slide_deck_Julien Both.html

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.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 4.7.0 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=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#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;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.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;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-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 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-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 {
  -ms-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-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.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,
.fa-gratipay: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-pp: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-resistance: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-y-combinator-square:before,
.fa-yc-square:before,
.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";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  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;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* 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;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: 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 {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  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;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#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#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
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;
}
.modal-header {
  cursor: move;
}
@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;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* 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 {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
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 .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.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: text-bottom;
  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;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.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_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.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;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.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;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.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;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.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);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* 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;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  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,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@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. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.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. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

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;
}
div.output_area .mglyph > img {
  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: 1px 0 1px 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:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.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;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.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;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
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.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.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;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 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;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  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;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button: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);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.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 .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#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;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -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.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.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;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.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;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#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;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#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;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#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.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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 {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  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;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #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);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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.highlight .gi { color: #00A000 } /* Generic.Inserted */
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.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
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.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
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  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
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    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
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}
</style>

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        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
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</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="911-Emergency-Calls-in-Montgomery,-PA">911 Emergency Calls in Montgomery, PA<a class="anchor-link" href="#911-Emergency-Calls-in-Montgomery,-PA">&#182;</a></h1><h2 id="by-Julien-Both">by Julien Both<a class="anchor-link" href="#by-Julien-Both">&#182;</a></h2>
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</div><div class="inner_cell">
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<h2 id="Investigation-Overview">Investigation Overview<a class="anchor-link" href="#Investigation-Overview">&#182;</a></h2><p>The dataset contains Emergency 911 calls in Montgomery County located in the Commonwealth of Pennsylvania. The attributes chosen include: type of emergency, time stamp, township where the emergency has occurred.</p>
<p><strong>About Montgomery County</strong>
Montgomery County, locally also referred to as Montco, is a county located in the Commonwealth of Pennsylvania. As of the 2010 census, the population was 799,874, making it the third-most populous county in Pennsylvania, after Philadelphia and Allegheny Counties. The county seat is Norristown. Montgomery County is very diverse, ranging from farms and open land in Upper Hanover to densely populated rowhouse streets in Cheltenham.</p>
<h2 id="Dataset-Overview">Dataset Overview<a class="anchor-link" href="#Dataset-Overview">&#182;</a></h2><p>The data consists of information regarding 663522 Emergency Calls from 10.12.2015 to 29.07.2020 for Montgomery County, PA including latitude, longitude, description, zip, title, timestamp, commune and adress</p>
<p>The dataset comes from kaggle <a href="https://www.kaggle.com/mchirico/montcoalert">here</a> The dataset was approved by  Udactiy mentor Michal K. <a href="https://knowledge.udacity.com/questions/299578">here</a></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import all packages and set plots to be embedded inline</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">pandas</span> <span class="k">as</span> <span class="nn">pd</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">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>

<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="c1"># suppress warnings from final output</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">simplefilter</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># load in the dataset into a pandas dataframe</span>
<span class="n">df_clean</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;911-clean.csv&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df_clean</span><span class="o">.</span><span class="n">date</span><span class="o">.</span><span class="n">min</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df_clean</span><span class="o">.</span><span class="n">date</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
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<pre>2015-12-10
2020-07-29
