Part_II_slide_deck_template.slides.html


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<title>Part_II_slide_deck_template slides</title>

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  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
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.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
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.highlight .nv { color: #19177C } /* Name.Variable */
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.highlight .sx { color: #008000 } /* Literal.String.Other */
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<h1 id="Factors-Influencing-Loan-Completion">Factors Influencing Loan Completion<a class="anchor-link" href="#Factors-Influencing-Loan-Completion">&#182;</a></h1><h2 id="by-OLAMIDE-QUZEEM-.O"><em>by OLAMIDE QUZEEM .O</em><a class="anchor-link" href="#by-OLAMIDE-QUZEEM-.O">&#182;</a></h2>
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<h2 id="Investigation-Overview">Investigation Overview<a class="anchor-link" href="#Investigation-Overview">&#182;</a></h2><p>In This Presentation ,I will be Looking to see The variables that are pivotal in a Borrowers Completing their loan.
    Variables Such as Recommendations,DebtToIncomeratio, IsBorrowerHomeowner ,LoanOriginalAmount,MonthlyLoanPayment,
    EmploymentStatus will be  explored alongside each other and Other variables To achive this .</p>
<h2 id="Dataset-Overview">Dataset Overview<a class="anchor-link" href="#Dataset-Overview">&#182;</a></h2><p>This Dataset contains information on 113,937 loans with 81 variables From Prosper Loan, a peer-to-peer personal loan 
    lending Company.This Dataset was  explored To Help identify variables  Pivotal In loan Completion.The Dataset was 
    subsetted to 55089 Observations and 17 Variables as a result  of it Containing Loan Observation that were still running.
    This Huge reduction in the Dataset in terms of Rows and Columns  was as a result of The Objective of The Analysis,
    which is  to Explore  The variables That Might help  predict The Outcome Of loans (Completed,Defaults,Charged Off) 
    which cant be done with running Loan Observation</p>

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<h3 id="ListingCategory"><em>ListingCategory</em><a class="anchor-link" href="#ListingCategory">&#182;</a></h3><p><strong>Why Do People Take Prosper Loans ?</strong> <br></p>
<p>The Top most  reasons why  prosper Loans were taken  is for Borrowers  to consolidate Their Debt while The second Most 
    Reasons loans were taken falls into The Not Available Category with a frequency of 16952 which is 916 lesser Than the 
    DebtConsolidation Category.The Other Category being the next top most reason has a 6042 frequency which is relatively
    small compared to the two Top most Category.Other Top most reasons loans were taken are for Business ,Home Improvement,
    Personal and Auto.
    while Student Use, Household Expenses, Medical/Dental, Taxes, Vacation,  Large Purchases, Wedding Loans, Motorcycle,<br>
    Engagement Ring,Cosmetic Procedure, Baby&amp;Adoption,Boat,Green Loans, RV falls In  The Bottom reasons Prosper Loan were 
    taken.</p>

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<h3 id="LoanOutcome-Variable"><em>LoanOutcome Variable</em><a class="anchor-link" href="#LoanOutcome-Variable">&#182;</a></h3><p><strong>How Often Do Prosper loans Get Completed ?</strong><br></p>
<p>Approximately 70% of The Time Loans were completed ,while 20% of the time They were Charged off and 9% of the time 
    Borrowers Default on the loan and loans were only cancelled 5 Times in This Dataset.</p>

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<h4 id="EmploymentStatus-And-IncomeRange-Variables"><em>EmploymentStatus And IncomeRange Variables</em><a class="anchor-link" href="#EmploymentStatus-And-IncomeRange-Variables">&#182;</a></h4><p><strong>What Are The Income Range And EmploymentStatus of Prosper Loan Borrowers ?</strong></p>
<p><strong>EmploymentStatus:</strong> <br></p>
<p>Borrowers That took Prosper Loans are mostly Employed ,be its a Full Time or Part  Time Job,or Them being Self Employed.
    Also while they are few In numbers ,retired People also Took prosper Loans,while an Handful of Borrowers
    filled Not Available and Other as Their Employment Status. 
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<p><strong>IncomeRange</strong> <br></p>
<p>large Proportion  Of Borrowers Falls Into The  $25000-49000 and $50000-75000 Income Range ,while Over 7k Borrowers
    IncomeRange shows Not Displayed.Over 6K Borrowers Earn between $75000-$99999 and also over 6K Borrowers Earn More 
    Than 100k+ Dollars.
    4.5k Borrowers Earn between $1-$24999  ,while  Over 600 Earns Zero Dollar and 532 of The Borrowers 
    Have Not Employed as Their IncomeRange.</p>

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<h3 id="Term-Variable"><em>Term Variable</em><a class="anchor-link" href="#Term-Variable">&#182;</a></h3><p><strong>How Long Does It Take To Complete a Prosper Loan?</strong><br></p>
<p>The Term Variable which states The Allocated Month for a loan to be Completed Takes 3 values, which are ;
    12 months , 36 months and 60 months , with The Most Allocated Month for  a Prosper Loan been 36 Months(3 Years ),
    followed by  60 Months(5years) Then 12 months(a Year).It will be lovely to see how this fare against The LoanOutcome 
    variable.</p>

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<h3 id="IsBorrowerHomeOwner"><em>IsBorrowerHomeOwner</em><a class="anchor-link" href="#IsBorrowerHomeOwner">&#182;</a></h3><p><strong>How many Borrowers are HomeOwner ?</strong><br></p>

<pre><code>The Proportion of Borrowers That owns a home is about even with Borrowers that doesnt .</code></pre>

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<pre>False    27527
True     25294
Name: IsBorrowerHomeowner, dtype: int64
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<h3 id="Recommendations"><em>Recommendations</em><a class="anchor-link" href="#Recommendations">&#182;</a></h3><p><strong>How Many Recommendations does a Borrower gets ?</strong><br></p>
<p>Over 90% of the Borrowers had zero Recommendations at the time  the listing was created ,while majority of the borrowers 
    had zero Recommendations, some borrowers did have over 10 recommendations.</p>

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<h3 id="StatedMonthlyIncome"><em>StatedMonthlyIncome</em><a class="anchor-link" href="#StatedMonthlyIncome">&#182;</a></h3><p><strong>How Much Does Prosper Loan Borrowers earn monthly?.</strong> <br></p>

<pre><code>Majority Of Prosper Loan Borrowers Earn between $2000 and $10000 monthly,494 Borrowers Earn Above $20k.</code></pre>

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<h3 id="LoanOriginalAmount-&amp;-MonthlyLoanPayment"><em>LoanOriginalAmount &amp; MonthlyLoanPayment</em><a class="anchor-link" href="#LoanOriginalAmount-&amp;-MonthlyLoanPayment">&#182;</a></h3><p><strong>How Much Loan Do Borrowers take and How much do They Pay  back Monthly?</strong></p>

<pre><code>Prosper Loan offers loan between $1k and $35K,while most Borrowers Take Loans between $1k to $10k </code></pre>

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<h3 id="DebtToIncomeRatio-(-DTI-)"><em>DebtToIncomeRatio ( DTI )</em><a class="anchor-link" href="#DebtToIncomeRatio-(-DTI-)">&#182;</a></h3><p><strong>What Proportion Of Borrowers Have a good DebtToIncomeRatio?</strong></p>
<p>Most Borrowers have a Good DTI value that falls between 0 and 0.4 ,while Borrowers with a zero DTI value alongside 
    Borrowers with a DTI value Greater 1 lack The Documents to back their Income,Picked mostly Not Available as their
    Listing Category ,over 500 of them  have zero recommendations and only half of the loans from them were completed.</p>

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<h3 id="IsBorrowerHomeowner-By-LoanOutcome"><em>IsBorrowerHomeowner By LoanOutcome</em><a class="anchor-link" href="#IsBorrowerHomeowner-By-LoanOutcome">&#182;</a></h3><p>Owning a Home Doesnt Influence  loan Outcome directly in the very least ,will look to visualize these two variables 
    with another variable in the multivariate section .</p>

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<h3 id="DTI-&amp;-LoanOutcome"><em>DTI &amp; LoanOutcome</em><a class="anchor-link" href="#DTI-&amp;-LoanOutcome">&#182;</a></h3><p><strong>Does DTi influence Loan Completion</strong> <br></p>
<p>DTI of most  Borrowers with Completed loans are in the range of 0.1 and 0.3 with a median of 0.2 while Defaulted and 
    ChargedOff loan DTI are a little  higher than that with a wider range.
    The Mean Of Each LoanOutcome Varies with The lowest mean(Best mean) coming from the completed loan with a value around
    0.21 almost the same as Its Median value.</p>

