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<title>08-pandas slides</title>

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  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 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;
}
/*# sourceMappingURL=style.min.css.map */
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
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.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
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.highlight .nv { color: #19177C } /* Name.Variable */
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.highlight .sx { color: #008000 } /* Literal.String.Other */
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<h1 id="Data-Analysis-with-Pandas">Data Analysis with Pandas<a class="anchor-link" href="#Data-Analysis-with-Pandas">&#182;</a></h1><p><a href="https://pandas.pydata.org/">Pandas</a> is an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language.</p>

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<p>We are going to use data produced by the <a href="http://tissuemaps.org/">TissueMAPS</a> software.</p>
<p>The following data files should be available alongside this notebook:</p>

<pre><code>BIO325_CRISPR_Yap_p1_D07_Cells_metadata.csv
BIO325_CRISPR_Yap_p1_D07_Cells_feature-values.csv.gz
BIO325_CRISPR_Yap_p1_D08_Cells_metadata.csv
BIO325_CRISPR_Yap_p1_D08_Cells_feature-values.csv.gz
BIO325_CRISPR_Yap_p1_D09_Cells_metadata.csv
BIO325_CRISPR_Yap_p1_D09_Cells_feature-values.csv.gz
BIO325_CRISPR_Yap_p1_D10_Cells_metadata.csv
BIO325_CRISPR_Yap_p1_D10_Cells_feature-values.csv.gz</code></pre>
<p>Both <em>metadata</em> and <em>feature-value</em> <a href="https://en.wikipedia.org/wiki/Comma-separated_values">CSV</a> files contain data about single cells computed from microscope images; each cell is assigned an ID (unique per "well" -- wells are assigned identifiers like "D07" or "D10"), which matches across the two files.</p>
<p>We can use PanDas to inspect the contents of these files and perform some statistics and plotting.</p>

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<h2 id="Preamble">Preamble<a class="anchor-link" href="#Preamble">&#182;</a></h2><p>Before using PanDas, we must import it.  PanDas depends on NumPy and can interchange data with it, so let's import both of them using abbreviated names.</p>

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<div class=" highlight hl-ipython3"><pre><span></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>
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<h2 id="Load-data">Load data<a class="anchor-link" href="#Load-data">&#182;</a></h2>
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<p>We can use Panda's <code>read_csv()</code> function to read a CSV file into a Python data structure:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># &quot;metadata&quot; file for well D10</span>
<span class="n">md10</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;BIO325_CRISPR_Yap_p1_D10_Cells_metadata.csv&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># &quot;feature values&quot; for well D10 -- note we read a compressed file!</span>
<span class="n">fv10</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="s1">&#39;BIO325_CRISPR_Yap_p1_D10_Cells_feature-values.csv.gz&#39;</span><span class="p">)</span>
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<p>The return object from <code>read_csv()</code> is a <code>DataFrame</code> object, which displays nicely in the notebook as tabular data:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">md10</span><span class="p">[:</span><span class="mi">5</span><span class="p">]</span>  <span class="c1"># display the first 5 rows</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>mapobject_id</th>
      <th>plate_name</th>
      <th>well_name</th>
      <th>well_pos_y</th>
      <th>well_pos_x</th>
      <th>tpoint</th>
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      <th>0</th>
      <td>491297</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0.0</td>
      <td>0.0</td>
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      <th>1</th>
      <td>491298</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>0.0</td>
      <td>0.0</td>
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      <th>2</th>
      <td>491299</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>0.0</td>
      <td>0.0</td>
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      <th>3</th>
      <td>491300</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>0.0</td>
      <td>0.0</td>
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      <th>4</th>
      <td>491301</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>0</td>
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      <td>5</td>
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<p>Note that the first row of the CSV file was used to name the column, not to provide actual data.</p>

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<h2 id="Access-table-data">Access table data<a class="anchor-link" href="#Access-table-data">&#182;</a></h2>
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<p>A <code>DataFrame</code> object as a <code>.shape</code> attribute like any 2D NumPy array:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">md10</span><span class="o">.</span><span class="n">shape</span>
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<pre>(30764, 11)</pre>
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<p>The above shows that our table has 30764 rows across 11 columns.</p>
<p><strong>Note: <em>row index comes first!</em></strong> (This will be important when accessing data with numerical indices below.)</p>

