Prosper Loan Data -  Visualization.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p>This project is on a data set from Prosper, which is America’s first marketplace lending platform, with over $7 billion in funded loans. This data set contains 113,937 loans with 81 variables on each loan,  including loan amount, borrower rate (or interest rate), current loan  status, borrower income, borrower employment status, borrower credit  history, and the latest payment information.</p>
<p>The main purpose of this project is to summarize the characteristics of  variables that can affect the loan status and to get some ideas about the  relationships among multiple variables using summary statistics and data  visualizations.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import required libraries</span>

<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sb</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># load data</span>
<span class="n">loan_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;prosperLoanData.csv&#39;</span><span class="p">)</span>
<span class="n">loan_data</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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<pre>(113937, 81)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">loan_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>BorrowerRate</th>
      <th>LenderYield</th>
      <th>...</th>
      <th>LP_ServiceFees</th>
      <th>LP_CollectionFees</th>
      <th>LP_GrossPrincipalLoss</th>
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      <th>Recommendations</th>
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<p>5 rows × 81 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">loan_data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 113937 entries, 0 to 113936
Data columns (total 81 columns):
ListingKey                             113937 non-null object
ListingNumber                          113937 non-null int64
ListingCreationDate                    113937 non-null object
CreditGrade                            28953 non-null object
Term                                   113937 non-null int64
LoanStatus                             113937 non-null object
ClosedDate                             55089 non-null object
BorrowerAPR                            113912 non-null float64
BorrowerRate                           113937 non-null float64
LenderYield                            113937 non-null float64
EstimatedEffectiveYield                84853 non-null float64
EstimatedLoss                          84853 non-null float64
EstimatedReturn                        84853 non-null float64
ProsperRating (numeric)                84853 non-null float64
ProsperRating (Alpha)                  84853 non-null object
ProsperScore                           84853 non-null float64
ListingCategory (numeric)              113937 non-null int64
BorrowerState                          108422 non-null object