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<h3 id="LoanOutcome-By-Listing-Category"><em>LoanOutcome By Listing Category</em><a class="anchor-link" href="#LoanOutcome-By-Listing-Category">&#182;</a></h3><p><strong>Does The ListingCategory a Borrower Falls Under Influence Their Loan Outcome?</strong></p>
<p>While all ListingCategories Have Completed Loans as The highest frequency in each cluster ,It is to be noted that 
    The Not available ListingCategory have most Defaulted Loan while The literal 'Other' ListingCategory has a 
    significantly less Defaulted Loans.Borrowers who took loan for Auto,Boat,Rv,MotorCycle have to little or no defaulted
    loans with a high completion rate .</p>

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<h3 id="Term-by-LoanOutcome"><em>Term by LoanOutcome</em><a class="anchor-link" href="#Term-by-LoanOutcome">&#182;</a></h3><p><strong>Does The Duration of a loan Influence It completion?</strong> <br></p>
<p>While The 12 Month Term has the Lowest Frequency among The Terms Duration (12,36,64),It is The One with 
    the lowest amount of Defualts , followed by 60 Months Term Loan .</p>

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5+Vef046Bf1IrLPWbduHfXq1St8PfTQQzz66KM8++yz5OTk8NxzzxX2YfTv35/u3btzxhlnFF6KKomZMXr0aF566SUaNmxIo0aNqF69euHtwm3atKF+/fpkZ2fz+9//nmbNmhWu27t3b3Jycrjkkkto3Lgxt912G+3ataNJkybccMMNAMW2syzq1KnD0KFD6dGjBzk5ObRu3ZpPPvmkPIdut5l7yhum9lnNmzd3PaRr36dbivct8+bN46STUt08KumQ6nib2TR3b17aujpTERGR2CipiIhIbJRUREQkNkoqIiISGyUVERGJjZKKiIjERo8TFpEKJ+5bxstym/j//vc/+vXrx5QpU6hWrRpZWVkMHDiQRo0axdoWgIkTJ/LAAw/w5ptvFlsmLy+Pr7/+mnPOOadcdbdv354HHniA5s1LvTt4l+hMRUSkFO5O165dad++PQsXLmTu3Lnce++9hSMaZ0JeXh5jx47N2PaLo6QiIlKKCRMmULVqVfr06VMYy83N5fTTT+emm27ilFNOITs7m1GjRgHRmUa7du34xS9+QaNGjbj55psZMWIELVu2JDs7m4ULFwLRcPZ9+vThjDPOoFGjRinPTNauXcsVV1xBixYtaNq0Ka+//jqbNm3i9ttvZ9SoUeTm5jJq1KiU5QDWr1/PxRdfTE5ODhdddBHr169P67HS5S8RkVJ8/PHHOw13D/Dqq6+Sl5fHzJkz+eabb2jRogVt27YFYObMmcybN4/DDjuMBg0acOWVV/LRRx/xyCOPMGjQIAYOHAhAfn4+7777LgsXLuTMM8/cafj8e+65hw4dOjBkyBC+++47WrZsyVlnncVdd93F1KlTeeyxxwC49dZbU5Z78sknOfDAA5k1axazZs3aYdiYdFBSERHZRf/5z3/o0aMHlStX5ogjjqBdu3ZMmTKFmjVr0qJFC4488kgAjj/+eDp16gRAdnY2EyZMKKzjF7/4BZUqVaJhw4Y0aNBgp7G6xo0bx5gxY3jggQeAaNTjxIO7ylJu0qRJhc9kycnJIScnJ/4DkURJRUSkFI0bN+bll1/eKV7S2IlFh6ZPHrZ+y5YthcuKDn9f9L2788orr3DCCSfsEP/www/LVC5VnemkPhURkVJ06NCBjRs3Mnjw4MLYlClTOPTQQxk1ahRbt25l+fLlTJo0iZYtW5ar7pdeeolt27axcOFCFi1atFNS6Ny5M4MGDSpMYDNmzADg4IMPZvXq1aWWa9u2LSNGjACiy3izZs0q596Xj85URKTC2dMjRSeGu+/Xrx8DBgygevXqhbcUr1mzhiZNmmBm3Hffffzwhz8s13DzJ5xwAu3atWPp0qU88cQTVK9efYflf/rTn+jXrx85OTm4O1lZWbz55puceeaZDBgwgNzcXG655ZZiy1199dVcfvnl5OTkkJubW+6kV14a+l72SRr6ft+yrw5936tXL8477zy6deuW6absQEPfi4jIXkGXv0REMmTo0KGZbkLsdKYiIiKxUVIREZHYKKmIiEhslFRERCQ26qgXkQrny7uyY63v2Ntnl1qmcuXKZGdns3nzZqpUqULPnj3p168flSqV/Lf5TTfdxNixYznnnHO4//77y922GjVqsGbNGvLz8/nggw/45S9/Wa719/Rty0oqIiJlcMABB5CXlwfAsmXL+OUvf8mqVau48847S1zvySefZPny5TsM27Ir8vPzef7558udVPa0tF3+MrNjzGyCmc0zszlmdn2I9zezr8wsL7zOSVrnFjNbYGafmlnnpPjZIbbAzG5Oitc3sw/NbL6ZjTKzH6Rrf0REEurWrctTTz3FY489hruzdetWbrrpJlq0aEFOTg5PPvkkAF26dGHt2rW0atWKUaNG8cYbb9CqVSuaNm3KWWedVfg8lv79+xcOBAlwyimnkJ+fv8M2b775Zt577z1yc3N5+OGHi92mu9O3b19OPvlkzj33XJYtW7ZnDkqQzjOVLcCN7j7dzA4GppnZ22HZw+7+QHJhMzsZuBhoDBwF/NvMEo9U+yvwE6AAmGJmY9x9LvCXUNdIM3sC+DXweBr3SUQEgAYNGrBt2zaWLVvG66+/ziGHHMKUKVPYuHEjbdq0oVOnTowZM4YaNWoUnuGsXLmSyZMnY2Y8/fTT3HfffTz44INl2t6AAQN2eBrkU089lXKbM2bM4NNPP2X27NksXbqUk08+mSuuuCJtx6GotCUVd18CLAnzq81sHnB0CatcAIx0943A52a2AEgMUrPA3RcBmNlI4IJQXwcgcS44DOiPkoqI7CGJYa7GjRvHrFmzCkcyXrVqFfPnz6d+/fo7lC8oKOCiiy5iyZIlbNq0aafl5VHcNidNmlQ4HP9RRx1Fhw4ddnkbu2KP3P1lZllAUyAxVnNfM5tlZkPM7NAQOxpYnLRaQYgVFz8c+M7dtxSJp9p+bzObamZTly9fHsMeicj+btGiRVSuXJm6devi7gwaNIi8vDzy8vL4/PPPC5+fkuzaa6+lb9++zJ49myeffJINGzYAUKVKFbZt21ZYLhEvSUnb3JND3ReV9qRiZjWAV4B+7v490ZnE8UAu0ZlM4twv1VHwXYjvHHR/yt2bu3vzOnXqlHMPRER2tHz5cvr06UPfvn0xMzp37szjjz/O5s2bAfjss89Yu3btTuutWrWKo4+O/vYdNmxYYTwrK4vp06cDMH36dD7//POd1k011H2qbbZt25aRI0eydetWlixZssMDwfaEtN79ZWZViRLKCHd/FcDdlyYtHwwkHspcAByTtHo94Oswnyr+DVDLzKqEs5Xk8iKyDyvLLcBxW79+Pbm5uYW3FF966aXccMMNAFx55ZXk5+fTrFkz3J06derw2muv7VRH//796d69O0cffTStW7cuTB4///nPGT58OLm5ubRo0YJGjRrttG5OTg5VqlShSZMm9OrVi+uvvz7lNrt27cr48ePJzs6mUaNGtGvXLr0Hpoi0DX1v0fnXMGCFu/dLih8Z+lsws98Brdz9YjNrDDxP1I9yFPAO0JDojOQzoCPwFTAF+KW7zzGzl4BXkjrqZ7n730pql4a+3z9o6Pt9y7469P3eaneGvk/nmUob4FJgtpnlhditQA8zyyW6VJUPXAUQksSLwFyiO8eucfetAGbWF3gLqAwMcfc5ob7/A0aa2d3ADOCZNO6PiIiUIp13f/2H1P0eY0tY5x7gnhTxsanWC3eEpfcxZiIiUmYa+0tERGKjpCIiIrFRUhERkdgoqYiISGw0SrGIVDhtBrWJtb73r32/1DL/+9//6NevH1OmTKFatWpkZWVx4YUXMmbMmMLxuDKhf//+1KhRg9///vfFlvnkk0+4+OKLMTNefvll/vGPf/D444/TrFkzRowYEWt7dKYiIlIKd6dr1660b9+ehQsXMnfuXO69997CUYZ31ZYtW0ovFIPXXnuNCy64gBkzZnD88cfzt7/9jbFjx8aeUEBJRUSkVBMmTKBq1ar06dOnMJabm8sZZ5zBmjVr6NatGyeeeCKXXHJJ4SCTd911Fy1atOCUU06hd+/ehfH27dtz66230q5dOx555BEWLlxI69atadGiBbfffjs1atQo3Mb9999fOLT9HXfcURi/5557OOGEEzjrrLP49NNPC+N5eXm0bt2anJwcunbtysqVKxk7diwDBw7k6aef5swzz6RPnz4sWrSILl268