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<h3 id="Read-entire-columns">Read entire columns<a class="anchor-link" href="#Read-entire-columns">&#182;</a></h3>
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<p>You can get an <em>entire column</em> out of the table, by using Python's <code>[]</code> notation with the column name:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels</span> <span class="o">=</span> <span class="n">md10</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels</span><span class="p">[:</span><span class="mi">5</span><span class="p">]</span> <span class="c1"># print first 5 label values</span>
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<pre>0    1
1    2
2    3
3    4
4    5
Name: label, dtype: int64</pre>
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<p>A column of a PanDas <code>DataFrame</code> is a <code>pandas.Series</code> object, which closely resembles a NumPy array.</p>
<p>You can use all normal Python and NumPy array methods on it.</p>

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<pre>30764</pre>
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<pre>19209762</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">unique_labels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>
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<pre>1504</pre>
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<h3 id="Read-entire-rows">Read entire rows<a class="anchor-link" href="#Read-entire-rows">&#182;</a></h3>
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<p>A single row can be accessed using the <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.loc.html"><code>.loc[]</code> operator</a>:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">row2</span> <span class="o">=</span> <span class="n">md10</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">2</span><span class="p">];</span> <span class="nb">print</span><span class="p">(</span><span class="n">row2</span><span class="p">)</span>
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<pre>mapobject_id        491299
plate_name              p1
well_name              D10
well_pos_y               0
well_pos_x               0
tpoint                   0
zplane                   0
label                    3
is_border                1
Classification-5         0
TPlus                    0
Name: 2, dtype: object
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<p>Each row acts as special array, where you can access items by column name <em>or</em> by position:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">row2</span><span class="p">[</span><span class="s1">&#39;well_name&#39;</span><span class="p">]</span>
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<pre>&#39;D10&#39;</pre>
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<pre>&#39;D10&#39;</pre>
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<h2 id="Quick-computation-of-basic-statistical-quantities">Quick computation of basic statistical quantities<a class="anchor-link" href="#Quick-computation-of-basic-statistical-quantities">&#182;</a></h2>
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<p>A <code>DataFrame</code>'s <code>.describe()</code> method provides a quick statistical summary of the data (but only for <em>continuous</em> variables):</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stat</span> <span class="o">=</span> <span class="n">fv10</span><span class="p">[</span><span class="s1">&#39;Intensity_mean_A01_C03&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>

<span class="nb">print</span><span class="p">(</span><span class="n">stat</span><span class="p">)</span>
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<pre>count    30764.000000
mean       183.510022
std         16.797994
min        107.724627
25%        172.740721
50%        182.523436
75%        193.056764
max        367.000000
Name: Intensity_mean_A01_C03, dtype: float64
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<p>Note that the value returned by <code>.describe()</code> is again a kind of "row" object, and you can access individual fields with the <code>[]</code> operator:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stat</span><span class="p">[</span><span class="s1">&#39;mean&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="mi">2</span><span class="o">*</span><span class="n">stat</span><span class="p">[</span><span class="s1">&#39;std&#39;</span><span class="p">]</span>
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<pre>217.10600885590281</pre>
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<p>You can compute the very same values (and many others!) by directly applying a NumPy function to the column:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># compute the median</span>
<span class="n">np</span><span class="o">.</span><span class="n">median</span><span class="p">(</span><span class="n">fv10</span><span class="p">[</span><span class="s1">&#39;Intensity_mean_A01_C03&#39;</span><span class="p">])</span>
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<pre>182.523436</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># compute the average of the log intensity</span>
<span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">fv10</span><span class="p">[</span><span class="s1">&#39;Intensity_mean_A01_C03&#39;</span><span class="p">]))</span>
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<pre>5.20817002879652</pre>
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<p>Note that if a categorical variable (e.g., a yes/no flag) is encoded using numerical values (e.g., <code>0</code> and <code>1</code>), then PanDas will still happily provide a statistical summary, like it were a continuous variable, but it will <em>not</em> be much useful:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">md10</span><span class="p">[</span><span class="s1">&#39;TPlus&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    30764.000000
mean         0.150338
std          0.357408
min          0.000000
25%          0.000000
50%          0.000000
75%          0.000000
max          1.000000
Name: TPlus, dtype: float64</pre>
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<h2 id="Exercise-8.A">Exercise 8.A<a class="anchor-link" href="#Exercise-8.A">&#182;</a></h2><p>Load "metadata" files into an array <code>mds</code> of tables; that is to say, <code>mds[0]</code> should be a PanDas <code>DataFrame</code> holding the values read from file <code>BIO325_CRISPR_Yap_p1_D09_Cells_metadata.csv</code>, <code>mds[1]</code> holds values from <code>BIO325_CRISPR_Yap_p1_D08_Cells_metadata.csv</code>, and so on.</p>
<p>Similarly, load "feature values" files into an array of tables <code>fvs</code>.</p>
<p>How many rows are in each table?</p>