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<h2 id="911-Emergency-Calls---types">911 Emergency Calls - types<a class="anchor-link" href="#911-Emergency-Calls---types">&#182;</a></h2><p>EMS has the most calls in the period, followed by traffic incidents and the least amount of emergency calls are fire alarms.</p>

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<span class="n">base_color</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;reason&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">df_clean</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</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;Amount of reasons to call 911 from 10.12.2015 to 29.07.2020&#39;</span><span class="p">);</span>
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AawDfA94FVV9cskmwGnAnsCtwJ/VFXXtb7eARwBPAC8qarOa+X7Ax8GNgb+rqqOb+UjlzFT67rnW0+dqa41yy59/+GzPQRJWudmcs/BfcDzq+ppwGJg/yR7A38JfKiqFgG30b3p0/7eVlW7Ah9q7UiyG3AosDuwP/DxJBsn2Rj4GHAAsBtwWGvLJMuQJElTmLFwUJ272+Qm7VbA84GzWvkpwEHt/oFtmla/b5K08jOq6r6q+jGwHNir3ZZX1bVtr8AZwIFtnomWIUmSpjCj5xy0T/iXATcDFwD/CtxeVfe3JiuAHdr9HYDrAVr9HcC2/fJx80xUvu0ky5AkSVOY0XBQVQ9U1WJgR7pP+k8Z1az9zQR1a6v8IZIcmWRZkmUrV64c1USSpEecdXK1QlXdDlwM7A1slWTsRMgdgRva/RXATgCt/nHAqn75uHkmKr9lkmWMH9cJVbWkqpYsWLDg4ayiJElzxoyFgyQLkmzV7j8KeAFwNXARcHBrthQ4u90/p03T6r9SVdXKD02yWbsKYRHwXeASYFGSXZJsSnfS4jltnomWIUmSpjBjlzIC2wGntKsKNgLOrKovJbkKOCPJe4HvAye29icCn0qynG6PwaEAVXVlkjOBq4D7gTdW1QMASY4CzqO7lPGkqrqy9fX2CZYhSZKmMGPhoKouB54+ovxauvMPxpffCxwyQV/HAceNKD8XOHe6y5AkSVPzGxIlSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDcxYOEiyU5KLklyd5Mokf9LKj03yb0kua7cX9eZ5R5LlSX6U5IW98v1b2fIkR/fKd0nynSTXJPlskk1b+WZtenmrXzhT6ylJ0lwzk3sO7gfeUlVPAfYG3phkt1b3oapa3G7nArS6Q4Hdgf2BjyfZOMnGwMeAA4DdgMN6/fxl62sRcBtwRCs/AritqnYFPtTaSZKkaZixcFBVN1bV99r9u4CrgR0mmeVA4Iyquq+qfgwsB/Zqt+VVdW1V/RI4AzgwSYDnA2e1+U8BDur1dUq7fxawb2svSZKmsE7OOWi79Z8OfKcVHZXk8iQnJdm6le0AXN+bbUUrm6h8W+D2qrp/XPmgr1Z/R2s/flxHJlmWZNnKlSsf1jpKkjRXzHg4SLIF8DngzVV1J/AJ4EnAYuBG4ANjTUfMXmtQPllfw4KqE6pqSVUtWbBgwaTrIUnSI8WMhoMkm9AFg9Oq6h8Aquqmqnqgqn4NfJLusAF0n/x36s2+I3DDJOW3AFslmTeufNBXq38csGrtrp0kSXPTTF6tEOBE4Oqq+mCvfLtes5cCP2j3zwEObVca7AIsAr4LXAIsalcmbEp30uI5VVXARcDBbf6lwNm9vpa2+wcDX2ntJUnSFOZN3WSNPQt4FXBFksta2TvprjZYTLeb/zrgdQBVdWWSM4Gr6K50eGNVPQCQ5CjgPGBj4KSqurL193bgjCTvBb5PF0Zofz+VZDndHoNDZ3A9JUmaU2YsHFTV1xl97P/cSeY5DjhuRPm5o+arqmv5zWGJfvm9wCGrM15JktTxGxIlSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0sCMhYMkOyW5KMnVSa5M8ietfJskFyS5pv3dupUnyUeSLE9yeZJn9Ppa2tpfk2Rpr3zPJFe0eT6SJJMtQ5IkTW0m9xzcD7ylqp4C7A28McluwNHAhVW1CLiwTQMcACxqtyOBT0D3Rg8cAzwT2As4pvdm/4nWdmy+/Vv5RMuQJElTmLFwUFU3VtX32v27gKuBHYADgVNas1OAg9r9A4FTq/NtYKsk2wEvBC6oqlVVdRtwAbB/q9uyqr5VVQWcOq6vUcuQJElTWCfnHCRZCDwd+A7whKq6EboAATy+NdsBuL4324pWNln5ihHlTLIMSZI0hRkPB0m2AD4HvLmq7pys6YiyWoPy1RnbkUmWJVm2cuXK1ZlVkqQ5a0bDQZJN6ILBaVX1D634pnZIgPb35la+AtipN/uOwA1TlO84onyyZQxU1QlVtaSqlixYsGDNVlKSpDlmJq9WCHAicHVVfbBXdQ4wdsXBUuDsXvnh7aqFvYE72iGB84D9kmzdTkTcDziv1d2VZO+2rMPH9TVqGZIkaQrzZrDvZwGvAq5IclkreydwPHBmkiOAnwKHtLpzgRcBy4FfAK8BqKpVSd4DXNLavbuqVrX7bwBOBh4FfLndmGQZkiRpCjMWDqrq64w+LwBg3xHtC3jjBH2dBJw0onwZ8NQR5beOWoYkSZqa35AoSZIGDAeSJGnAcCBJkgYMB5IkaWAmr1aQJK0H9nzrqbM9BM2QS99/+Iz0654DSZI0YDiQJEkDhgNJkjRgOJAkSQOGA0mSNGA4kCRJA4YDSZI0YDiQJEkDhgNJkjRgOJAkSQOGA0mSNGA4kCRJA9MKB0kunE6ZJEna8E36q4xJNgceDcxPsjWQVrUlsP0Mj02SJM2CqX6y+XXAm+mCwKX8JhzcCXxsBsclSZJmyaThoKo+DHw4yR9X1UfX0ZgkSdIsmmrPAQBV9dEkvwss7M9TVafO0LgkSdIsmVY4SPIp4EnAZcADrbgAw4EkSXPMtMIBsATYrapqJgcjSZJm33S/5+AHwBNnciCSJGn9MN09B/OBq5J8F7hvrLCqXjIjo5IkSbNmuuHg2JkchCRJWn9M92qF/zfTA5EkSeuH6V6tcBfd1QkAmwKbAD+vqi1namCSJGl2THfPwWP700kOAvaakRFJkqRZtUa/ylhVXwCev5bHIkmS1gPTPazwst7kRnTfe+B3HkiSNAdN92qFF/fu3w9cBxy41kcjSZJm3XTPOXjNTA9EkiStH6Z1zkGSHZN8PsnNSW5K8rkkO04xz0mt/Q96Zccm+bckl7Xbi3p170iyPMmPkrywV75/K1ue5Ohe+S5JvpPkmiSfTbJpK9+sTS9v9Qun/3BIkqTpnpD498A5wPbADsAXW9lkTgb2H1H+oapa3G7nAiTZDTgU2L3N8/EkGyfZGPgYcACwG3BYawvwl62vRcBtwBGt/AjgtqraFfhQaydJkqZpuuFgQVX9fVXd324nAwsmm6Gqvgqsmmb/BwJnVNV9VfVjYDndpZJ7Acur6tqq+iVwBnBgktBdLXFWm/8U4KBeX6e0+2cB+7b2kiRpGqYbDm5J8sqxT/NJXgncuobLPCrJ5e2ww9atbAfg+l6bFa1sovJtgdur6v5x5YO+Wv0drf1DJDkyybIky1auXLmGqyNJ0twy3XDwn4GXAz8DbgQOBtbkJMVPAE8CFrd+PtDKR32yrzUon6yvhxZWnVBVS6pqyYIFk+4IkSTpEWO64eA9wNKqWlBVj6cLC8eu7sKq6qaqeqCqfg18kt98y+IKYKde0x2BGyYpvwXYKsm8ceWDvlr945j+4Q1Jkh7xphsO9qiq28YmqmoV8PTVXViS7XqTLwXGrmQ4Bzi0XWmwC7AI+C5wCbCoXZmwKd1Ji+dUVQEX0e3BAFgKnN3ra2m7fzDwldZekiRNw3S/BGmjJFuPBYQk20w1b5LTgX2A+UlWAMcA+yRZTLeb/zrgdQBVdWWSM4Gr6L5k6Y1V9UDr5yjgPGBj4KSqurIt4u3AGUneC3wfOLGVnwh8Kslyuj0Gh05zHSVJEtMPBx8AvpnkLLo39pcDx002Q1UdNqL4xBFlY+2PG9Vnu9zx3BHl1zLix5+q6l7gkMnGJkmSJjbdb0g8NckyussHA7ysqq6a0ZFJkqRZMd09B7QwYCCQJGmOW6OfbJYkSXOX4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFAkiQNGA4kSdLAjIWDJCcluTnJD3pl2yS5IMk17e/WrTxJPpJkeZLLkzyjN8/S1v6aJEt75XsmuaLN85EkmWwZkiRpemZyz8HJwP7jyo4GLqyqRcCFbRrgAGBRux0JfAK6N3rgGOCZwF7AMb03+0+0tmPz7T/FMiRJ0jTMWDioqq8Cq8YVHwic0u6fAhzUKz+1Ot8GtkqyHfBC4IKqWlVVtwEXAPu3ui2r6ltVVcCp4/oatQxJkjQN6/qcgydU1Y0A7e/jW/kOwPW9dita2WTlK0aUT7YMSZI0DevLCYkZUVZrUL56C02OTLIsybKVK1eu7uySJM1J6zoc3NQOCdD+3tzKVwA79drtCNwwRfmOI8onW8ZDVNUJVbWkqpYsWLBgjVdKkqS5ZF2Hg3OAsSsOlgJn98oPb1ct7A3c0Q4JnAfsl2TrdiLifsB5re6uJHu3qxQOH9fXqGVIkqRpmDdTHSc5HdgHmJ9kBd1VB8cDZyY5AvgpcEhrfi7wImA58AvgNQBVtSrJe4BLWrt3V9XYSY5voLsi4lHAl9uNSZYhSZKmYcbCQVUdNkHVviPaFvDGCfo5CThpRPky4Kkjym8dtQxJkjQ968sJiZIkaT1hOJAkSQOGA0mSNGA4kCRJAzN2QqKkNbfnW0+d7SFohlz6/sNnewjSlNxzIEmSBgwHkiRpwHAgSZIGDAeSJGnAcCBJkgYMB5IkacBwIEmSBgwHkiRpwHAgSZIGDAeSJGnAcCBJkgYMB5IkacBwIEmSBgwHkiRpwHAgSZIGDAeSJGnAcCBJkgYMB5IkacBwIEmSBgwHkiRpwHAgSZIGDAeSJGnAcCBJkgYMB5IkacBwIEmSBgwHkiRpwHAgSZIGDAeSJGnAcCBJkgZmJRwkuS7JFUkuS7KslW2T5IIk17S/W7fyJPlIkuVJLk/yjF4/S1v7a5Is7ZXv2fpf3ubNul9LSZI2TLO55+B5VbW4qpa06aOBC6tqEXBhmwY4AFjUbkcCn4AuTADHAM8E9gKOGQsUrc2Rvfn2n/nVkSRpblifDiscCJzS7p8CHNQrP7U63wa2SrId8ELggqpaVVW3ARcA+7e6LavqW1VVwKm9viRJ0hRmKxwUcH6SS5Mc2cqeUFU3ArS/j2/lOwDX9+Zd0comK18xovwhkhyZZFmSZStXrnyYqyRJ0twwb5aW+6yquiHJ44ELkvxwkrajzheoNSh/aGHVCcAJAEuWLBnZRpKkR5pZ2XNQVTe0vzcDn6c7Z+CmdkiA9vfm1nwFsFNv9h2BG6Yo33FEuSRJmoZ1Hg6SPCbJY8fuA/sBPwDOAcauOFgKnN3unwMc3q5a2Bu4ox12OA/YL8nW7UTE/YDzWt1dSfZuVykc3utLkiRNYTYOKzwB+Hy7unAe8Jmq+qcklwBnJjkC+ClwSGt/LvAiYDnwC+A1AFW1Ksl7gEtau3dX1ap2/w3AycCjgC+3myRJmoZ1Hg6q6lrgaSPKbwX2HVFewBsn6Osk4KQR5cuApz7swUqS9Ai0Pl3KKEmS1gOGA0mSNGA4kCRJA4YDSZI0YDiQJEkDhgNJkjRgOJAkSQOGA0mSNGA4kCRJA4YDSZI0YDiQJEkDhgNJkjRgOJAkSQOGA0mSNGA4kCRJA4YDSZI0YDiQJEkDhgNJkjRgOJAkSQOGA0mSNGA4kCRJA4YDSZI0YDiQJEkDhgNJkjRgOJAkSQOGA0mSNGA4kCRJA4YDSZI0YDiQJEkDhgNJkjRgOJAkSQOGA0mSNGA4kCRJA3M2HCTZP8Gww+cAAAYuSURBVMmPkixPcvRsj0eSpA3FnAwHSTYGPgYcAOwGHJZkt9kdlSRJG4Y5GQ6AvYDlVXVtVf0SOAM4cJbHJEnSBmGuhoMdgOt70ytamSRJmkKqarbHsNYlOQR4YVW9tk2/Ctirqv54XLsjgSPb5O8AP1qnA90wzQdume1BaE5xm9La5jY1PTtX1YJRFfPW9UjWkRXATr3pHYEbxjeqqhOAE9bVoOaCJMuqaslsj0Nzh9uU1ja3qYdvrh5WuARYlGSXJJsChwLnzPKYJEnaIMzJPQdVdX+So4DzgI2Bk6rqylkeliRJG4Q5GQ4Aqupc4NzZHscc5GEYrW1uU1rb3KYepjl5QqIkSVpzc/WcA0mStIbm7GEFrb4kDwBX9IrOqKrjk1wM/DbdZS/V2n4BeEFVbZFkI+CvgecDBdwLvLyqfrxOV0DrpRHb1UF0l5odXlVvmp1RaX2WZFvgwjb5ROABYGWb3qt9ud1UfexD9025vwSeCRwPvBD4It334NxeVaet3ZHPHYYD9d1TVYsnqLsdeBbw9SRbAdv16v4I2B7Yo6p+nWRH4OczO1RtQEZtV9cBy8Y3TDKvqu5fJ6PSequqbgUWAyQ5Fri7qv6q3yZJ6A6N/3qCbl4JHF9Vn2ptXwtsW1W/mrmRzx0eVtB0nUF3SSjAy4B/6NVtB9w49k9aVSuq6rZ1PD5tQJLsk+RL7f6xSU5Icj5wapKNk7w/ySVJLk/yulkertYTSXZN8oMkfwt8D9iubTvLklyZ5F2t3evpXqfeneRU4B+BxwCXJDk4yXuTvLm1fXKSryT55yTfS7JwVlZuPeOeA/U9Ksllven3VdVn2/0LgU+2H7U6lO6bJf+81Z1Jt0fhOa3dp6vq++tq0Frv9berH1fVS0e02RN4dlXd07659I6q+vdJNgO+keR8D1Op2Q14TVW9HiDJ0VW1Ksk84KIkZ1XV3yZ5NnBWVX2h1d0ytgcrSX9P1unAsVX1xSSb44dmwHCgockOKzwAfJ3uEMKjquq6bk9dt6cgye/QnXPwfODCJIdU1YUT9KVHlsm2qzHnVNU97f5+wB5JDm7TjwMWAYYDAfxrVV3Smz4syRF072fb04WHq6bTUZKtgflV9UWAqrp3bQ92Q2U40Oo4A/g8cOz4iqq6D/gy8OUkN9GddGY40HT1z1EJ8MdVdd5sDUbrtQe3lSSLgD+hO0nx9iSfBjZfzf68nn8Ed59odXwNeB/dbrgHJXlGku3b/Y2APYCfrPvhaY44D3hDkk3gwWPCj5nlMWn9tCVwF3Bnku3orkaYtnZu1C1JXgyQZPMkj177w9zwuOdAfePPOfinqjp6bKJdxvhXD52Nx9Odj7BZm/4u8DczN0zNcX8HLAS+184yX0m3J0oa73t0hxB+AFwLfGMN+ngF8L+THEd32eMf4ocbvyFRkiQNeVhBkiQNGA4kSdKA4UCSJA0YDiRJ0oDhQJIkDRgOJEnSgOFA0lqTjq8r0gbOf2JJD0uShUmuTvJxui+leVWSb7VfuPs/SbZo7d7VfmnxB+2X9NLK35TkqvYLjGe0sm2SfKGVfTvJHq382CQnJbk4ybVJ3jRb6y3NZX4JkqSHpf3E7bXA7wLL6X7O+4Cq+nmStwObVdW7k2xTVavaPJ8Czmy/hHcDsEtV3Zdkq/Yd+R+l+xW9v0jyfOCDVbU4ybF0P8z0POCxwI+AJ1bVr9btWktzm3sOJK0NP6mqbwN70/0q3jfaV3EvBXZubZ6X5DtJrqD79c7dW/nlwGlJXgnc38qeDXwKoKq+Amyb5HGt7h+r6r6qugW4GXjCDK+b9IjjbytIWhvGfikvwAVVdVi/MsnmwMeBJVV1fdsDMPbreb8PPBd4CfDnSXZv/Yw3tpvzvl7ZA/g6Jq117jmQtDZ9G3hWkl0Bkjw6yZP5TRC4pZ2DcHCr3wjYqaouAt4GbAVsAXyV7gdxSLIP3SGGO9flikiPZCZuSWtNVa1M8mrg9N6vdP5ZVf1Lkk8CVwDXAZe0uo2BT7dDBgE+1M45OBb4+ySXA7+gOzwhaR3xhERJkjTgYQVJkjRgOJAkSQOGA0mSNGA4kCRJA4YDSZI0YDiQJEkDhgNJkjRgOJAkSQP/H33TLqmQv6unAAAAAElFTkSuQmCC
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<h2 id="Emergency-calls-per-communes">Emergency calls per communes<a class="anchor-link" href="#Emergency-calls-per-communes">&#182;</a></h2><p>23 of the 68 communes had more than 10000 calls. Lower Merion has the most calls overall followed by Abington, which has signficant less calls. Lehigh County seems to be the safest commune with the least amount of calls</p>

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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">figsize</span><span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">4</span><span class="p">));</span>
