: 0.9067524115755627
F1-Score on Testing data: 0.9155844155844156
Accuracy on Testing data: 0.9766816143497757
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