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<h2 id="Exercise-8.B">Exercise 8.B<a class="anchor-link" href="#Exercise-8.B">&#182;</a></h2><p>What is the mean value of column <code>Intensity_mean_A01_C03</code> in the "feature values" of each well?</p>

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<h2 id="Exercise-8.C">Exercise 8.C<a class="anchor-link" href="#Exercise-8.C">&#182;</a></h2><p>How many unique values are in column <code>TPlus</code> in the metadata of each well?</p>

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<h2 id="Exercise-8.D">Exercise 8.D<a class="anchor-link" href="#Exercise-8.D">&#182;</a></h2><p>The <code>is_border</code> column in a "metadata" table tells you whether a cell lies at the border of an acquisition site or not (1 = lies at the border, 0 = does not touch nor cross the border).</p>
<p>Can you count the number of "border" cells in each well?</p>

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<h2 id="Join-tabular-data">Join tabular data<a class="anchor-link" href="#Join-tabular-data">&#182;</a></h2><p>There are two ways of joining tables:</p>
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<li><p>we may want to "stack" one table on top of another: this is only possible if the tables have the same columns, and is accomplished with PanDas' function <a href="https://pandas.pydata.org/pandas-docs/stable/merging.html#concatenating-objects">concat()</a>, or</p>
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<li><p>we may want to form a new table by "joining" rows that have some value (called a <em>key</em>) in common; this is accomplished by a <code>DataFrame</code> <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.merge.html"><code>.merge()</code> method</a></p>
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<h3 id="&quot;Stacking&quot;-tables">"Stacking" tables<a class="anchor-link" href="#&quot;Stacking&quot;-tables">&#182;</a></h3><p>Stacking tables is accomplished with PanDas' function <a href="https://pandas.pydata.org/pandas-docs/stable/merging.html#concatenating-objects">concat()</a>, which takes a unique argument: a <em>list</em> of tables to stack one on top of the other.</p>

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<p>So we get:</p>

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<pre>(100568, 11)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">md</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="p">(</span><span class="n">mds</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">mds</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">mds</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">mds</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>True</pre>
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<h3 id="Joining-by-rows">Joining by rows<a class="anchor-link" href="#Joining-by-rows">&#182;</a></h3><p>The <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.merge.html"><code>.merge()</code> method</a> allows making a new table out of two existing tables with a set of common columns.  The syntax is as follows:</p>

