pre_processing.slides.html


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<title>pre_processing slides</title>

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}
.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 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
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<div class="reveal">
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<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="O-Problema">O Problema<a class="anchor-link" href="#O-Problema">&#182;</a></h2>
</div>
</div>
</div></section><section>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
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<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Record-Linkage">Record Linkage<a class="anchor-link" href="#Record-Linkage">&#182;</a></h2><p>Segundo : Ivan P. Fellegi &amp; Alan B. Sunter em <a href="https://amstat.tandfonline.com/doi/abs/10.1080/01621459.1969.10501049">A Theory for Record Linkage</a> o problema de record linkage consiste em:
<em>"reconhecer os registros de dois arquivos que representam pessoas, objetos ou eventos idênticos"</em></p>

</div>
</div>
</div></section><section>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
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<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Nosso-contexto">Nosso contexto<a class="anchor-link" href="#Nosso-contexto">&#182;</a></h2><p>Os dados do problema <a href="https://googleweblight.com/i?u=https://archive.ics.uci.edu/ml/datasets/record%2Blinkage%2Bcomparison%2Bpatterns&amp;hl=pt-BR">Record Linkage Comparison Patterns</a> referem-se a registros epidemológicos de paciêntes com câncer de um hospital no estado de North Rhine-Westphalia na Alemanha.</p>

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<h2 id="Estrutura-de-coleta-dos-dados">Estrutura de coleta dos dados<a class="anchor-link" href="#Estrutura-de-coleta-dos-dados">&#182;</a></h2><p>Os dados são compostos pelas seguintes colunas</p>
<ol>
<li>id_1: internal identifier of first record.</li>
<li>id_2: internal identifier of second record.</li>
<li>cmp_fname_c1: agreement of first name, first component</li>
<li>cmp_fname_c2: agreement of first name, second component</li>
<li>cmp_lname_c1: agreement of family name, first component</li>
<li>cmp_lname_c2: agreement of family name, second component</li>
<li>cmp_sex: agreement sex</li>
<li>cmp_bd: agreement of date of birth, day component</li>
<li>cmp_bm: agreement of date of birth, month component</li>
<li>cmp_by: agreement of date of birth, year component</li>
<li>cmp_plz: agreement of postal code</li>
<li>is_match: matching status (TRUE for matches, FALSE for non-matches)</li>
</ol>

</div>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[30]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span>  <span class="nn">graphviz</span> <span class="k">import</span> <span class="n">Source</span>
<span class="kn">from</span> <span class="nn">scipy</span> <span class="k">import</span> <span class="n">misc</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
</pre></div>

</div>
</div>
</div>

</div></section></section><section><section>
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<h4 id="Importar-dados-para-analise">Importar dados para analise<a class="anchor-link" href="#Importar-dados-para-analise">&#182;</a></h4><p>Para iniciar a analise dos dados primeiro necessita-se
importar esse dados, os .csv encontrados abaixo são os dados disponibilizados
<a href="https://archive.ics.uci.edu/ml/datasets/record+linkage+comparison+patterns">aqui</a>.
Após carregar cada um dos dados .csv unimos em um unico frame do pandas.</p>

</div>
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<div class="prompt input_prompt">In&nbsp;[2]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataframe</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">11</span><span class="p">):</span>
    <span class="n">dataframe_name</span> <span class="o">=</span> <span class="s1">&#39;data/block_&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">+</span><span class="s1">&#39;.csv&#39;</span>
    <span class="n">new_dataframe</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="n">dataframe_name</span><span class="p">)</span>
    <span class="n">dataframe</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">dataframe</span><span class="p">,</span><span class="n">new_dataframe</span><span class="p">])</span>