<span class="n">base_color</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;twp&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">df_clean</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">,</span> <span class="n">order</span> <span class="o">=</span> <span class="n">df_clean</span><span class="p">[</span><span class="s1">&#39;twp&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</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;Emergency calls per communes&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hlines</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="mi">10000</span><span class="p">,</span> <span class="n">xmin</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xmax</span><span class="o">=</span><span class="mi">68</span><span class="p">,</span> <span class="n">linestyles</span><span class="o">=</span><span class="s1">&#39;dotted&#39;</span><span class="p">,</span> <span class="n">colors</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">);</span>
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<h2 id="Type-of-call-and-weekdays">Type of call and weekdays<a class="anchor-link" href="#Type-of-call-and-weekdays">&#182;</a></h2><p>Each type of call has the highest amount of emergency calls on friday. Traffic calls have a signifcant lower amount on weekends. EMS is close to constant between all days. Fire calls are on average 4 times less likely than EMS.</p>

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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">figsize</span><span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">4</span><span class="p">));</span>
<span class="n">order_days</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;Mon&quot;</span><span class="p">,</span><span class="s2">&quot;Tue&quot;</span><span class="p">,</span><span class="s2">&quot;Wed&quot;</span><span class="p">,</span> <span class="s2">&quot;Thu&quot;</span><span class="p">,</span><span class="s2">&quot;Fri&quot;</span><span class="p">,</span><span class="s2">&quot;Sat&quot;</span><span class="p">,</span><span class="s2">&quot;Sun&quot;</span><span class="p">];</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df_clean</span><span class="p">,</span> <span class="n">col</span> <span class="o">=</span> <span class="s2">&quot;reason&quot;</span><span class="p">);</span>
<span class="n">g</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">,</span><span class="s1">&#39;DayofWeek_abb&#39;</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order_days</span><span class="p">);</span>
<span class="n">g</span><span class="o">.</span><span class="n">axes</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="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Weekdays&#39;</span><span class="p">);</span>
<span class="n">g</span><span class="o">.</span><span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Weekdays&#39;</span><span class="p">);</span>
<span class="n">g</span><span class="o">.</span><span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Weekdays&#39;</span><span class="p">);</span>
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<pre>&lt;Figure size 1080x288 with 0 Axes&gt;</pre>
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<h2 id="Amount-of-Calls-in-the-period-per-day">Amount of Calls in the period per day<a class="anchor-link" href="#Amount-of-Calls-in-the-period-per-day">&#182;</a></h2><p>In Average there are between 250 and 500 calls a day. But there are three big outlier 02.03.2018, 15.11.2018 and 03.06.2020</p>

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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">4</span><span class="p">));</span>
<span class="n">df_clean</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;date&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()[</span><span class="s1">&#39;twp&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">base_color</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</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="s2">&quot;Amount of calls in the period per day&quot;</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reason_date</span> <span class="o">=</span><span class="n">df_clean</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;date&#39;</span><span class="p">,</span><span class="s2">&quot;reason&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">reason_date</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p>As we can see in this diagram, the rapid increase of the emergency calls at the three days: 02.03.2018, 15.11.2018 and 03.06.2020 come from traffic accidents and two times in combination with fire alarm calls</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">dateplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