<pre><code>new_table = table1.merge(table2, how, on=[list of column names])</code></pre>
<p>For example:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged10</span> <span class="o">=</span> <span class="n">md10</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">fv10</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;mapobject_id&#39;</span><span class="p">])</span>
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<style scoped>
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    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>mapobject_id</th>
      <th>plate_name</th>
      <th>well_name</th>
      <th>well_pos_y</th>
      <th>well_pos_x</th>
      <th>tpoint</th>
      <th>zplane</th>
      <th>label</th>
      <th>is_border</th>
      <th>Classification-5</th>
      <th>...</th>
      <th>Texture_LBP-radius-5-26_A01_C03</th>
      <th>Texture_LBP-radius-5-27_A01_C03</th>
      <th>Texture_LBP-radius-5-28_A01_C03</th>
      <th>Texture_LBP-radius-5-29_A01_C03</th>
      <th>Texture_LBP-radius-5-30_A01_C03</th>
      <th>Texture_LBP-radius-5-31_A01_C03</th>
      <th>Texture_LBP-radius-5-32_A01_C03</th>
      <th>Texture_LBP-radius-5-33_A01_C03</th>
      <th>Texture_LBP-radius-5-34_A01_C03</th>
      <th>Texture_LBP-radius-5-35_A01_C03</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>491297</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0.0</td>
      <td>...</td>
      <td>54.0</td>
      <td>192.0</td>
      <td>3.0</td>
      <td>21.0</td>
      <td>14.0</td>
      <td>74.0</td>
      <td>49.0</td>
      <td>23.0</td>
      <td>277.0</td>
      <td>153.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>491298</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>0.0</td>
      <td>...</td>
      <td>120.0</td>
      <td>370.0</td>
      <td>21.0</td>
      <td>67.0</td>
      <td>67.0</td>
      <td>192.0</td>
      <td>155.0</td>
      <td>75.0</td>
      <td>675.0</td>
      <td>472.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>491299</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>0.0</td>
      <td>...</td>
      <td>89.0</td>
      <td>306.0</td>
      <td>3.0</td>
      <td>32.0</td>
      <td>30.0</td>
      <td>106.0</td>
      <td>66.0</td>
      <td>35.0</td>
      <td>393.0</td>
      <td>250.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>491300</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>0.0</td>
      <td>...</td>
      <td>69.0</td>
      <td>212.0</td>
      <td>3.0</td>
      <td>23.0</td>
      <td>19.0</td>
      <td>81.0</td>
      <td>42.0</td>
      <td>12.0</td>
      <td>234.0</td>
      <td>153.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>491301</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>1</td>
      <td>0.0</td>
      <td>...</td>
      <td>58.0</td>
      <td>222.0</td>
      <td>2.0</td>
      <td>18.0</td>
      <td>12.0</td>
      <td>74.0</td>
      <td>42.0</td>
      <td>18.0</td>
      <td>231.0</td>
      <td>137.0</td>
    </tr>
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<p>5 rows × 215 columns</p>
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<p>Parameter <em>how</em> has the following possible values:</p>
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<li><code>'inner'</code>: merge rows where both tables agree on the value of the common columns;</li>
<li><code>'left'</code>: take <em>all</em> rows from <code>table1</code>, fill in null values if there's no row in <code>table2</code> which agrees on the common columns;</li>
<li><code>'right'</code>: same as <code>'left'</code> but with the roles of <code>table1</code> and <code>table2</code> interchanged;</li>
<li><code>'outer'</code>: take <em>all</em> rows, fill in null values when row of one table cannot be matched.</li>
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<p>If you know databases, this is exactly the same semantics of <a href="https://www.w3schools.com/sql/sql_join.asp">SQL's JOIN keyword</a></p>

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<h2 id="Make-sub-tables">Make sub-tables<a class="anchor-link" href="#Make-sub-tables">&#182;</a></h2><p>The <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.loc.html"><code>.loc[]</code> operator</a> can be used to extract sub-tables, by specifying the rows and columns to extract:</p>

<pre><code>sub = data.loc[rows, columns]</code></pre>
<p>here <code>rows</code> and <code>columns</code> can be:</p>
<ul>
<li><em>lists</em> of row numbers (e.g., <code>[1,2,3]</code>) or column names (e.g., <code>['a', 'c']</code>), </li>
<li><em>ranges</em> (e.g., <code>1:10</code>),</li>
<li>or <strong>selectors</strong> (which we'll explain in a while)</li>
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<p>For example:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">md10</span><span class="o">.</span><span class="n">loc</span><span class="p">[[</span><span class="mi">1</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">7</span><span class="p">],</span> <span class="p">[</span><span class="s1">&#39;well_name&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">,</span> <span class="s1">&#39;is_border&#39;</span><span class="p">]]</span>
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      <th>1</th>
      <td>D10</td>
      <td>2</td>
      <td>1</td>
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      <th>3</th>
      <td>D10</td>
      <td>4</td>
      <td>1</td>
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      <th>5</th>
      <td>D10</td>
      <td>6</td>
      <td>1</td>
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      <th>7</th>
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      <td>8</td>
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<p><strong>Note:</strong> the <code>.loc[]</code> operator does <em>not copy</em> the table data -- so any modification to the sub-table will be reflected on the parent table.  Use <code>.loc[...].copy()</code> to create an independent sub-table.</p>