Occupation                             110349 non-null object
EmploymentStatus                       111682 non-null object
EmploymentStatusDuration               106312 non-null float64
IsBorrowerHomeowner                    113937 non-null bool
CurrentlyInGroup                       113937 non-null bool
GroupKey                               13341 non-null object
DateCreditPulled                       113937 non-null object
CreditScoreRangeLower                  113346 non-null float64
CreditScoreRangeUpper                  113346 non-null float64
FirstRecordedCreditLine                113240 non-null object
CurrentCreditLines                     106333 non-null float64
OpenCreditLines                        106333 non-null float64
TotalCreditLinespast7years             113240 non-null float64
OpenRevolvingAccounts                  113937 non-null int64
OpenRevolvingMonthlyPayment            113937 non-null float64
InquiriesLast6Months                   113240 non-null float64
TotalInquiries                         112778 non-null float64
CurrentDelinquencies                   113240 non-null float64
AmountDelinquent                       106315 non-null float64
DelinquenciesLast7Years                112947 non-null float64
PublicRecordsLast10Years               113240 non-null float64
PublicRecordsLast12Months              106333 non-null float64
RevolvingCreditBalance                 106333 non-null float64
BankcardUtilization                    106333 non-null float64
AvailableBankcardCredit                106393 non-null float64
TotalTrades                            106393 non-null float64
TradesNeverDelinquent (percentage)     106393 non-null float64
TradesOpenedLast6Months                106393 non-null float64
DebtToIncomeRatio                      105383 non-null float64
IncomeRange                            113937 non-null object
IncomeVerifiable                       113937 non-null bool
StatedMonthlyIncome                    113937 non-null float64
LoanKey                                113937 non-null object
TotalProsperLoans                      22085 non-null float64
TotalProsperPaymentsBilled             22085 non-null float64
OnTimeProsperPayments                  22085 non-null float64
ProsperPaymentsLessThanOneMonthLate    22085 non-null float64
ProsperPaymentsOneMonthPlusLate        22085 non-null float64
ProsperPrincipalBorrowed               22085 non-null float64
ProsperPrincipalOutstanding            22085 non-null float64
ScorexChangeAtTimeOfListing            18928 non-null float64
LoanCurrentDaysDelinquent              113937 non-null int64
LoanFirstDefaultedCycleNumber          16952 non-null float64
LoanMonthsSinceOrigination             113937 non-null int64
LoanNumber                             113937 non-null int64
LoanOriginalAmount                     113937 non-null int64
LoanOriginationDate                    113937 non-null object
LoanOriginationQuarter                 113937 non-null object