PDDD8d+rHT5S0SkFB9//DGnnnpqymUzZsxgzpw5HHXUUbRp04b333+f008/nb59+3L77bcDcOmll/Lmm29y/vnnA/Ddd9/x7rvvAnDeeedx/fXX06NHD5544onCeseNG8f8+fP56KOPcHe6dOnCpEmTOOiggxg5ciQzZsxgy5YtNGvWrLBtl112GYMGDaJdu3bcfvvt3HnnnQwcOJA+ffrscInsX//6FxMmTKB27dqxHyudqYiI7IaWLVtSr149KlWqRG5ubuHDtSZMmECrVq3Izs5m/PjxzJkzp3Cdiy66qHD+v//9L927dwfY4amO48aNY9y4cTRt2pRmzZrxySefMH/+fN577z26du3KgQceSM2aNenSpQsQDVb53XffFY711bNnTyZNmpTu3d+JzlRERErRuHHjwueWFJX8mODKlSuzZcsWNmzYwG9/+1umTp3KMcccQ//+/XcYzv6ggw4qdZvuzi233MJVV121Q3zgwIEZHdq+NDpTEREpRYcOHdi4cSODBw8ujE2ZMqXwElZRiQRSu3Zt1qxZU2xCAmjdujWvvPIKACNHjiyMd+7cmSFDhrBmzRoAvvrqK5YtW0bbtm0ZPXo069evZ/Xq1bzxxhsAHHLIIRx66KG89957ADz33HN7fIRi0JmKiFRAZbkFOE5mxujRo+nXrx8DBgygevXqhbcUp1KrVi1+85vfkJ2dTVZWFi1atCi27oEDB/KrX/2KBx98kHPPPZdDDjkEgE6dOjFv3jxOO+00AGrUqMHf//53mjVrxkUXXURubi7HHXccZ5xxRmFdw4YNo0+fPqxbt44GDRrw7LPPxngUyiZtQ9/vrTT0/f5BQ9/vW/bloe/XrVvHAQccgJkxcuRIXnjhBV5//fWMtmlvHfpeRERKMW3aNPr27Yu7U6tWLYYMGZLpJu0WJRURkQw644wzmDlzZqabERt11IuISGyUVEREJDZKKiIiEhslFRERiY066kWkwnm3bbw/6ms3KfWPGJOlGvp+4MCBNGrUKNa2FFWjRg3WrFlDfn4+5513Hh9//HGZ1+3VqxfnnXce3bp1S2MLd6QzFRGRUqRr6Pt9kZKKiEgpihv6vmnTpnTs2JFmzZqRnZ1d+KPF/Px8TjrpJH7zm9/QuHFjOnXqxPr16wFYsGABZ511Fk2aNKFZs2YsXLgQKH6Y+1S2bt3KTTfdVFj+ySefBKLk17dvX04++WTOPfdcli1blo7DUSIlFRGRUhQ39H316tUZPXo006dPZ8KECdx4442Fz02ZP38+11xzDXPmzKFWrVqF43tdcsklXHPNNcycOZMPPviAI488codh7vPy8pg2bVqJIww/88wzHHLIIUyZMoUpU6YwePBgPv/8c0aPHs2nn37K7NmzGTx4MB988EF6DkgJ1KciIrKL3J1bb72VSZMmUalSJb766qvCS2L169cnNzcXgFNPPZX8/HxWr17NV199RdeuXYEoKcGOw9wDrFmzhvnz59O2bduU2x03bhyzZs0qHKhy1apVzJ8/n0mTJtGjRw8qV67MUUcdRYcOHdK6/6koqYiIlKK4oe9HjBjB8uXLmTZtGlWrViUrK6twhOKiQ+KvX7+e4sZaLG6Y++K4O4MGDaJz5847xMeOHZvxYfF1+UtEpBTFDX3/xRdfULduXapWrcqECRP44osvSqynZs2a1KtXj9deew2AjRs3sm7dumKHuS9O586defzxx9m8eTMAn332GWvXrqVt27aMHDmSrVu3smTJEiZMmLC7u15uaTtTMbNjgOHAD4FtwFPu/oiZHQaMArKAfOAX7r7SovT6CHAOsA7o5e7TQ109gT+Gqu9292EhfiowFDgAGAtc7/vbsMsi+6Gy3AIcp+KGvu/fvz/XXXcdzZs3Jzc3lxNPPLHUup577jmuuuoqbr/9dqpWrcpLL71U7DD3devWTVnHlVdeSX5+Ps2aNcPdqVOnDq+99hpdu3Zl/PjxZGdn06hRo4w8TyVtQ9+b2ZHAke4+3cwOBqYBFwK9gBXuPsDMbgYOdff/M7NzgGuJkkor4BF3bxWS0FSgOeChnlNDIvoIuB6YTJRUHnX3f5bULg19v3/Q0Pf7ln156Pu90e4MfZ+2y1/uviRxpuHuq4F5wNHABcCwUGwYUaIhxId7ZDJQKySmzsDb7r7C3VcCbwNnh2U13f2/4exkeFJdIiKSAXukT8XMsoCmwIfAEe6+BKLEAyTO744GFietVhBiJcULUsRTbb+3mU01s6nLly/f3d0REZFipD2pmFkN4BWgn7t/X1LRFDHfhfjOQfen3L25uzevU6dOaU0Wkb2Qukv3jN09zmlNKmZWlSihjHD3V0N4abh0leh3SdziUAAck7R6PeDrUuL1UsRFZB9TvXp1vv32WyWWNHN3vv3228Lfz+yKdN79ZcAzwDx3fyhp0RigJzAgTF9Pivc1s5FEHfWr3H2Jmb0F3Gtmh4bMCERrAAASi0lEQVRynYBb3H2Fma02s9ZEl9UuAwala39EJHPq1atHQUEBunydftWrV6devXqlFyxGOn/82Aa4FJhtZnkhditRMnnRzH4NfAl0D8vGEt35tYDoluLLAULy+DMwJZS7y91XhPmr2X5L8T/DS0T2MVWrVqV+/fqZboaUQdqSirv/h9T9HgAdU5R34Jpi6hoCDEkRnwqcshvNFBGRGOkX9SIiEhslFRERiY2SioiIxEZJRUREYqOkIiIisVFSERGR2CipiIhIbJRUREQkNkoqIiISGyUVERGJjZKKiIjERklFRERiU6akYmbvlCUmIiL7txJHKTaz6sCBQO3wPJPEqMM1gaPS3DYREalgShv6/iqgH1ECmcb2pPI98Nc0tktERCqgEpOKuz8CPGJm17q7nqooIiIlKtNDutx9kJn9GMhKXsfdh6epXSIiUgGVKamY2XPA8UAesDWEHVBSERGRQmV9nHBz4OTwyF8REZGUyvo7lY+BH6azISIiUvGV9UylNjDXzD4CNiaC7t4lLa0SEZEKqaxJpX86GyEiIvuGst799W66GyIiIhVfWe/+Wk10txfAD4CqwFp3r5muhomISMVT1jOVg5Pfm9mFQMu0tEhERCqsXRql2N1fAzqUVMbMhpjZMjP7OCnW38y+MrO88DonadktZrbAzD41s85J8bNDbIGZ3ZwUr29mH5rZfDMbZWY/2JV9ERGR+JT18tfPkt5WIvrdSmm/WRkKPMbOP5B82N0fKFL/ycDFQGOiccb+bWaNwuK/Aj8BCoApZjbG3ecCfwl1jTSzJ4BfA4+XZX9ERCQ9ynr31/lJ81uAfOCCklZw90lmllXG+i8ARrr7RuBzM1vA9strC9x9EYCZjQQuMLN5RGdKvwxlhhHdoaakIiKSQWXtU7k8xm32NbPLgKnAje6+EjgamJxUpiDEABYXibcCDge+c/ctKcrvxMx6A70Bjj322Dj2QUREUijrQ7rqmdno0Eey1MxeMbN6u7C9x4nGEMsFlgAPJjaRoqzvQjwld3/K3Zu7e/M6deqUr8UiIlJmZe2ofxYYQ9TfcTTwRoiVi7svdfet7r4NGMz2S1wFwDFJResBX5cQ/waoZWZVisRFRCSDyppU6rj7s+6+JbyGAuX+k9/Mjkx625VoTDGIEtbFZlbNzOoDDYGPgClAw3Cn1w+IOvPHhIEtJwDdwvo9gdfL2x4REYlXWTvqvzGzXwEvhPc9gG9LWsHMXgDaEz2KuAC4A2hvZrlEl6ryiZ4sibvPMbMXgblENwJc4+5bQz19gbeAysAQd58TNvF/wEgzuxuYATxTxn0REZE0KWtSuYLo9uCHiRLCB0CJnffu3iNFuNgvfne/B7gnRXwsMDZFfBH6AaaIyF6lrEnlz0DPcKcWZnYY8ABRshEREQHK3qeSk0goAO6+AmianiaJiEhFVdakUsnMDk28CWcqZT3LERGR/URZE8ODwAdm9jJRn8ovSNH/ISIi+7ey/qJ+uJlNJRoaxYCfhfG3RERECpX5ElZIIkokIiJSrF0a+l5ERCQVJRUREYmNkoqIiMRGSUVERGKjpCIiIrFRUhERkdgoqYiISGyUVEREJDZKKiIiEhslFRERiY2SioiIxEZJRUREYqOkIiIisVFSERGR2CipiIhIbJRUREQkNkoqIiISGyUVERGJjZKKiIjERklFRERik7akYmZDzGyZmX2cFDvMzN42s/lhemiIm5k9amYLzGyWmTVLWqdnKD/fzHomxU81s9lhnUfNzNK1LyIiUjbpPFMZCpxdJHYz8I67NwTeCe8Bfgo0DK/ewOMQJSHgDqAV0BK4I5GIQpneSesV3ZaIiOxhaUsq7j4JWFEkfAEwLMwPAy5Mig/3yGSglpkdCXQG3nb3Fe6+EngbODssq+nu/3V3B4Yn1SUiIhmyp/tUjnD3JQBhWjfEjwYWJ5UrCLGS4gUp4imZWW8zm2pmU5cvX77bOyEiIqntLR31qfpDfBfiKbn7U+7e3N2b16lTZxebKCIipdnTSWVpuHRFmC4L8QLgmKRy9YCvS4nXSxEXEZEM2tNJZQyQuIOrJ/B6UvyycBdYa2BVuDz2FtDJzA4NHfSdgLfCstVm1jrc9XVZUl0iIpIhVdJVsZm9ALQHaptZAdFdXAOAF83s18CXQPdQfCxwDrAAWAdcDuDuK8zsz8CUUO4ud090/l9NdIfZAcA/w0tERDIobUnF3XsUs6hjirIOXFNMPUOAISniU4FTdqeNInuTNoPapKXe9699Py31iqSyt3TUi4jIPkBJRUREYqOkIiIisVFSERGR2CipiIhIbJRUREQkNkoqIiISGyUVERGJjZKKiIjERklFRERio6QiIiKxUVIREZHYKKmIiEhslFRERCQ2SioiIhIbJRUREYmNkoqIiMRGSUVERGKjpCIiIrFRUhERkdgoqYiISGyUVEREJDZKKiIiEhslFRERiY2SioiIxCYjScXM8s1stpnlmdnUEDvMzN42s/lhemiIm5k9amYLzGyWmTVLqqdnKD/fzHpmYl9ERGS7TJ6pnOnuue7ePLy/GXjH3RsC74T3AD8FGoZXb+BxiJIQcAfQCmgJ3JFIRCIikhl70+WvC4BhYX4YcGFSfLhHJgO1zOxIoDPwtruvcPeVwNvA2Xu60SIisl2mkooD48xsmpn1DrEj3H0JQJjWDfGjgcVJ6xaEWHHxnZhZbzObamZTly9fHuNuiIhIsioZ2m4bd//azOoCb5vZJyWUtRQxLyG+c9D9KeApgObNm6csIyIiuy8jZyru/nWYLgNGE/WJLA2XtQjTZaF4AXBM0ur1gK9LiIuISIbs8aRiZgeZ2cGJeaAT8DEwBkjcwdUTeD3MjwEuC3eBtQZWhctjbwGdzOzQ0EHfKcRERCRDMnH56whgtJkltv+8u//LzKYAL5rZr4Evge6h/FjgHGABsA64HMDdV5jZn4Epodxd7r5iz+2GiIgUtceTirsvApqkiH8LdEwRd+CaYuoaAgyJu40iIrJr9qZbikVEpILL1N1fIhXWl3dlp6fiQ2ump16RPUhnKiIiEhslFRERiY2SioiIxEZJRUREYqOkIiIisVFSERGR2CipiIhIbJRUREQkNkoqIiISGyUVERGJjZKKiIjERmN/iche59Sbhqel3mn3X5aWemU7namIiEhslFRERCQ2SioiIhIbJRUREYmNkoqIiMRGSUVERGKjW4pLoNsaRUTKR2cqIiISG52piIjEoM2gNmmp9/1r309LvemiMxUREYmNkoqIiMRGSUVERGJT4ZOKmZ1tZp+a2QIzuznT7RER2Z9V6KRiZpWBvwI/BU4GepjZyZltlYjI/qui3/3VEljg7osAzGwkcAEwN6OtyiDdgSJSvC/vyk5f5YfWTF/dFYi5e6bbsMvMrBtwtrtfGd5fCrRy975FyvUGeoe3JwCf7tGG7lm1gW8y3QjZJfrsKrZ9/fM7zt3rlFaoop+pWIrYTlnS3Z8Cnkp/czLPzKa6e/NMt0PKT59dxabPL1Kh+1SAAuCYpPf1gK8z1BYRkf1eRU8qU4CGZlbfzH4AXAyMyXCbRET2WxX68pe7bzGzvsBbQGVgiLvPyXCzMm2/uMy3j9JnV7Hp86OCd9SLiMjepaJf/hIRkb2IkoqIiMRGSaWCMrMhZrbMzD5Oit1vZp+Y2SwzG21mtTLZRimemVU3s4/MbKaZzTGzO0PczOweM/vMzOaZ2XWZbqvszMxqmdnL4f/bPDM7zcwOM7O3zWx+mB6a6XZmgpJKxTUUOLtI7G3gFHfPAT4DbtnTjZIy2wh0cPcmQC5wtpm1BnoR3SZ/orufBIzMXBOlBI8A/3L3E4EmwDzgZuAdd28IvBPe73eUVCood58ErCgSG+fuW8LbyUS/25G9kEfWhLdVw8uBq4G73H1bKLcsQ02UYphZTaAt8AyAu29y9++IhogaFooNAy7MTAszS0ll33UF8M9MN0KKZ2aVzSwPWAa87e4fAscDF5nZVDP7p5k1zGwrJYUGwHLgWTObYWZPm9lBwBHuvgQgTOtmspGZoqSyDzKz24AtwIhMt0WK5+5b3T2X6IyypZmdAlQDNoThPgYDQzLZRkmpCtAMeNzdmwJr2U8vdaWipLKPMbOewHnAJa4fIVUI4dLJRKI+sgLglbBoNJCToWZJ8QqAgnBmCfAyUZJZamZHAoTpfnnpUkllH2JmZwP/B3Rx93WZbo8Uz8zqJO7OM7MDgLOAT4DXgA6hWDuiGy5kL+Lu/wMWm9kJIdSR6HEbY4CeIdYTeD0Dzcs4/aK+gjKzF4D2RMNtLwXuILrbqxrwbSg22d37ZKSBUiIzyyHqzK1M9Mfdi+5+V0g0I4BjgTVAH3efmbmWSipmlgs8DfwAWARcTvgciT67L4Hu7r6i2Er2UUoqIiISG13+EhGR2CipiIhIbJRUREQkNkoqIiISGyUVERGJjZKK7DYz22pmeWb2sZm9ZGYHZrpNRZnZmtJLxbatfDObHV5zzexuM6sWY/0XmtnJSe/vMrOzYqi3vZm9Wc518s3svSKxvOTRs3ehHbcmzWftTl2y5ympSBzWu3uuu58CbAJ2+G1MGM59j/1bM7O94THZZ7p7NtCSaKyocj1q1swql7D4QqAwqbj77e7+711qZTwONrNjAMzspBjqu7X0IrK3UlKRuL0H/Cj8hTnPzP4GTAeOMbMe4a/3j83sL1A4qOLQEJttZr8L8YlmNtDMPgjLWob4QeFZMlPCYH4XhHivcJb0BjCuLA01s+PM7J3w/Jl3zOzYED/fzD4M9f/bzI4I8f5h2xPNbFFZnnUSRiLuA1wYnrexw9mAmT1mZr3CfL6Z3W5m/wG6m9lvwn7ONLNXzOxAM/sx0AW4P5wRHB+OX7dQR8fQ7tmhrdWS6r7TzKaHZSeWcmzKs68vAheF+R7AC0n1VDezZ8M2Z5jZmSHey8xeNbN/WfT8kftCfABwQNi3xNh1lc1ssEXPnRln0QgEmNl14UxwlpnpEQF7C3fXS6/degFrwrQK0dAUVwNZwDagdVh2FNGvjOuEcuOJ/uI+lWiE3kRdtcJ0IjA4zLcFPg7z9wK/SpQlGsbkIKLnkBQAh5XUxiKxN4CeYf4K4LUwfyjbfxh8JfBgmO8PfEA0akFtopELqqaoNx+oXSSWB7QiGgXhzaT4Y0CvpPX+kLTs8KT5u4Frw/xQoFvSsqFAN6A6sBhoFOLDgX5JdSfW/y3wdIp2F7atnPvaCPggvJ9BdBaV+LxuBJ4N8yeGfwPVw+e1CDgkvP8COKboZ0X072gLkBvev5j0+X8NVEv+d6NX5l86U5E4HGDREO5Tib40ngnxL9x9cphvAUx09+UePfNlBFGyWAQ0MLNBFo1d9n1SvS9A4bNjalo0hEkn4OawvYlEX0jHhvJve/mGxTgNeD7MPwecHubrAW+Z2WzgJqBx0jr/cPeN7v4N0YCBR5RxW1bGcqOS5k8xs/dCOy4p0o5UTgA+d/fEeGHDiI5xwqthOo3oy7o0Zd3XFcBKM7uY6GFVyePOnU50bHH3T4iSR6Ow7B13X+XuG4jGzjqumPo/d/e8FG2fBYwws18RJR7ZCyipSBwSfSq57n6tu28K8bVJZVJ+qbr7SqIn500EriEaT6lwcdHioZ6fJ23vWHefl2J7uyKxvUHAYx71iVxFlLgSNibNbyU66yqRmR1M9EX4GdGXX/L/u+pFiifvw1Cgb2jHnSnK7rSpUpYn2l6mdlO+fR0F/JWkS19laFNZ6y+u3Llhm6cC0/aSvrT9npKK7CkfAu3MrHbohO4BvGtmtYFK7v4K8CeiIcQTLgIws9OBVe6+CngLuNbMLCxruhtt+gC4OMxfAvwnzB8CfBXmexZdqTzMrAbwN6JLayuJ/lI/2cyqmdkhRCPcFudgYImZVQ3tS1gdlhX1CZBlZj8K7y8F3t2d9pfDaOA+os8n2SRC282sEdFZ5ael1LU57HOxwo0fx7j7BOAPRJdCa+xCuyVmyuyyR7j7EjO7BZhA9NfrWHd/3cyaED1BL/EHzi1Jq600sw+AmkR9HgB/BgYCs0JiySd6fkxpDjSzgqT3DwHXAUPM7CaiJ/ldHpb1B14ys6+IHstcv1w7G5kQ2leJ6Av3zwDuvtjMXiS6dDOfqA+iOH8iSsZfALPZnkhGAoND53m3RGF332Bml4e2VwGmAE/sQtvLzd1XA4mbL5IX/Q14IlzC20LUf7SxSJminiL6fKcDtxVTpjLw95CYDXjYo+fSSIZplGLZK5nZROD37j41020RkbLT5S8REYmNzlRERCQ2OlMREZHYKKmIiEhslFRERCQ2SioiIhIbJRUREYnN/wdfE1l8Y2sXJQAAAABJRU5ErkJggg==
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<h3 id="Recommendations-&amp;-LoanOutcome"><em>Recommendations &amp; LoanOutcome</em><a class="anchor-link" href="#Recommendations-&amp;-LoanOutcome">&#182;</a></h3><p><strong>Does The Number of Recommendations a Borrower has influence The LoanOutcome Variable?</strong> <br></p>
<p>While Most Borrowers had zero Recommendations majority of them(over 30k) completed Their Loans ,and an handful of them 
    (Over 4k)Defaulted.Borrowers with exactly 1 Recommendation have most loans completed ,and a very small amount of 
    Borrowers Defaulted.Borrowers With 14 or more recommendations all completed their loans and no Default loans stem 
    from them.One Could say The more Recommendations a Borrower has ,The lower the Chances they will bail out on a loan.
    will look to see how these two variables fare against IsBorrowerHomeOwner In The Multivariate Section of this analysis</p>