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<h2 id="Selectors">Selectors<a class="anchor-link" href="#Selectors">&#182;</a></h2><p>Selectors are logical expressions on a column (or row) of a table.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># select all objects in well D10 with numerical label 42</span>
<span class="n">label42</span> <span class="o">=</span> <span class="p">(</span><span class="n">md10</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">42</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># select all objects whose mean intensity in the DAPI channel is over 1 sigma from the avg </span>
<span class="n">dapi_plus1s</span> <span class="o">=</span> <span class="p">(</span><span class="n">fv10</span><span class="p">[</span><span class="s1">&#39;Nuclei_Intensity_mean_A02_C01&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mf">259.69</span><span class="p">)</span>
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<p>You can use selectors to extract a sub-table out of an existing one.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># only data about cell labeled 42</span>
<span class="n">table_only_label42</span> <span class="o">=</span> <span class="n">md10</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">label42</span><span class="p">]</span>
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<pre>25</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">table_only_label42</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>mapobject_id</th>
      <th>plate_name</th>
      <th>well_name</th>
      <th>well_pos_y</th>
      <th>well_pos_x</th>
      <th>tpoint</th>
      <th>zplane</th>
      <th>label</th>
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      <th>Classification-5</th>
      <th>TPlus</th>
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      <th>41</th>
      <td>491338</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0.0</td>
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      <th>1308</th>
      <td>473939</td>
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      <td>D10</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>42</td>
      <td>0</td>
      <td>0.0</td>
      <td>0.0</td>
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      <th>2388</th>
      <td>385439</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
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      <td>42</td>
      <td>0</td>
      <td>0.0</td>
      <td>0.0</td>
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      <th>3727</th>
      <td>535524</td>
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      <td>D10</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>42</td>
      <td>0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
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      <th>5033</th>
      <td>479076</td>
      <td>p1</td>
      <td>D10</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>42</td>
      <td>0</td>
      <td>0.0</td>
      <td>0.0</td>
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<h2 id="Exercise-8.E">Exercise 8.E<a class="anchor-link" href="#Exercise-8.E">&#182;</a></h2><p>Make stacked tables:</p>
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<li><code>md</code>, combining metadata for all wells</li>
<li><code>fv</code>, combining feature values for all wells</li>
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<h2 id="Exercise-8.F">Exercise 8.F<a class="anchor-link" href="#Exercise-8.F">&#182;</a></h2><p>Make a single large table <code>all</code> by joining tables <code>md</code> and <code>fv</code> over the common column <code>mapobject_id</code>.</p>
<p>How many rows are in the combined table?</p>

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<h2 id="Exercise-8.G">Exercise 8.G<a class="anchor-link" href="#Exercise-8.G">&#182;</a></h2><p>Make a table <code>good</code> by extracting from <code>all</code> only rows which refer to objects that are <em>not</em> "border" objects.</p>
<p>How many good objects are there?</p>
<p><em>Advanced:</em> could you compute this number from the selector alone?</p>

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<h2 id="Exercise-8.H">Exercise 8.H<a class="anchor-link" href="#Exercise-8.H">&#182;</a></h2><p>Make two tables <code>all0</code> and <code>all1</code> by splitting table <code>all</code> on the two values of column <code>TPlus</code> (<code>0</code> or <code>1</code>).
What is the mean of column <code>Intensity_mean_A01_C03</code> in each table?  And the std deviation?</p>

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<h1 id="Plotting">Plotting<a class="anchor-link" href="#Plotting">&#182;</a></h1><p>The <a href="https://seaborn.pydata.org/examples/index.html">seaborn</a> library provides many convenient plotting functions; there are good chances that the plot you want to make is already implemented by Seaborn.</p>

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<h2 id="Distribution-plots-(with-kernel-density-estimates)">Distribution plots (with kernel density estimates)<a class="anchor-link" href="#Distribution-plots-(with-kernel-density-estimates)">&#182;</a></h2><p>Seaborn's function <a href="https://seaborn.pydata.org/generated/seaborn.distplot.html#seaborn.distplot">distplot()</a> plots the frequency distribution of an array of values.</p>
<p>The simplest use just passes an array of values (e.g., a <code>DataFrame</code> column) as the unique argument:</p>