MemberKey                              113937 non-null object
MonthlyLoanPayment                     113937 non-null float64
LP_CustomerPayments                    113937 non-null float64
LP_CustomerPrincipalPayments           113937 non-null float64
LP_InterestandFees                     113937 non-null float64
LP_ServiceFees                         113937 non-null float64
LP_CollectionFees                      113937 non-null float64
LP_GrossPrincipalLoss                  113937 non-null float64
LP_NetPrincipalLoss                    113937 non-null float64
LP_NonPrincipalRecoverypayments        113937 non-null float64
PercentFunded                          113937 non-null float64
Recommendations                        113937 non-null int64
InvestmentFromFriendsCount             113937 non-null int64
InvestmentFromFriendsAmount            113937 non-null float64
Investors                              113937 non-null int64
dtypes: bool(3), float64(50), int64(11), object(17)
memory usage: 68.1+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">loan_data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>ListingNumber</th>
      <th>Term</th>
      <th>BorrowerAPR</th>
      <th>BorrowerRate</th>
      <th>LenderYield</th>
      <th>EstimatedEffectiveYield</th>
      <th>EstimatedLoss</th>
      <th>EstimatedReturn</th>
      <th>ProsperRating (numeric)</th>
      <th>ProsperScore</th>
      <th>...</th>
      <th>LP_ServiceFees</th>
      <th>LP_CollectionFees</th>
      <th>LP_GrossPrincipalLoss</th>
      <th>LP_NetPrincipalLoss</th>
      <th>LP_NonPrincipalRecoverypayments</th>
      <th>PercentFunded</th>
      <th>Recommendations</th>
      <th>InvestmentFromFriendsCount</th>
      <th>InvestmentFromFriendsAmount</th>
      <th>Investors</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>1.139370e+05</td>
      <td>113937.000000</td>
      <td>113912.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>84853.000000</td>
      <td>84853.000000</td>
      <td>84853.000000</td>
      <td>84853.000000</td>
      <td>84853.000000</td>
      <td>...</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>6.278857e+05</td>
      <td>40.830248</td>
      <td>0.218828</td>
      <td>0.192764</td>
      <td>0.182701</td>
      <td>0.168661</td>
      <td>0.080306</td>
      <td>0.096068</td>
      <td>4.072243</td>
      <td>5.950067</td>
      <td>...</td>
      <td>-54.725641</td>
      <td>-14.242698</td>
      <td>700.446342</td>
      <td>681.420499</td>
      <td>25.142686</td>
      <td>0.998584</td>
      <td>0.048027</td>
      <td>0.023460</td>
      <td>16.550751</td>
      <td>80.475228</td>
    </tr>
    <tr>
      <th>std</th>
      <td>3.280762e+05</td>
      <td>10.436212</td>
      <td>0.080364</td>
      <td>0.074818</td>
      <td>0.074516</td>
      <td>0.068467</td>
      <td>0.046764</td>
      <td>0.030403</td>
      <td>1.673227</td>
      <td>2.376501</td>