    <span class="n">data</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;data&quot;</span><span class="p">)</span>
    <span class="n">data</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span> <span class="n">grid</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>

<span class="n">g</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">reason_date</span><span class="p">,</span> <span class="n">row</span> <span class="o">=</span> <span class="s2">&quot;reason&quot;</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">aspect</span> <span class="o">=</span><span class="mi">6</span><span class="p">)</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">map_dataframe</span><span class="p">(</span><span class="n">dateplot</span><span class="p">,</span> <span class="s1">&#39;date&#39;</span><span class="p">,</span><span class="s2">&quot;twp&quot;</span><span class="p">)</span>
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<h2 id="Heatmaps">Heatmaps<a class="anchor-link" href="#Heatmaps">&#182;</a></h2><p>The next subslides will show different comparisions of Heatmaps for each of the different types. In the multiveriate visualisation i wanted to see whether there is a difference for the three reason in terms of the day of Month and the time of the day. As well as the same for the weekday and the different times</p>
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<li>Hour of the Day to Day of the Month</li>
<li>Hour to Weekday</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">EMS_day_hour</span> <span class="o">=</span> <span class="n">df_clean</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;reason==&#39;EMS&#39;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Day&#39;</span><span class="p">,</span><span class="s1">&#39;Hour&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">count</span><span class="p">()[</span><span class="s1">&#39;reason&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unstack</span><span class="p">()</span>
<span class="n">Fire_day_hour</span> <span class="o">=</span> <span class="n">df_clean</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;reason==&#39;Fire&#39;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Day&#39;</span><span class="p">,</span><span class="s1">&#39;Hour&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">count</span><span class="p">()[</span><span class="s1">&#39;reason&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unstack</span><span class="p">()</span>
<span class="n">Traffic_day_hour</span> <span class="o">=</span> <span class="n">df_clean</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;reason==&#39;Traffic&#39;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Day&#39;</span><span class="p">,</span><span class="s1">&#39;Hour&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">count</span><span class="p">()[</span><span class="s1">&#39;reason&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unstack</span><span class="p">()</span>
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<h3 id="Heatmap-1---Hour-of-the-Day-to-Day-of-the-Month">Heatmap 1 - Hour of the Day to Day of the Month<a class="anchor-link" href="#Heatmap-1---Hour-of-the-Day-to-Day-of-the-Month">&#182;</a></h3><p>EMS calls increases at around 8 o'clock and has it peak between 10-12 am. There is no hugh different between the days of the month. Fire alarms seems to have a peak at the start of the month but is relativly constant. Traffic alarms havea peak at 15th of the months in the afternoon hours.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f</span><span class="p">,(</span><span class="n">ax1</span><span class="p">,</span><span class="n">ax2</span><span class="p">,</span><span class="n">ax3</span><span class="p">,</span> <span class="n">axcb</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span> 
            <span class="n">gridspec_kw</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;width_ratios&#39;</span><span class="p">:[</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mf">0.08</span><span class="p">]},</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">get_shared_y_axes</span><span class="p">()</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">ax2</span><span class="p">,</span><span class="n">ax3</span><span class="p">)</span>
<span class="n">g1</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">EMS_day_hour</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;viridis&quot;</span><span class="p">,</span><span class="n">cbar</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">)</span>