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<h3 id="LoanOriginalAmount--&amp;-LoanOutcome"><em>LoanOriginalAmount  &amp; LoanOutcome</em><a class="anchor-link" href="#LoanOriginalAmount--&amp;-LoanOutcome">&#182;</a></h3><p><strong>Does Amount of Loan taken Influence a loan Outcome ?</strong> <br></p>
<p>Loan Amount Doesnt Influence a Loan Outcome at least not explicitly, will see how these two variables fare against 
    other Variables such as IsBorrowerHomeowner and Recommendations.</p>

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m4GOsmFmZlZS5K0o6S7Jd0naYWkL6bysje2T93ar5HUldZ35PZ1VipfJenY5rwiMzNrJ25gmZnZYPMs8OaIeC3ZbLeTJB3GlhvbjwOeJLuxPenvkxHxSuDCVA9J48nGDO8PTAK+KWlYQ1+JmZm1HTewzMxsUInMX9PT7dIjyG5s/8NUfjnw9rQ8OT0nrT9aklL53Ih4NiIeBLpwl3YzM+uDG1hmZjboSBomaQmwHlgIPEDlG9vvCzwMkNZvBPbKl5fZJn8s36PRzMxe0OckF2ZmZu0mzWA7QdLuwI+AV5erlv5Wuul9pfLSY80CZgF0dnZus34gOmbcWHXdtTNPKOKQZmZWEF/BMjOzQSsi/gzcChxG5RvbdwOjAdL63YAn8uVltjEzMyvLDSwzMxtUJI1IV66Q9GLgLcBKKt/Yfn56Tlr/y4iIVD4lzTI4FhgH3N2YV2FmZu3KXQTNzGywGQlcnmb8exEwLyJukHQ/5W9s/13g+5K6yK5cTQGIiBWS5gH3A5uAM1LXQzMzs4rcwDIzs0ElIpYCB5UpL3tj+4h4BnhnhX2dB5xXdIxmZjZ4uYugmZmZmZlZQdzAMmsBkmZLWi9pea7sAkm/l7RU0o9yY0o6JP1N0pL0+FZum0MkLZPUJemidC8fMzMzM2sQN7DMWsMcYFJJ2ULggIg4EPgDcFZu3QMRMSE9Ts+VXwpMJxuMP67MPs3MzMysjtzAMmsBEXEb2eD6fNnPczdFvZNsiuiKJI0Edo2IO9IMaFcAb69HvGZmZmZWnhtYZu3h/cBPc8/HSrpX0q8kvTGV7Ut2354e3amsLEnTJS2WtHjDhg3FR2xmZkOGpEmSVqUu6jPKrB8j6Zb03bVU0vHNiNOsEfpsYNV7bIikPSUtlLQ6/d2jHi/UrF1J+jzZFNFXpqJ1wJiIOAj4BHCVpF2BcuOtotJ+I2JWRHRGROeIESOKDtvMzIaIdEuES4DjgPHAVEnjS6r9O9ktEw4iuxXCNxsbpVnjVHMFaw71HRsyA7g5IsYBN6fnZgZImga8DXhP6vZHRDwbEX9Ky78DHgD2I7tile9GOAp4tLERm5nZEHQo0BURayLiOWAuMLmkTgC7puXd8PeTDWJ9NrAaMDZkMnB5Wr4cjxkxA7LuFsBngRMj4ulc+Yh0thBJLyc7YbEmItYBT0k6LF0hPgW4vgmhm5nZ0LIv8HDuebku6ucA/yKpG1gA/Fu5Hbn7ug0GRYzBqnVsyD7phyHp70srHchJZ4OVpKuBO4BXSeqWdBpwMbALsLCky+1RwFJJ9wE/BE6PiJ6TIB8CvgN0kV3ZyuemmZlZPVTTRX0qMCciRgHHA9+XtM3vUHdft8FgeC0b9zI25E+SDgF+LGl/+jk2pJKImAXMAujs7Oz39matKiKmlin+boW61wLXVli3GDigwNDMzMz60g2Mzj0v10X9NNLwkIi4Q9KOwN7A+oZEaNZAA76CVeDYkMdSF8KeroRONDMzM7P2sQgYJ2mspO3JJrGYX1LnIeBoAEmvBnYE3B3JBqUBNbAKHhsyH5iWlqfhMSNmZmZmbSONyz8TuAlYSTZb4ApJ50o6MVX7JPCB1L39auDUnhP0ZoNNn10E09iQicDeaWDi2WSzBu5ANjYE4M40Y+BRwLmSNgGb2XZsyBzgxWTjQnrGhswE5qUxJw8B7yzklZmZmZlZQ0TEArLJK/JlX8gt3w8c0ei4zJqhzwZWvceGpC6FR/cVh5mZmZmZWasrYhZBMzMzMzMzww0sMzMzMzOzwriBZWZmZmZmVhA3sMzMzMzMzAriBpaZmZmZmVlB3MAyMzMzMzMriBtYZmZmZmZmBXEDy8zMzMzMrCBuYJmZmZmZmRXEDSwzMzMzM7OCuIFl1iIkzZa0XtLyXNmekhZKWp3+7pHKJekiSV2Slko6OLfNtFR/taRpzXgtZmZmZkOVG1hmrWMOMKmkbAZwc0SMA25OzwGOA8alx3TgUsgaZMDZwOuBQ4GzexplZmZmZlZ/w5sdgJllIuI2SR0lxZOBiWn5cuBW4LOp/IqICOBOSbtLGpnqLoyIJwAkLSRrtF1d5/AB6JhxY1X11s48oc6RmJmZmTWHr2CZtbZ9ImIdQPr70lS+L/Bwrl53KqtUvg1J0yUtlrR4w4YNhQduZmZmNhRV1cCq99gQSYdIWpa2uUiSinyRZoNQuRyJXsq3LYyYFRGdEdE5YsSIQoMzMzMzG6qqvYI1h/qODbk01e3ZrvRYZkPVY6nrH+nv+lTeDYzO1RsFPNpLuZmZmZk1QFUNrIi4DXiipHgy2ZgQ0t+358qviMydQM/YkGNJY0Mi4klgITAprds1Iu5I40muyO3LbKibD/Rc7Z0GXJ8rPyVdMT4M2Ji6EN4EHCNpj3QC45hUZmZmZmYNUMskF1uNDZE00LEh+6bl0vJtSJpOdqWLMWPG1BC6WeuRdDXZJBV7S+omu+I7E5gn6TTgIeCdqfoC4HigC3gaeB9ARDwh6UvAolTv3J4JL8zMzMys/uoxi2B/x4b0a8wIMAugs7OzbB2zdhURUyusOrpM3QDOqLCf2cDsAkMzMzPrlaRJwNeBYcB3ImJmmTrvAs4h+513X0S8u6FBmjVILbMIFjU2pDstl5abmZn1m6TRkm6RtFLSCkkfTeW+cbdZHUgaBlxCNg5/PDBV0viSOuOAs4AjImJ/4GMND9SsQWppYBUyNiSte0rSYWn2wFNy+zIzM+uvTcAnI+LVwGHAGenHnm/cbVYfhwJdEbEmIp4D5pKNyc/7AHBJGodPRKzHbJCqdpr2q4E7gFdJ6k7jQWYCb5W0Gnhreg7Z2JA1ZGNDLgM+DNnYEKBnbMgith4b8iHgO2mbB4Cf1v7SzMxsKIqIdRFxT1p+ClhJNra3kMmZGvhSzNpFNfdg3A/YT9JvJN2ZuhRuw/dotMGgqjFY9R4bEhGLgQOqicXMzKxakjqAg4C7KG5yptJjeAImG+qqGU8/nOwq8USy4SC3SzogIv681UYeb2+DQC1dBM3MzFqWpJ2Ba4GPRcRfeqtapqzqSZh8026zqu7B2A1cHxH/GxEPAqvIGlxmg44bWGZmNuhI2o6scXVlRFyXin3jbrP6WASMkzRW0vbAFLIx+Xk/Bt4EIGlvsi6DaxoapVmDuIFlZmaDSpow6bvAyoj4Wm6Vb9xtVgcRsQk4kyw/VgLzImKFpHMlnZiq3QT8SdL9wC3ApyPiT82J2Ky+6nEfLDMzs2Y6AngvsEzSklT2OXzjbrO6iYgFZLmUL/tCbjmAT6SH2aDmBpaZmQ0qEfFryo+fAt+428zM6sxdBM3MzMzMzAriK1glOmbcOOBt1848ocBIzMzMzMys3fgKlpmZmZmZWUHcwDIzMzMzMyuIG1hmZmZmZmYFcQPLrIVJepWkJbnHXyR9TNI5kh7JlR+f2+YsSV2SVkk6tpnxm5mZmQ01nuTCrIVFxCpgAoCkYcAjwI/I7tNzYUR8JV9f0nhgCrA/8DLgF5L2i4jNDQ3czMzMbIjyFSyz9nE08EBE/LGXOpOBuRHxbEQ8SHbj1EMbEp2ZmZmZDbyBVWTXJUmTUlmXpBm1viizQWoKcHXu+ZmSlkqaLWmPVLYv8HCuTncqMzMzM7MGGHADKyJWRcSEiJgAHAI8TdZ1CbKuSxPSYwFs03VpEvBNScNSt6dLgOOA8cDUVNfMEknbAycCP0hFlwKvIOs+uA74ak/VMptHhX1Ol7RY0uINGzYUHLGZmZnZ0FRUF8Faui4dCnRFxJqIeA6Ym+qa2RbHAfdExGMAEfFYRGyOiOeBy9jSDbAbGJ3bbhTwaLkdRsSsiOiMiM4RI0bUMXQzMzOzoaOoBlYtXZeq7tLkM+42hE0ll2OSRubWvQNYnpbnA1Mk7SBpLDAOuLthUZqZmZkNcTU3sAroulR1lyafcbehSNJOwFuB63LF50taJmkp8Cbg4wARsQKYB9wP/Aw4wzMImpmZmTVOEdO0b9N1qWeFpMuAG9LT3rouVdWlyWwoioingb1Kyt7bS/3zgPPqHZeZmZmZbauILoK1dl1aBIyTNDZdDZuS6pqZmZmZmbWVmq5g5boufTBXfL6kCWTd/Nb2rIuIFZJ6ui5tItd1SdKZwE3AMGB26uZkZmZmZmbWVmpqYBXVdSlN5b6glljMzMzMzMyarahZBM3MzMzMzIa8Iia5MDMzsybpmHFj1XXXzjyhjpGYmRn4CpaZmZmZ1UjSJEmrJHVJmtFLvZMkhaTORsZn1khuYJmZmZnZgEkaBlxCduue8cBUSePL1NsF+AhwV2MjNGssN7DMzMzMrBaHAl0RsSYingPmApPL1PsScD7wTCODM2s0N7DMzMzMrBb7Ag/nnnenshdIOggYHRE39LYjSdMlLZa0eMOGDcVHatYAbmCZmZmZWS1UpixeWCm9CLgQ+GRfO4qIWRHRGRGdI0aMKDBEs8ZxA8vMzMzMatENjM49HwU8mnu+C3AAcKuktcBhwHxPdGGDladpN7OG87TSZmaDyiJgnKSxwCPAFODdPSsjYiOwd89zSbcCn4qIxQ2O06whfAXLzMzMzAYsIjYBZwI3ASuBeRGxQtK5kk5sbnRmjecrWGZmZmZWk4hYACwoKftChboTGxGTWbP4CpaZmZmZmVlB3MAya3GS1kpaJmmJpMWpbE9JCyWtTn/3SOWSdJGkLklLJR3c3OjNzMzMhhY3sMzaw5siYkJE9My4NAO4OSLGATen5wDHAePSYzpwacMjNTMzMxvCam5gFXV2XdK0VH+1pGm1xmU2yE0GLk/LlwNvz5VfEZk7gd0ljWxGgGZmZmZDUVFXsGo6uy5pT+Bs4PXAocDZPY0yMyOAn0v6naTpqWyfiFgHkP6+NJXvCzyc27Y7lW1D0nRJiyUt3rBhQ51CNzMzMxta6tVFsL9n148FFkbEExHxJLAQmFSn2MzazRERcTDZCYozJB3VS12VKYtyFSNiVkR0RkTniBEjiojTrCVImi1pvaTluTL3rDAzs4YoooFVxNn1qs66+4y7DUUR8Wj6ux74EdlV3sd6uv6lv+tT9W5gdG7zUcCjjYvWrCXMYduTdO5ZYWZmDVFEA6uIs+tVnXX3GXcbaiS9RNIuPcvAMcByYD7Qc0Z9GnB9Wp4PnJLOyh8GbOw52WE2VETEbcATJcXuWWFmZg1R842G82fXJW11dj0i1lV5dr0bmFhSfmutsZkNAvsAP5IEWb5eFRE/k7QImCfpNOAh4J2p/gLgeKALeBp4X+NDNmtJW/WskFRIzwozM7NSNTWw0hn1F0XEU7mz6+ey5ez6TLY9u36mpLlk3S42pi+6m4D/zHW/OAY4q5bYzAaDiFgDvLZM+Z+Ao8uUB3BGA0IzGyxq6lkBWfd1su6FjBkzprjIzMysLdV6BauQs+sR8YSkLwGLUr1zI6K0e4eZmdlA1a1nRUTMAmYBdHZ2lm2EmZnZ0FFTA6vIs+sRMRuYXUs8ZmZmFbhnhZmZNUTNY7DMzMxaiaSrya4+7S2pm2w2wJm4Z4WZmTWAG1gF6phx44C3XTvzhAIjMTMbuiJiaoVVQ75nRbXfU/5OMjMbuHrdaNjMzMzMzGzIcQPLzMzMzMysIG5gmZmZmZmZFcQNLDMzMzMzs4K4gWVmZmZmZlYQzyJoZi3Ns56ZmbU+SZOArwPDgO9ExMyS9Z8A/hXYBGwA3h8Rf2x4oGYN4AaWmZmZDZhPgpikYcAlwFuBbmCRpPkRcX+u2r1AZ0Q8LelDwPnAyY2P1qz+3EXQzMzMzGpxKNAVEWsi4jlgLjA5XyEibomIp9PTO4FRDY7RrGHcwDIzMzOzWuwLPJx73p3KKjkN+Gm5FZKmS1osafGGDRsKDNGscdzAMjMzM7NaqExZlK0o/QvQCVxQbn1EzIqIzojoHDFiRIEhmjWOG1hmLUzSaEm3SFopaYWkj6bycyQ9ImlJehyf2+YsSV2SVkk6tnnRm5nZENENjM49HwU8WlpJ0luAzwMnRsSzDYrNrOEG3MAq8oefpEmprEvSjNpektmgsgn4ZES8GjgMOEPS+LTuwoiYkB4LANK6KcD+wCTgm2nwsZmZWb0sAsZJGitpe7Lvofn5CpIOAr5N1rha34QYzRqmllkEe3743SNpF+B3khamdRdGxFfylUt++L0M+IWk/dKqtYFKAAAN10lEQVTqvmaeMRuSImIdsC4tPyVpJb33a58MzE1nBh+U1EU2+PiOugdrZmZDUkRsknQmcBPZNO2zI2KFpHOBxRExn6xL4M7ADyQBPBQRJzYtaLM6GnADq8AffpBmngGQ1DPzjBtYZjmSOoCDgLuAI4AzJZ0CLCY72fEkWQ7emdus4kBjSdOB6QBjxoypW9ytqNpppcFTS5uZVSP1pFhQUvaF3PJbGh6UWZMUMgar5IcfZD/8lkqaLWmPVFZphpmqZ57xzDI2VEnaGbgW+FhE/AW4FHgFMIHsRMdXe6qW2bzsQGMPJDYzMzMrXs0NrAJ++PkHoVkvJG1HlmNXRsR1ABHxWERsjojngcvYcjW4qoHGZmZmZlYfNTWwCvrh5x+EZhUo66j+XWBlRHwtVz4yV+0dwPK0PB+YImkHSWOBccDdjYrXzMzMbKgb8Bis3n74pfFZsO0Pv6skfY1skoueH34izTwDPEI2Eca7BxqX2SBzBPBeYJmkJansc8BUSRPIrvauBT4IkAYVzyMbw7gJOCMiNjc8ajMzM7MhqpZZBAv74Vdu5pka4hpy+jNgv5QH8Le2iPg15bvRLihT1rPNecB5dQvKzMzMzCqqZRbBwn74lZt5xszMzMzMrN3UcgXLzMzqyNPJm5mZtZ9Cpmk3MzMzMzMzN7DMzMzMzMwK4y6CZmZmNui5y62ZNYqvYJmZmZmZmRXEV7BaRC1TrZuZmRXJ30lmZgPnK1hmZmZmZmYF8RUsMxsUmn3G3eM7zMzMDHwFy8zMzMzMrDBuYJmZmZmZmRXEXQTNzMyspbjLrZm1Mzewhrhaxq3U8qXWrOOamZmZmdWTuwiamZmZmZkVxFewzMzMrO6aPdOnmVmjtEwDS9Ik4OvAMOA7ETGzySGZtS3nU3H8o9CcT2Z96ytPJO0AXAEcAvwJODki1jY6TrNGaIkGlqRhwCXAW4FuYJGk+RFxf3Mjs974h2drcj61PudO+3A+tT7nU/NVmSenAU9GxCslTQG+DJzc+GjN6q9VxmAdCnRFxJqIeA6YC0xuckxm7cr5ZFYc55NZ36rJk8nA5Wn5h8DRktTAGM0apiWuYAH7Ag/nnncDry+tJGk6MD09/aukVWl5b+DxukZYLMdbA325zyrNivdnETGpCcct5XxqbXWJt4q8GCjnUx/55FxqKudT3xqRS9V877xQJyI2SdoI7EXJ+9GffKr071THf7/+aLd8ard4oYXzqVUaWOXOYMQ2BRGzgFnbbCwtjojOegRWD463vtot3jpwPrUwx9t2+swn51LztFvM7RZvP1TzvePvphbWbvFCa8fcKl0Eu4HRueejgEebFItZu3M+mRXH+WTWt2ry5IU6koYDuwFPNCQ6swZrlQbWImCcpLGStgemAPObHJNZu3I+mRXH+WTWt2ryZD4wLS2fBPwyIra5gmU2GLREF8HUF/dM4Cay6T1nR8SKfuxim0vJLc7x1le7xVso51PLc7xtpMZ8arf3rt3ihfaLud3irUqlPJF0LrA4IuYD3wW+L6mL7MrVlH4ept3eO8dbfy0bs3zywMzMzMzMrBit0kXQzMzMzMys7bmBZWZmZmZmVpC2bmBJmiRplaQuSTOacPzZktZLWp4r21PSQkmr0989UrkkXZRiXSrp4Nw201L91ZKm5coPkbQsbXNRLTfkkzRa0i2SVkpaIemjrRxv2t+Oku6WdF+K+YupfKyku9Lxr0kDapG0Q3reldZ35PZ1VipfJenYXHlTP0OtpJnvRTvlUtpfW+WTc6nxnE/9itf55HzqlfOp6ljbKpfS/gZnPkVEWz7IBlE+ALwc2B64Dxjf4BiOAg4GlufKzgdmpOUZwJfT8vHAT8nuA3EYcFcq3xNYk/7ukZb3SOvuBg5P2/wUOK6GWEcCB6flXYA/AONbNd60PwE7p+XtgLtSLPOAKan8W8CH0vKHgW+l5SnANWl5fPp87ACMTZ+bYa3wGWqVR7Pfi3bKpbS/tson55LzqVU/m2l/zifnk/PJv/UGVT41PXFq+Ac5HLgp9/ws4KwmxNFRknSrgJG5D/qqtPxtYGppPWAq8O1c+bdT2Ujg97nyreoVEPf1wFvbKN6dgHvI7gz/ODC89HNANnvR4Wl5eKqn0s9GT71W+Qy1wqMV3ot2zaW0z7bJJ+dSQz7LTX8/nE/Op8HyaIX3o13zqZ1yKe1v0ORTO3cR3Bd4OPe8O5U12z4RsQ4g/X1pKq8Ub2/l3WXKa5Yupx5EdpagpeOVNEzSEmA9sJDsLMSfI2JTmeO8EFtavxHYawCvZShqxfeipT+bPdoln5xLDdWK70fLfjbznE/OpzJa8f1o2c9mj3bJpRTroMundm5glevzGQ2PonqV4u1veW1BSDsD1wIfi4i/9Fa1n3HVJd6I2BwRE8juCn8o8OpejtMSMbepdnovWubfuZ3yybnUUO30frTMv7Xzqc/yoaqd3o+W+Ldup1yCwZlP7dzA6gZG556PAh5tUix5j0kaCZD+rk/lleLtrXxUmfIBk7QdWcJdGRHXtXq8eRHxZ+BWsn65u0vquUl2/jgvxJbW70Z2M8P+vpahqBXfi5b+bLZrPjmXGqIV34+W/mw6n6p6HUNVK74fLfvZbNdcgkGWT/Xug1ivB1m/yzVkA9l6Bq3t34Q4Oti6X+4FbD2Q8Py0fAJbDyS8O5XvCTxINohwj7S8Z1q3KNXtGUh4fA1xCrgC+K+S8paMN+1vBLB7Wn4xcDvwNuAHbD3w8cNp+Qy2Hvg4Ly3vz9YDH9eQDXpsic9QKzxa4b1ol1xK+2urfHIuOZ9a9bOZ9ud8cj45n/xbb1DlU9MTp8Z/lOPJZkh5APh8E45/NbAO+F+yFvJpZP1AbwZWp789H0gBl6RYlwGduf28H+hKj/flyjuB5WmbiwHVEOuRZJdElwJL0uP4Vo037e9A4N4U83LgC6n85WSz2HSlBNwhle+Ynnel9S/P7evzKa5V5Ga8afZnqJUezXwv2imX0v7aKp+cS86nVv1spv05n5xPzif/1htU+aR0YDMzMzMzM6tRO4/BMjMzMzMzayluYJmZmZmZmRXEDSwzMzMzM7OCuIFlZmZmZmZWEDewzMzMzMzMCuIG1gBJ+mud9z9K0vWSVkt6QNLXJW1foe7LJP2win0ukLT7AOM5R9Kncs+HS3pc0v8byP6KImmipDc0MwarnfPJ+WTFcT45n6wYziXn0kC5gdWCJAm4DvhxRIwD9gN2Bs4rU3d4RDwaESf1td+IOD6yu2QX4Riy+wy8K8XbLBOBtko6ayznU79MxPlkvXA+9ctEnE9WgXOpXybSZrnkBlaBJP2dpJslLU1/x6Tyf5R0l6R7Jf1C0j6p/BxJsyXdKmmNpI+kXb0ZeCYivgcQEZuBjwPvl7STpFMl/UDST4CfS+qQtDztcydJ81IM16TjdqZ1ayXtneqvlHSZpBWSfi7pxanOByQtknSfpGsl7VTh5U4Fvg48RHZHb3LH+E9Jd0haLOlgSTelMzOnpzqSdIGk5ZKWSTo5lU+UdENuXxdLOjW33y9Kuidt8/eSOoDTgY9LWiLpjbX9C1orcT45n6w4zifnkxXDueRcqoYbWMW6GLgiIg4ErgQuSuW/Bg6LiIOAucBnctv8PXAscChwtqTtgP2B3+V3HBF/IfuAvzIVHQ5Mi4g3l8TwYeDJFMOXgEMqxDoOuCQi9gf+DPxzKr8uIl4XEa8FVpLdsXwrKUGPBm4gu8P51JIqD0fE4cDtwBzgJLLEPDet/ydgAvBa4C3ABZJGVogz7/GIOBi4FPhURKwFvgVcGBETIuL2KvZh7cP5lHE+WRGcTxnnk9XKuZRxLvXCDaxiHQ5clZa/DxyZlkcBN0laBnyaLKl63BgRz0bE48B6YB9AQJTZf758YUQ8UabOkWSJTUQsB5ZWiPXBiFiSln8HdKTlAyTdnmJ9T0msPd4G3BIRTwPXAu+QNCy3fn76uwy4KyKeiogNwDPK+gUfCVwdEZsj4jHgV8DrKsSZd12ZeG3wcj5lnE9WBOdTxvlktXIuZZxLvXADq756EuQbwMUR8Rrgg8COuTrP5pY3A8OBFUBnfkeSdgVGAw+kov+pcMxq+8iWOy5kZyHOTLF+sSTWHlOBt0haS5YAewFvKrPv50uO83w6TqUYN7H1Z7L02D37ysdrQ4fzyflkxXE+OZ+sGM4l59I23MAq1m+BKWn5PWSXiwF2Ax5Jy9Oq2M/NwE6STgFIZwy+CsxJZxJ682vgXWm78cBrqo4+swuwLl2+fk/pypT8RwJjIqIjIjqAM9j20nFvbgNOljRM0gjgKOBu4I/AeEk7SNqN7NJ0X55KMdvg43yqjvPJquF8qo7zyfriXKrOkM4lN7AGbidJ3bnHJ4CPAO+TtBR4L/DRVPcc4AeSbgce72vHERHAO4B3SloN/AF4BvhcFXF9ExiRYvgs2WXjjf14Xf8XuAtYCPy+zPp/An4ZEfmzFdcDJ0raocpj/CjFdR/wS+AzEfHfEfEwMC+tuxK4t4p9/YTssnXbDHy0spxPWzifrFbOpy2cT1YL59IWzqV+UPbva4NFOgOyXUQ8I+kVZGdI9ouI55ocmlnbcT6ZFcf5ZFYM51Lra9u+jVbRTsAt6bKvgA854cwGzPlkVhznk1kxnEstzlewzMzMzMzMCuIxWGZmZmZmZgVxA8vMzMzMzKwgbmCZmZmZmZkVxA0sMzMzMzOzgriBZWZmZmZmVpD/D29r/LKfV9EIAAAAAElFTkSuQmCC
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<h3 id="EmploymentStatus-&amp;-IncomeRange-by-LoanOutcome"><em>EmploymentStatus &amp; IncomeRange by LoanOutcome</em><a class="anchor-link" href="#EmploymentStatus-&amp;-IncomeRange-by-LoanOutcome">&#182;</a></h3><p><strong>Does Employment Status and Income Range Influence a Loan Outcome</strong> <br></p>
<p>16k5 Borrowers That are full Time employed completed their loan , while 2k Borrowers from This Category Defaulted on
    their loan.The Employed Category has over 11k completed Loans with a very low default rate .With respect to The rate 
    of Completed Loans per loan defaults ,The Not available EmploymentStatus has the higheest rate of Defaults .
    Borrowers Earning Between $75k to over $100k alongside Borrowers Earning Between 1 to 24.9k Have a Good Completion 
    rate with a small amount of Borrowers Defaulting On Their Loans.The Not Displayed Income Range have The Highest 
    Rate of Defaults Compared to how many loans were completed .</p>