      <td>...</td>
      <td>60.675425</td>
      <td>109.232758</td>
      <td>2388.513831</td>
      <td>2357.167068</td>
      <td>275.657937</td>
      <td>0.017919</td>
      <td>0.332353</td>
      <td>0.232412</td>
      <td>294.545422</td>
      <td>103.239020</td>
    </tr>
    <tr>
      <th>min</th>
      <td>4.000000e+00</td>
      <td>12.000000</td>
      <td>0.006530</td>
      <td>0.000000</td>
      <td>-0.010000</td>
      <td>-0.182700</td>
      <td>0.004900</td>
      <td>-0.182700</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>...</td>
      <td>-664.870000</td>
      <td>-9274.750000</td>
      <td>-94.200000</td>
      <td>-954.550000</td>
      <td>0.000000</td>
      <td>0.700000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>4.009190e+05</td>
      <td>36.000000</td>
      <td>0.156290</td>
      <td>0.134000</td>
      <td>0.124200</td>
      <td>0.115670</td>
      <td>0.042400</td>
      <td>0.074080</td>
      <td>3.000000</td>
      <td>4.000000</td>
      <td>...</td>
      <td>-73.180000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>2.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>6.005540e+05</td>
      <td>36.000000</td>
      <td>0.209760</td>
      <td>0.184000</td>
      <td>0.173000</td>
      <td>0.161500</td>
      <td>0.072400</td>
      <td>0.091700</td>
      <td>4.000000</td>
      <td>6.000000</td>
      <td>...</td>
      <td>-34.440000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>44.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>8.926340e+05</td>
      <td>36.000000</td>
      <td>0.283810</td>
      <td>0.250000</td>
      <td>0.240000</td>
      <td>0.224300</td>
      <td>0.112000</td>
      <td>0.116600</td>
      <td>5.000000</td>
      <td>8.000000</td>
      <td>...</td>
      <td>-13.920000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>115.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>1.255725e+06</td>
      <td>60.000000</td>
      <td>0.512290</td>
      <td>0.497500</td>
      <td>0.492500</td>
      <td>0.319900</td>
      <td>0.366000</td>
      <td>0.283700</td>
      <td>7.000000</td>
      <td>11.000000</td>
      <td>...</td>
      <td>32.060000</td>
      <td>0.000000</td>
      <td>25000.000000</td>
      <td>25000.000000</td>
      <td>21117.900000</td>
      <td>1.012500</td>
      <td>39.000000</td>
      <td>33.000000</td>
      <td>25000.000000</td>
      <td>1189.000000</td>
    </tr>
  </tbody>
</table>
<p>8 rows × 61 columns</p>
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<h2 id="Univariate-Analysis">Univariate Analysis<a class="anchor-link" href="#Univariate-Analysis">&#182;</a></h2>
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<h3 id="1.-Analyze-number-of-listings-in-each-state">1. Analyze number of listings in each state<a class="anchor-link" href="#1.-Analyze-number-of-listings-in-each-state">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># count of each state in the data</span>