<span class="n">g1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Day of the Month&#39;</span><span class="p">)</span>
<span class="n">g1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Hour&#39;</span><span class="p">)</span>
<span class="n">g1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;EMS&#39;</span><span class="p">)</span>
<span class="n">g2</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">Fire_day_hour</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;viridis&quot;</span><span class="p">,</span><span class="n">cbar</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax2</span><span class="p">)</span>
<span class="n">g2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">g2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Hour&#39;</span><span class="p">)</span>
<span class="n">g2</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Fire&#39;</span><span class="p">)</span>
<span class="n">g2</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">([])</span>
<span class="n">g3</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">Traffic_day_hour</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;viridis&quot;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax3</span><span class="p">,</span> <span class="n">cbar_ax</span><span class="o">=</span><span class="n">axcb</span><span class="p">)</span>
<span class="n">g3</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">g3</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Hour&#39;</span><span class="p">)</span>
<span class="n">g3</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Traffic&#39;</span><span class="p">)</span>
<span class="n">g3</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">([])</span>

<span class="c1"># may be needed to rotate the ticklabels correctly:</span>
<span class="k">for</span> <span class="n">ax</span> <span class="ow">in</span> <span class="p">[</span><span class="n">g1</span><span class="p">,</span><span class="n">g2</span><span class="p">,</span><span class="n">g3</span><span class="p">]:</span>
    <span class="n">tl</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_xticklabels</span><span class="p">()</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">tl</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
    <span class="n">tly</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_yticklabels</span><span class="p">()</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_yticklabels</span><span class="p">(</span><span class="n">tly</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">0</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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<h3 id="Heatmap-2---Hour-to-Weekday">Heatmap 2 - Hour to Weekday<a class="anchor-link" href="#Heatmap-2---Hour-to-Weekday">&#182;</a></h3><p>Interesting to see is that EMS calls mostly happens shortly before noon on weekdays, Fire alarms have a high probability to happen wednesday between 14-18 o'clock. Traffic alarms are most likely fridays between 14-18. There are way less traffic alarms on weekends.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">EMS_dayofweek_hour</span> <span class="o">=</span> <span class="n">df_clean</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;reason==&#39;EMS&#39;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;DayofWeek&#39;</span><span class="p">,</span><span class="s1">&#39;Hour&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">count</span><span class="p">()[</span><span class="s1">&#39;reason&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unstack</span><span class="p">()</span>
<span class="n">Fire_dayofweek_hour</span> <span class="o">=</span> <span class="n">df_clean</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;reason==&#39;Fire&#39;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;DayofWeek&#39;</span><span class="p">,</span><span class="s1">&#39;Hour&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">count</span><span class="p">()[</span><span class="s1">&#39;reason&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unstack</span><span class="p">()</span>
<span class="n">Traffic_dayofweek_hour</span> <span class="o">=</span> <span class="n">df_clean</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;reason==&#39;Traffic&#39;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;DayofWeek&#39;</span><span class="p">,</span><span class="s1">&#39;Hour&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">count</span><span class="p">()[</span><span class="s1">&#39;reason&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unstack</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f</span><span class="p">,(</span><span class="n">ax1</span><span class="p">,</span><span class="n">ax2</span><span class="p">,</span><span class="n">ax3</span><span class="p">,</span> <span class="n">axcb</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span> 