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<pre>/home/rmurri/w/anaconda3/5.3.0/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f6f3fb0d358&gt;</pre>
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<p>The plot ink color can be specified with the additional parameter <code>color=</code>:</p>

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<div class="prompt input_prompt">In&nbsp;[49]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sea</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">fv10</span><span class="p">[</span><span class="s1">&#39;Nuclei_Intensity_mean_A02_C01&#39;</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;orange&#39;</span><span class="p">)</span>
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<pre>/home/rmurri/w/anaconda3/5.3.0/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f6f3fafecf8&gt;</pre>
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<h2 id="Scatter-plots">Scatter plots<a class="anchor-link" href="#Scatter-plots">&#182;</a></h2><p>Scatter plots are provided by <a href="https://seaborn.pydata.org/generated/seaborn.scatterplot.html#seaborn.scatterplot">Seaborn function scatterplot()</a>.  The syntax of the <code>scatterplot()</code> function we are going to use is the following:</p>

<pre><code>scatterplot(data=..., x=..., y=...)</code></pre>
<p>where the named arguments have the following meaning:</p>
<ul>
<li><code>data</code> is a table (PanDas <code>DataFrame</code>);</li>
<li><code>x</code> is the <em>name of a column</em> of <code>data</code> where to draw the x-axis values from;</li>
<li><code>y</code> is again the <em>name of a column</em> where to draw the y-axis values from.</li>
</ul>
<p>Alternatively, you can just provide the <code>x</code> and <code>y</code> values as Python lists or NumPy arrays:</p>

<pre><code>scatterplot(x=..., y=...)</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sea</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="nb">all</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;Intensity_mean_A01_C03&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Nuclei_Intensity_mean_A02_C01&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f6f3f926ac8&gt;</pre>
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<h2 id="Make-a-grid-of-plots">Make a grid of plots<a class="anchor-link" href="#Make-a-grid-of-plots">&#182;</a></h2><p>To arrange a number of plots in a grid, function <a href="https://matplotlib.org/api/_as_gen/matplotlib.pyplot.subplots.html"><code>plt.subplots</code></a> is used again:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">axes</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">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
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<p>Note that, when multiple plots are requested, the second return value from <code>plt.subplots</code> is an <em>array</em> (with the shape indicated in the numerical parameters to <code>plt.subplots</code>) -- so we must extract individual canvases ("axes") to draw a plot on them:</p>

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<div class="prompt input_prompt">In&nbsp;[52]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ul</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="c1"># upper-left</span>
<span class="n">ur</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="c1"># upper-right</span>
<span class="n">ll</span> <span class="o">=</span> <span class="n">axes</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span>  <span class="c1"># lower-left</span>
<span class="n">lr</span> <span class="o">=</span> <span class="n">axes</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="c1"># lower-right</span>
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<p>All Seaborn plotting functions accept an additional <code>ax=...</code> argument to plot on a specific canvas:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># well D07</span>
<span class="n">sea</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">fvs</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;Intensity_mean_A01_C03&#39;</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span><span class="n">ul</span><span class="p">)</span>
<span class="n">sea</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">fvs</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;Nuclei_Intensity_mean_A02_C01&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Intensity_mean_A01_C03&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ur</span><span class="p">)</span>

<span class="c1"># well D07</span>
<span class="n">sea</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">fvs</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="s1">&#39;Intensity_mean_A01_C03&#39;</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span><span class="n">ll</span><span class="p">)</span>
<span class="n">sea</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">fvs</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;Nuclei_Intensity_mean_A02_C01&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Intensity_mean_A01_C03&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">lr</span><span class="p">)</span>
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<pre>/home/rmurri/w/anaconda3/5.3.0/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f6f3f7e4dd8&gt;</pre>
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<h2 id="Box-plots">Box plots<a class="anchor-link" href="#Box-plots">&#182;</a></h2><p>Box plots are provided by <a href="https://seaborn.pydata.org/generated/seaborn.boxplot.html#seaborn.boxplot">Seaborn function boxplot()</a>.  The syntax of the <code>boxplot()</code> function we are going to use is the following:</p>