<span class="n">states_count</span> <span class="o">=</span> <span class="n">loan_data</span><span class="o">.</span><span class="n">BorrowerState</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plots the bar graph</span>
<span class="n">color</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>
<span class="n">states_count</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Number of listings in each BorrowerState&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;BorrowerState&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Listings&#39;</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">);</span>
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ADAVreWP51xYpL3JrlFVW2vqkcvMfubkpyT5Owkf5vkMUnS3RcneUaSD46Xp49tSfLbSf5u7PMfSd68FtsBAACwN1qzYxa7+2HLTN82c72TPHYn870sycsWaT89ya1XViUAAACLWdezoQIAALBnEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYEBYBAACYWLOwWFUvq6oLq+rjM21/XlWfrqozquqfq+qAmWlPqaqzq+ozVXWvmfZ7j21nV9UxM+2HVtX7q+qsqnp1Ve23VtsCAACwt1nLkcWXJ7n3Dm2nJrl1d98myb8neUqSVNUtkzw0ya3GPi+sqn2qap8k/zvJfZLcMsnDxnmT5DlJntfdhyW5JMmj13BbAAAA9iprFha7+11JLt6h7a3dfdl4831JDh6vH5nkpO7+Tnefm+TsJLcfL2d39znd/d0kJyU5sqoqyd2SvHbsf0KSB67VtgAAAOxtNvKYxV9L8ubx+kFJzp+Ztn1s21n7dZN8ZSZ4LrQDAACwCjYkLFbVHyW5LMkrF5oWma13o31n6zu6qk6vqtMvuuiiXS0XAABgr7PuYbGqjkpyvyQP7+6FgLc9ySEzsx2c5IIl2r+c5ICq2neH9kV190u7+/DuPvzAAw9cnQ0BAADYwtY1LFbVvZM8OckDuvubM5NOSfLQqrpKVR2a5LAkH0jywSSHjWc+3S/DSXBOGUPmO5L80tj/qCQnr9d2AAAAbHVr+dMZJyZ5b5JbVNX2qnp0kr9Jcs0kp1bVR6vqxUnS3Z9I8pokn0zyr0ke293fH49J/J0kb0nyqSSvGedNhtD5hKo6O8MxjMev1bYAAADsbfZdfpbd090PW6R5p4Guu5+Z5JmLtL8pyZsWaT8nw9lSAQAAWGUbeTZUAAAANilhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgAlhEQAAgIk1C4tV9bKqurCqPj7Tdp2qOrWqzhr/Xntsr6p6flWdXVVnVNVtZ/ocNc5/VlUdNdP+01V15tjn+VVVa7UtAAAAe5u1HFl8eZJ779B2TJK3dfdhSd423k6S+yQ5bLwcneRFyRAukxyb5A5Jbp/k2IWAOc5z9Ey/HdcFAADAblqzsNjd70py8Q7NRyY5Ybx+QpIHzrS/ogfvS3JAVd0wyb2SnNrdF3f3JUlOTXLvcdr+3f3e7u4kr5hZFgAAACu03scs3qC7v5Ak49/rj+0HJTl/Zr7tY9tS7dsXaQcAAGAVbJYT3Cx2vGHvRvviC686uqpOr6rTL7root0sEQAAYO+x3mHxS+MupBn/Xji2b09yyMx8Bye5YJn2gxdpX1R3v7S7D+/uww888MAVbwQAAMBWt95h8ZQkC2c0PSrJyTPtjxzPinrHJF8dd1N9S5J7VtW1xxPb3DPJW8Zpl1bVHcezoD5yZlkAAACs0L5rteCqOjHJzyW5XlVtz3BW0+OSvKaqHp3kc0kePM7+piT3TXJ2km8meVSSdPfFVfWMJB8c53t6dy+cNOe3M5xx9WpJ3jxeAAAAWAVrFha7+2E7mXT3RebtJI/dyXJeluRli7SfnuTWK6kRAACAxW2WE9wAAACwiQiLAAAATAiLAAAATAiLAAAATAiLAAAATAiLAAAATAiLAAAATAiLAAAATAiLAAAATAiLAAAATAiLAAAATAiLAAAATAiLAAAATCwbFqvqwVV1zfH606rqdVV127UvDQAAgI0yz8ji/+zuS6vqLknuleSEJC9a27IAAADYSPOExe+Pf49I8qLuPjnJfmtXEgAAABttnrD4+ap6SZKHJHlTVV1lzn4AAADsoeYJfQ9J8pYk9+7uryS5TpI/WNOqAAAA2FD7zjHPVZO8M0mq6jpJvpPkHWtYEwAAABtsnpHFDye5KMm/JzlrvH5uVX24qn56LYsDAABgY8wTFv81yX27+3rdfd0k90nymiSPSfLCtSwOAACAjTFPWDy8u9+ycKO735rkZ7v7fUmusmaVAQAAsGHmOWbx4qp6cpKTxtv/I8klVbVPkh+sWWUAAABsmHlGFn85ycFJXp/k5CQ3Htv2yXCmVAAAALaYZUcWu/vLSR63k8lnr245AAAAbAbLhsWq+pEkT0qybXb+7r7b2pUFAADARprnmMV/TPLiJH+X5PtrWw4AAACbwTxh8bLuftGaVwIAAMCmMc8Jbt5QVY+pqhtW1XUWLmteGQAAABtmnpHFo8a/fzDT1kluuvrlAAAAsBnMczbUQ9ejEAAAADaPnYbFqrpbd7+9qh602PTuft3alQUAAMBGWmpk8a5J3p7k/otM6yTCIgAAwBa107DY3ceOV5/e3efOTqsqu6YCAABsYfOcDfWfFml77WoXAgAAwOax1DGLP5rkVkmutcNxi/snuepaFwYAAMDGWeqYxVskuV+SA3LF4xYvTfIba1kUAAAAG2upYxZPTnJyVd2pu9+7jjUBAACwweY5ZvEXqmr/qrpyVb2tqr5cVb+y5pUBAACwYeYJi/fs7q9l2CV1e5IfSfIHa1oVAAAAG2qesHjl8e99k5zY3RevYT0AAABsAkud4GbBG6rq00m+leQxVXVgkm+vbVkAAABspGVHFrv7mCR3SnJ4d38vyTeSHLnWhQEAALBxlvqdxbt199tnf2OxqmZned1aFgYAAMDGWWo31LsmeXuu+BuLCzrCIgAAwJa11O8sHjv+fdSO06rqF9eyKAAAADbWPGdDXczzVrUKAAAANpXdDYu1/CxLdK76/ar6RFV9vKpOrKqrVtWhVfX+qjqrql5dVfuN815lvH32OH3bzHKeMrZ/pqrutZKaAAAAuNzuhsXe3RVW1UFJfjfD2VVvnWSfJA9N8pwkz+vuw5JckuTRY5dHJ7mku2+eYUTzOeNybjn2u1WSeyd5YVXts7t1AQAAcLmdhsWqOrOqzljkcmaSG6xwvfsmuVpV7Zvk6km+kORuSV47Tj8hyQPH60eOtzNOv3sNp2U9MslJ3f2d7j43ydlJbr/CugAAAMjSZ0O931qssLs/X1V/keRzSb6V5K1JPpTkK9192Tjb9iQHjdcPSnL+2PeyqvpqkuuO7e+bWfRsHwAAAFZgqbOhfnYtVlhV184wKnhokq8k+cck91mshIUuO5m2s/bF1nl0kqOT5MY3vvEuVgwAALD32d1jFlfivyc5t7sv6u7vZfi9xv+W5IBxt9QkOTjJBeP17UkOSZJx+rWSXDzbvkifK+jul3b34d19+IEHHrja2wMAALDlbERY/FySO1bV1cdjD++e5JNJ3pHkl8Z5jkpy8nj9lPF2xulv7+4e2x86ni310CSHJfnAOm0DAADAlrbUCW7eNv59zmqusLvfn+FENR9OcuZYw0uTPDnJE6rq7AzHJB4/djk+yXXH9ickOWZczieSvCZD0PzXJI/t7u+vZq0AAAB7q6VOcHPDqrprkgdU1UnZ4RjB7v7w7q60u49NcuwOzedkkbOZdve3kzx4J8t5ZpJn7m4dAAAALG6psPjHGUbxDk7ylztM6ww/dQEAAMAWtNTZUF+b5LVV9T+7+xnrWBMAAAAbbKmRxSRJdz+jqh6Q5GfHpnd297+sbVkAAABspGXPhlpVz07y+AwnkvlkksePbQAAAGxRy44sJjkiyU929w+SpKpOSPKRJE9Zy8IAAADYOPP+zuIBM9evtRaFAAAAsHnMM7L47CQfqap3ZPj5jJ+NUUUAAIAtbZ4T3JxYVe9McrsMYfHJ3f3FtS4MAACAjTPPyGK6+wtJTlnjWgAAANgk5j1mEQAAgL2IsAgAAMDEkmGxqq5UVR9fr2IAAADYHJYMi+NvK36sqm68TvUAAACwCcxzgpsbJvlEVX0gyTcWGrv7AWtWFQAAABtqnrD4p2teBQAAAJvKPL+zeFpV3STJYd39f6vq6kn2WfvSAAAA2CjLng21qn4jyWuTvGRsOijJ69eyKAAAADbWPD+d8dgkd07ytSTp7rOSXH8tiwIAAGBjzRMWv9Pd3124UVX7Jum1KwkAAICNNk9YPK2qnprkalV1jyT/mOQNa1sWAAAAG2mesHhMkouSnJnkN5O8KcnT1rIoAAAANtY8Z0P9QVWdkOT9GXY//Ux32w0VAABgC1s2LFbVEUlenOQ/klSSQ6vqN7v7zWtdHAAAABtj2bCY5LlJfr67z06SqrpZkjcmERYBAAC2qHmOWbxwISiOzkly4RrVAwAAwCaw05HFqnrQePUTVfWmJK/JcMzig5N8cB1qAwAAYIMstRvq/WeufynJXcfrFyW59ppVBAAAwIbbaVjs7ketZyF7qm3HvHHJ6ecdd8Q6VQIAALB65jkb6qFJHpdk2+z83f2AtSsLAACAjTTP2VBfn+T4JG9I8oO1LQcAAIDNYJ6w+O3ufv6aVwIAAMCmMU9Y/OuqOjbJW5N8Z6Gxuz+8ZlXtZVZ63KPjJgEAgNU2T1j88SSPSHK3XL4bao+3AQAA2ILmCYu/kOSm3f3dtS4GAACAzeFKc8zzsSQHrHUhAAAAbB7zjCzeIMmnq+qDueIxi346AwAAYIuaJyweu+ZVAAAAsKksGxa7+7T1KAQAAIDNY9mwWFWXZjj7aZLsl+TKSb7R3fuvZWEAAABsnHlGFq85e7uqHpjk9mtWEQAAABtunrOhXkF3vz5+YxEAAGBLm2c31AfN3LxSksNz+W6pAAAAbEHznA31/jPXL0tyXpIj16QaAAAANoV5jll81HoUAgAAwOax07BYVX+8RL/u7mesQT0AAABsAkuNLH5jkbYfSvLoJNdNIiwCAABsUTsNi9393IXrVXXNJI9P8qgkJyV57s76AQAAsOdb8qczquo6VfVnSc7IECxv291P7u4LV7LSqjqgql5bVZ+uqk9V1Z3GdZ1aVWeNf689zltV9fyqOruqzqiq284s56hx/rOq6qiV1AQAAMDldhoWq+rPk3wwyaVJfry7/6S7L1ml9f51kn/t7h9N8hNJPpXkmCRv6+7DkrxtvJ0k90ly2Hg5OsmLxvquk+TYJHdIcvskxy4ETAAAAFZmqZHFJya5UZKnJbmgqr42Xi6tqq/t7gqrav8kP5vk+CTp7u9291cy/BzHCeNsJyR54Hj9yCSv6MH7khxQVTdMcq8kp3b3xWOIPTXJvXe3LgAAAC631DGLS+6iugI3TXJRkr+vqp9I8qEMx0PeoLu/MK