            <span class="n">gridspec_kw</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;width_ratios&#39;</span><span class="p">:[</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mf">0.08</span><span class="p">]},</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">get_shared_y_axes</span><span class="p">()</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">ax2</span><span class="p">,</span><span class="n">ax3</span><span class="p">)</span>
<span class="n">g1</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">EMS_dayofweek_hour</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;viridis&quot;</span><span class="p">,</span><span class="n">cbar</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="n">order_days</span><span class="p">)</span>
<span class="n">g1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Weekday&#39;</span><span class="p">)</span>
<span class="n">g1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Hour&#39;</span><span class="p">)</span>
<span class="n">g1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;EMS&#39;</span><span class="p">)</span>
<span class="n">g2</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">Fire_dayofweek_hour</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;viridis&quot;</span><span class="p">,</span><span class="n">cbar</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax2</span><span class="p">)</span>
<span class="n">g2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">g2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Hour&#39;</span><span class="p">)</span>
<span class="n">g2</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Fire&#39;</span><span class="p">)</span>
<span class="n">g2</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">([])</span>
<span class="n">g3</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">Traffic_dayofweek_hour</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;viridis&quot;</span><span class="p">,</span><span class="n">ax</span><span class="o">=</span><span class="n">ax3</span><span class="p">,</span> <span class="n">cbar_ax</span><span class="o">=</span><span class="n">axcb</span><span class="p">)</span>
<span class="n">g3</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">g3</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Hour&#39;</span><span class="p">)</span>
<span class="n">g3</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Traffic&#39;</span><span class="p">)</span>
<span class="n">g3</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">([])</span>

<span class="c1"># may be needed to rotate the ticklabels correctly:</span>
<span class="k">for</span> <span class="n">ax</span> <span class="ow">in</span> <span class="p">[</span><span class="n">g1</span><span class="p">,</span><span class="n">g2</span><span class="p">,</span><span class="n">g3</span><span class="p">]:</span>
    <span class="n">tl</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_xticklabels</span><span class="p">()</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">tl</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
    <span class="n">tly</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_yticklabels</span><span class="p">()</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_yticklabels</span><span class="p">(</span><span class="n">tly</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">0</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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<blockquote><p>Once you're ready to finish your presentation, check your output by using
nbconvert to export the notebook and set up a server for the slides. From the
terminal or command line, use the following expression:</p>
<blockquote><p><code>jupyter nbconvert &lt;file_name&gt;.ipynb --to slides --post serve --template output_toggle</code></p>
</blockquote>
<p>This should open a tab in your web browser where you can scroll through your
presentation. Sub-slides can be accessed by pressing 'down' when viewing its parent
slide. Make sure you remove all of the quote-formatted guide notes like this one
before you finish your presentation!</p>
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