<pre><code>boxplot(data=..., x=..., y=..., hue=...)</code></pre>
<p>where the named arguments have the following meaning:</p>
<ul>
<li><code>data</code> is a table (PanDas <code>DataFrame</code>)</li>
<li><code>x</code> is the <em>name of a column</em> of <code>data</code> where to draw the x-axis values from; this should be a categorical variable.</li>
<li><code>y</code> is again the <em>name of a column</em> whose distribution detemines the parameters of the box and handles; <code>y</code> should name a continuous variable.</li>
</ul>
<p>The following are optional:</p>
<ul>
<li><code>hue</code> is again the <em>name of a column</em> of <code>data</code> (carrying a categorical variable): if supplied, for each value of <code>x</code>, a box+handles of a different color ("hue") will be drawn for each value of <code>hue</code>. In other words, by supplying <code>hue</code> you can make boxplots of 3D-data <code>(x,y,hue)</code>.</li>
<li><code>ax</code> used for placing a plot on a specific "subplot"</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Initialize the matplotlib figure</span>
<span class="n">fig</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">subplots</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="n">sea</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="nb">all</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;well_name&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;TPlus&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Intensity_mean_A01_C03&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f6f3f694a90&gt;</pre>
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<h2 id="Exercise-8.J.">Exercise 8.J.<a class="anchor-link" href="#Exercise-8.J.">&#182;</a></h2><p>Make a 2x2 grid of plots, showing box plots of the mean Intensity of the <em>Yap</em> channel for each of the wells D07, D08, D09, D10.</p>

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<h2 id="Violin-plots">Violin plots<a class="anchor-link" href="#Violin-plots">&#182;</a></h2><p>Violin plots are provided by <a href="https://seaborn.pydata.org/generated/seaborn.violinplot.html#seaborn.violinplot">Seaborn function violinplot()</a>.  Producing a (useful) violin plot requires specifying quite some parameters; the syntax of the <code>violinplot()</code> function we are going to use is the following:</p>

<pre><code>violinplot(data=..., x=..., y=..., hue=..., split=..., inner=...)</code></pre>
<p>where the named arguments have the following meaning:</p>
<ul>
<li><code>data</code> is a table (PanDas <code>DataFrame</code>)</li>
<li><code>x</code> is the <em>name of a column</em> of <code>data</code> where to draw the x-axis values from; this should be a categorical variable.</li>
<li><code>y</code> is again the <em>name of a column</em> whose distribution will be plotted to make the countour of the "violins"; <code>y</code> should name a continuous variable.</li>
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<p>The following are optional:</p>
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<li><code>hue</code> is again the <em>name of a column</em> of <code>data</code> (carrying a categorical variable): if supplied, for each value of <code>x</code>, a violin of a different color ("hue") will be drawn for each value of <code>hue</code>. In other words, by supplying <code>hue</code> you can make violin plots of 3D-data <code>(x,y,hue)</code>.</li>
<li><code>split</code>: if <code>True</code> and <code>hue</code> is the name of a discrete variable with 2 values, then, for each <code>x</code>, each half of the violin plots the <code>y</code> values corresponding to the different <code>hue</code>.</li>
<li><code>inner</code>: can be one of:<ul>
<li><code>'quartiles'</code>: mark the quartiles of the distribution</li>
<li><code>'box'</code> make a miniature box plot inside the violin</li>
<li><code>'point'</code> mark each data point</li>
<li><code>None</code>: no inner decoration of the "violins"</li>
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<div class="prompt input_prompt">In&nbsp;[56]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sea</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="nb">all</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;well_name&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Intensity_mean_A01_C03&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;TPlus&#39;</span><span class="p">)</span>
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<pre>/home/rmurri/w/anaconda3/5.3.0/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f6f3efea1d0&gt;</pre>
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<h2 id="Exercise-8.K">Exercise 8.K<a class="anchor-link" href="#Exercise-8.K">&#182;</a></h2><p>Modify the above violin plot so that only <em>one</em> (non-simmetrical) violin is shown per well: the two halves of the violin should show the distribution for TPlus-positive and TPlus-null data.</p>

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<h2 id="Exercise-8.L">Exercise 8.L<a class="anchor-link" href="#Exercise-8.L">&#182;</a></h2><p>Make a 2x2 grid of the violin plots, showing only one well per plot.</p>

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