<span class="n">frame</span> <span class="o">=</span> <span class="n">dataframe</span>
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<h4 id="Exibir-Frame">Exibir Frame<a class="anchor-link" href="#Exibir-Frame">&#182;</a></h4><p>Exibir resultado do merge dos frames..</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">frame</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id_1</th>
      <th>id_2</th>
      <th>cmp_fname_c1</th>
      <th>cmp_fname_c2</th>
      <th>cmp_lname_c1</th>
      <th>cmp_lname_c2</th>
      <th>cmp_sex</th>
      <th>cmp_bd</th>
      <th>cmp_bm</th>
      <th>cmp_by</th>
      <th>cmp_plz</th>
      <th>is_match</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>37291</td>
      <td>53113</td>
      <td>0.833333333333333</td>
      <td>?</td>
      <td>1.0</td>
      <td>?</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1</th>
      <td>39086</td>
      <td>47614</td>
      <td>1</td>
      <td>?</td>
      <td>1.0</td>
      <td>?</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2</th>
      <td>70031</td>
      <td>70237</td>
      <td>1</td>
      <td>?</td>
      <td>1.0</td>
      <td>?</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>True</td>
    </tr>
    <tr>
      <th>3</th>
      <td>84795</td>
      <td>97439</td>
      <td>1</td>
      <td>?</td>
      <td>1.0</td>
      <td>?</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>True</td>
    </tr>
    <tr>
      <th>4</th>
      <td>36950</td>
      <td>42116</td>
      <td>1</td>
      <td>?</td>
      <td>1.0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>True</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">frame</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 5749132 entries, 0 to 574912
Data columns (total 12 columns):
id_1            int64
id_2            int64
cmp_fname_c1    object
cmp_fname_c2    object
cmp_lname_c1    float64
cmp_lname_c2    object
cmp_sex         int64
cmp_bd          object
cmp_bm          object
cmp_by          object
cmp_plz         object
is_match        bool
dtypes: bool(1), float64(1), int64(3), object(7)
memory usage: 531.8+ MB
</pre>
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<p>É possível observar que os dados numéricos estão em formatos de string</p>

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<h4 id="Corrigindo-tipos-de-dados">Corrigindo tipos de dados<a class="anchor-link" href="#Corrigindo-tipos-de-dados">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">broken_columns</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">frame</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="mi">2</span><span class="p">:</span><span class="mi">11</span><span class="p">])</span>

<span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">broken_columns</span><span class="p">:</span>
    <span class="n">frame</span><span class="p">[</span><span class="n">column</span><span class="p">]</span> <span class="o">=</span> <span class="n">frame</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span> <span class="k">if</span> <span class="n">x</span> <span class="o">==</span> <span class="s1">&#39;?&#39;</span> <span class="k">else</span> <span class="n">x</span><span class="p">)</span>
    <span class="n">frame</span><span class="p">[</span><span class="n">column</span><span class="p">]</span> <span class="o">=</span> <span class="n">frame</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="nb">str</span> <span class="k">else</span> <span class="n">x</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">frame</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 5749132 entries, 0 to 574912
Data columns (total 12 columns):
id_1            int64
id_2            int64
cmp_fname_c1    float64
cmp_fname_c2    float64
cmp_lname_c1    float64
cmp_lname_c2    float64
cmp_sex         int64
cmp_bd          float64
cmp_bm          float64
cmp_by          float64
cmp_plz         float64
is_match        bool
dtypes: bool(1), float64(8), int64(3)
memory usage: 531.8 MB
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<h4 id="Verificando-a-exist&#234;ncia-de-valores-nulos">Verificando a exist&#234;ncia de valores nulos<a class="anchor-link" href="#Verificando-a-exist&#234;ncia-de-valores-nulos">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imp_values</span> <span class="o">=</span> <span class="n">frame</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;id_1&#39;</span><span class="p">,</span><span class="s1">&#39;id_2&#39;</span><span class="p">,</span><span class="s1">&#39;is_match&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">melted_frame</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">melt</span><span class="p">(</span><span class="n">imp_values</span><span class="o">.</span><span class="n">notnull</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">4</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">melted_frame</span><span class="p">[</span><span class="s1">&#39;variable&#39;</span><span class="p">],</span><span class="n">hue</span><span class="o">=</span><span class="n">melted_frame</span><span class="p">[</span><span class="s1">&#39;value&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
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<p>No gráfico acima as barras em azul representam o número de valores nulos de cada coluna</p>

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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">imp_values</span><span class="o">.</span><span class="n">isnull</span><span class="p">(),</span><span class="n">cbar</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">yticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class="prompt output_prompt">Out[10]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f0852192110&gt;</pre>
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src="data:image/png;base64,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<p>Acima vemos outro gráfico que representa a quantidade de valores nulos de cada coluna. Nesse caso as partes claras
representam os valores faltantes</p>

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<h4 id="Removendo-colunas-vazias">Removendo colunas vazias<a class="anchor-link" href="#Removendo-colunas-vazias">&#182;</a></h4><p>Com a visualização dos graficos é possivel observar que as colunas cmp_fname_c2 e cmp_lname_c2, existem muitos dados faltantes, então ele serão desconsideradas a aplicação dos métodos e nas demais colunas onde existem dados faltantes serão preenchidas pelas medias dos valores dos dados;</p>