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<h3 id="DTI-&amp;-Recommendations"><em>DTI &amp; Recommendations</em><a class="anchor-link" href="#DTI-&amp;-Recommendations">&#182;</a></h3><p><strong>DTI distribution By number of Recommendations</strong> <br></p>

<pre><code>Borrowers DTI gets Better(Smaller) with Increase in Number of Recommendations. </code></pre>

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<h3 id="MonthlyLoanPayment-vs-LoanOriginalAmount-By-LoanOutcome"><em>MonthlyLoanPayment vs LoanOriginalAmount By LoanOutcome</em><a class="anchor-link" href="#MonthlyLoanPayment-vs-LoanOriginalAmount-By-LoanOutcome">&#182;</a></h3><p>Each Loan outcome have a distinct pattern to them.Defaulted and Charged off loans have a max LoanOriginalAmount of 
    about 25k dollars and a max MonthlyLoanPayment of about 1k dollarsb,for Completed loans these boundaries are shattered ,
    LoanOriginalAmount extends to over 35k dollars with a max MonthlyLoanPayment of over 2k dollars .</p>

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<h3 id="IsBorrowerHomeowner"><em>IsBorrowerHomeowner</em><a class="anchor-link" href="#IsBorrowerHomeowner">&#182;</a></h3><p>Borrowers that owns a home and Borrowers who dont have about the same distribution ,but an handful of 
    Borrowers that takes loan ranging from 25k to over 35k dollars are HomeOwners with a High Completion Rate.</p>

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