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<p>Removendo colunas desnecessario para aplicar o modelo.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">frame</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;id_1&#39;</span><span class="p">,</span><span class="s1">&#39;id_2&#39;</span><span class="p">,</span><span class="s1">&#39;cmp_fname_c2&#39;</span><span class="p">,</span><span class="s1">&#39;cmp_lname_c2&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p>Aplicando as medias para os demais valores faltantes dos frames.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">preparer_data</span><span class="p">(</span><span class="n">frame</span><span class="p">):</span>
    <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_fname_c1&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_fname_c1&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span><span class="mf">0.000235404896421846</span><span class="p">)</span>
    <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_lname_c1&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_lname_c1&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span><span class="mf">2.68694413843136e-05</span><span class="p">)</span>
    <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_sex&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_sex&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span><span class="mf">0.5</span><span class="p">)</span>
    <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_bd&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_bd&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span><span class="mf">0.032258064516129</span><span class="p">)</span>
    <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_bm&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_bm&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span><span class="mf">0.0833333333333333</span><span class="p">)</span>
    <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_by&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_by&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span> <span class="mf">0.00943396226415094</span><span class="p">)</span>
    <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_plz&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">frame</span><span class="p">[</span><span class="s2">&quot;cmp_plz&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">,</span> <span class="mf">0.000422654268808115</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">frame</span>

<span class="n">frame</span> <span class="o">=</span> <span class="n">preparer_data</span><span class="p">(</span><span class="n">frame</span><span class="p">)</span>
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<h2 id="Verificando-a-exist&#234;ncia-de-valores-nulos">Verificando a exist&#234;ncia de valores nulos<a class="anchor-link" href="#Verificando-a-exist&#234;ncia-de-valores-nulos">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">frame</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">any</span><span class="p">()</span>
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<pre>False</pre>
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<h2 id="Verificando-a-correla&#231;&#227;o-entre-as-features">Verificando a correla&#231;&#227;o entre as features<a class="anchor-link" href="#Verificando-a-correla&#231;&#227;o-entre-as-features">&#182;</a></h2><p>Ainda para observar, se as demais features que irão realmente compor o modelo, iremos buscar a correlação entre elas,
casos duas features tenham correlação muito alta, deverão ser desconsideradas no modelo, pois elas basicamente estariam 
trazendo a mesma informação ao modelo.</p>

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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">frame</span><span class="o">.</span><span class="n">corr</span><span class="p">(),</span><span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="n">sns</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">rocket_r</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f0854208310&gt;</pre>
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
"
>
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<p>Partindo da tabela de correlação podemos intenficar, que os dados estão bem desacoplados, sendo assim podemos utilizalos no nosso modelo.</p>

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<p>Partindo da tabela de correlação podemos intenficar, que os dados estão bem desacoplados, sendo assim podemos utiliza-los no nosso modelo. Por padrão a correlação que o pandas implementa é a correlação de pearson, onde:</p>
<p>ρ=1 - Significa a existência de uma correlação perfeita e positiva entre duas variáveis.</p>
<p>ρ=−1 - Significa a existência de uma correlação perfeita e negativa entre duas variáveis, ou seja são inversamente proporcionais.</p>
<p>ρ=0 - Significa que as variáveis não dependem linearmente uma da outra.</p>

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<div class="prompt input_prompt">In&nbsp;[33]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">frame</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<div class="prompt output_prompt">Out[33]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>cmp_fname_c1</th>
      <th>cmp_lname_c1</th>
      <th>cmp_sex</th>
      <th>cmp_bd</th>
      <th>cmp_bm</th>
      <th>cmp_by</th>
      <th>cmp_plz</th>
      <th>is_match</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.833333</td>
      <td>1.0</td>
      <td>1</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>True</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1.000000</td>
      <td>1.0</td>
      <td>1</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>True</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1.000000</td>
      <td>1.0</td>
      <td>1</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>True</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1.000000</td>
      <td>1.0</td>
      <td>1</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>True</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1.000000</td>
      <td>1.0</td>
      <td>1</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>True</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div></section></section><section><section>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Após esse tramento dos dados, essas features acima serão as que vão incorporar cada modelo.</p>

</div>
</div>
</div></section></section>
</div>
</div>

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