77C1V1/XH+g5KcP9N/+9i2s3YAAABWaK0C4VL2TXLbJC/q7p/KcNbVY5aYvxZp6yXapwuoOrqqTq+q0y+66KJdrRcAAGCvsxFhcXuS7d39/vH2azOExy+Nu5dm/HvhzPyHzPQ/OMkFS7RPdPdLu/vw7j78wAMPXLUNAQAA2KqW+p3FNdHdX6yq86vqFt39mSR3T/LJ8XJUkuPGvyePXU5J8jtVdVKGk9l8ddxN9S1JnjVzUpt7JnnKem7LVrHtmDcuO895xx2xDpUAAACbxbqHxdHjkryyqvZLck6G32+8UpLXVNWjk3wuyYPHed+U5L5Jzk7yzXErDScYAAAgAElEQVTedPfFVfWMDGdsTZKnd/fF67cJAAAAW9eGhMXu/miSwxeZdPdF5u0kj93Jcl6W5GWrWx0AAAAbccwiAAAAm5ywCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwISwCAAAwMS+G10AW8O2Y9645PTzjjtinSoBAABWg5FFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJvbd6AIgSbYd88Ylp5933BHrVAkAAJAYWQQAAGARGxYWq2qfqvpIVf3LePvQqnp/VZ1VVa+uqv3G9quMt88ep2+bWcZTxvbPVNW9NmZLAAAAtp6NHFl8fJJPzdx+TpLndfdhSS5J8uix/dFJLunumyd53jhfquqWSR6a5FZJ7p3khVW1zzrVDgAAsKVtSFisqoOTHJHk78bbleRuSV47znJCkgeO148cb2ecfvdx/iOTnNTd3+nuc5OcneT267MFAAAAW9tGjSz+VZI/TPKD8fZ1k3yluy8bb29PctB4/aAk5yfJOP2r4/z/1b5InyuoqqOr6vSqOv2iiy5aze0AAADYktY9LFbV/ZJc2N0fmm1eZNZeZtpSfa7Y2P3S7j68uw8/8MADd6leAACAvdFG/HTGnZM8oKrum+SqSfbPMNJ4QFXtO44eHpzkgnH+7UkOSbK9qvZNcq0kF8+0L5jtAwAAwAqs+8hidz+luw/u7m0ZTlDz9u5+eJJ3JPmlcbajkpw8Xj9lvJ1x+tu7u8f2h45nSz00yWFJPrBOmwEAALClbcTI4s48OclJVfVnST6S5Pix/fgk/1BVZ2cYUXxoknT3J6rqNUk+meSyJI/t7u+vf9kAAABbz4aGxe5+Z5J3jtfPySJnM+3ubyd58E76PzPJM9euQgAAgL3TRv7OIgAAAJuUsAgAAMCEsAgAAMCEsAgAAMCEsAgAAMCEsAgAAMDEZvqdRViRbce8ccnp5x13xDpVAgAAez4jiwAAAEwIiwAAAEwIiwAAAEwIiwAAAEwIiwAAAEwIiwAAAEwIiwAAAEwIiwAAAEzsu9EFwGax7Zg3Ljn9vOOOWKdKAABg4xlZBAAAYEJYBAAAYEJYBAAAYEJYBAAAYMIJbmAVrfQkOU6yAwDAZiEswhayXNhMBE4AAOZjN1QAAAAmjCwCV2BXWAAAEiOLAAAALEJYBAAAYEJYBAAAYEJYBAAAYMIJboBV5QQ5AABbg5FFAAAAJoRFAAAAJoRFAAAAJoRFAAAAJpzgBth0nCQHAGDjGVkEAABgQlgEAABgQlgEAABgQlgEAABgQlgEAABgQlgEAABgQlgEAABgQlgEAABgYt+NLgBgtW075o1LTj/vuCPWqRIAgD2XkUUAAAAmjCwC7GC5kcnE6CQAsPUJiwBrwK6wAMCezm6oAAAATKx7WKyqQ6rqHVX1qar6RFU9fmy/TlWdWlVnjX+vPbZXVT2/qs6uqjOq6rYzyzpqnP+sqjpqvbcFAABgq9qIkcXLkjyxu38syR2TPLaqbpnkmCRv6+7DkrxtvJ0k90ly2Hg5OsmLkiFcJjk2yR2S3D7JsQsBEwAAgJVZ92MWu/sLSb4wXr+0qj6V5KAkRyb5uXG2E5K8M8mTx/ZXdHcneV9VHVBVNxznPbW7L06Sqjo1yb2TnLhuGwOwRhzzCABstA09ZrGqtiX5qSTvT3KDMUguBMrrj7MdlOT8mW7bx7adtQMAALBCGxYWq+oaSf4pye9199eWmnWRtl6ifbF1HV1Vp1fV6RdddNGuFwsAALCX2ZCwWFVXzhAUX9ndrxubvzTuXprx74Vj+/Ykh8x0PzjJBUu0T3T3S7v78O4+/MADD1y9DQEAANiiNuJsqJXk+CSf6u6/nJl0SpKFM5oeleTkmfZHjmdFvWOSr467qb4lyT2r6trjiW3uObYBAACwQut+gpskd07yiCRnVtVHx7anJjkuyWuq6tFJPpfkweO0NyW5b5Kzk3wzyaOSpLsvrqpnJPngON/TF052A4CT5AAAK7MRZ0N9dxY/3jBJ7r7I/J3ksTtZ1suSvGz1qgNggbAJAHu3jRhZBGAvsFzYTAROANjMNvSnMwAAANicjCwCsGnZFRYANo6RRQAAACaMLAKwZRmZBIDdJywCwBIETgD2VnZDBQAAYEJYBAAAYEJYBAAAYEJYBAAAYEJYBAAAYEJYBAAAYEJYBAAAYEJYBAAAYEJYBAAAYEJYBAAAYEJYBAAAYEJYBAAAYEJYBAAAYGLfjS4AALaybce8ccnp5x13xDpVAgC7RlgEgE1O4ARgIwiLALDFCZsA7A7HLAIAADBhZBEAWNJyI5OJ0UmArUhYBADW3Ep3hbUrLcD6sxsqAAAAE0YWAYC9gtFJgF0jLAIAzEHYBPY2dkMFAABgwsgiAMA6cFZZYE9jZBEAAIAJYREAAIAJu6ECAOwhnGQHWE9GFgEAAJgwsggAsJcwMgnsCiOLAAAATBhZBABgbkYnYe9hZBEAAIAJI4sAAKwbI5Ow5xAWAQDYYywXNhOBE1aLsAgAwF5lpaObqzE6aoSVPYFjFgEAAJgwsggAAHsYI5OsB2ERAAD2QgIny7EbKgAAABNGFgEAgF221icKmmcZrC1hEQAA2CNthjPbbmV7fFisqnsn+esk+yT5u+4+boNLAgAA9hJbOXDu0WGxqvZJ8r+T3CPJ9iQfrKpTuvuTG1sZAADA8jZz2NzTT3Bz+yRnd/c53f3dJCclOXKDawIAANjj7dEji0kOSnL+zO3tSe6wQbUAAACsq7U8UVB192513Ayq6sFJ7tXdvz7efkSS23f343aY7+gkR483b5HkM0ss9npJvryCslbaXw2r018Nq9NfDavTXw2bp4atsA2boYatsA2boYatsA1qWJ3+alid/mqYv/9NuvvAZZfU3XvsJcmdkrxl5vZTkjxlhcs8fSP7q2HrbMNmqGErbMNmqGErbIMats42bIYatsI2bIYatsI2qGHrbMNmqGErbMNmqGE1tmHhsqcfs/jBJIdV1aFVtV+ShyY5ZYNrAgAA2OPt0ccsdvdlVfU7Sd6S4aczXtbdn9jgsgAAAPZ4e3RYTJLuflOSN63iIl+6wf3VsDr91bA6/dWwOv3VsHlq2ArbsBlq2ArbsBlq2ArboIbV6a+G1emvhtXp/1/26BPcAAAAsDb29GMWAQAAWAPCIgAAABPC4m6qqkOWmPYz61nLzlTVHVZhGb+4GrUAbBZ72vtaVd1go2tYiaq68hLTDl2F5c91/1TVg1a6LmD1VNW1lph2u/WshZ1zzOIOxhD40O7+82XmOyfJi5P8ZXdfNrbdIMlzk9yiu+d6klfVHbv7fSsse2fL/lx333gjllFVV01y/+7+xznmXfIDvLtft6vrXw3zPhdm5n/CEpO/k+Q/kry1u3+wRP+vdvfxO7Q/Lsk+3f1X81U+We4ubcdOlnHnJL/c3Y+dY95bJDk6yY+OTZ9K8rfd/ZldWN+tk/xhklsm6SSfTPLc7j5jjr5LPl+7+3Pz1rHIsm/X3R/chfmvMayyv7GL63nkUtO7+xXL9L/Fzu7vqrpzd//brtSz2qrqJt392WXm+eMlJnd3P2MF65/rfa2q3trd99zd9YzLuFeSa3b3a3dof3iSC7v71DmW8cUkZyY5Mck/dfdXV1jTlZPcOsnnu/vCOeZf0edUVb05yZHd/d0d2n8iycndvW03lnmtJL+Y5JeT/Fh3HzRHnw939213dV1zLHe3XlNVdd0kP5vkc939oTn77N/dX9vJtBuv5P1tXlV1naWmd/fFy/Rf8jHo7g/vTl27YpnP63T3Xy7T/0lJXt3d56+ghqtmeG+4aIf26yf5Wnd/e5n+z+rup+7u+sdl3K273z5eP7S7z52Z9qClvn+t0vvj6Unu0d2X7NB+zyTHd/dOB2Z2mP/HM/Odo7s/vpK6xmXOmwdemOSYnb0u51zXj3b3p8frV+nu78xMm+v9d3w/+eVc8bvXid39n7tb14I9/myoq6GqrpfkwUkeluSgJP88R7efTnJcko9U1eOT/HiSJyT5X0mW/KK3gxdV1QeSPLm7v7JLhS+v1nMZVbVPkntmuB/vleT/JVk2LCa5/w7X3zBzu5MsGxar6gXjvIvq7t+do47dfS4suOYS066d5O5Jfi3JQ3Yyz68lWexD9KUZflN07rC4wu1YWMZPZnjjeUiSczPf43Cncb6XjHVXkp9K8o7xg2eeN7wjk/xFkmePfyvD6+2fqupJ3X3yMot4Y4bnwuxzt5McmOT6GX5mZ25VdcsMv+H6sCRfTXL4HH0ek+SYJD803KxLkzynu18452oX+2dTZXh9HJRkybCY5FNV9Q9JHtvdX99h2guy+PPs8hVVnZnFX0+VIajdZpn1LyznTmO97+ruC6vqNhnul59JstyXgMUC9tWT/HqS6ybZ7bCY+d/XDlzBOhb8aa74HrfgbRlel8uGxQz34X/P8Dx8dlW9N0NwPKW7v7Vc56p6cZIXdPcnxpD13iTfT3Kd8TV14jKLWOnn1IeSvLmq7t/d3xxr+rkk/5DhfW8uVXW1JA/I8L502wzvuQ9M8q7dqGmXjJ9vD8nwWPxrd3+8qu6X5KlJrpbhfW65ZfxLhi+VH6+qGyb5cJLTk9ysql465z8E35nx9VtVb+vuu89Me32WeW2P/Y5K8vgktxibPpXk+cv9E2rGh3L5e+wNk1yQy19TneSmy/Q/PcknkiyEpB3fq++2XAGr8B611Of1PA5K8p6qOjfDa/Efu/vLu7iM5yf510w/W++R5C5JfnuZ/vfO8Pxbib/I5c+Zf8oVnz9PW6S2Wavx/viSDN8P7rEQmqvql5M8M8kRy3Ue389OzvB5ckaGx//Hq+pzGf5BtUsBbje/O52X5ENVdWx3v2pX1jfjVbn8vn9vrvg4vDDLf2b/WJK3Z/gpwY9kuB9ul+Sp4z8EPr2bdQ26e6+8ZHijeGSGF+o5GUYEt+/Gch6f5AdJtic5eDf6XynJ7yX59ySPWOVt/Nx6LCPDf0ZfnOT8DG82X0xy9d1c30d2s99RS13W47kwZ51nLDHtzN2ZtprbkeRHkvxxhi8P707yuCSf3YX+b07yc4u03zXJm+dcxseSbFukfVuSj+3Gfb4tyYuSnJXkcXP2uUmGUPOxDF+MvrxYTTvp+7QMP+dz05m2m2b4J8jTdqP+SvIrGUaWXp3kNnP0OTPDh+2/J7njDtOWfY0l+f0MHzQ3H++LK1zmrPvPx+fRiRn+2XFski+N75lX3cX74Jrj/Xpukuckuf6u3o87LG+u98bxdfSgnV3mXMZSr/mdTluiz35Jjhzv1y8meeUcfT4xc/33krx+vP7Dcz4fVvw5leSPMvwD8RoZRgQ/l+TwXej/ygyfMcdn+DK9T5Jzd7GGb2b4Qrnj5czlHoskL88Q8J+d4UvZ3yf5dJIH7sL6Zx+HpyZ5xczze67nwuzjteNjN+dj+cgMXyZ/Psm1khyQIZx9KMkjd+Nx3eXP7PH95d0Z/rH3iCTX2I1lTN6XdvU9aqWXDO/Nd83w+XJBhs+/R2YYLZyn/yfnea4sMc/HMvwj+jqLXdb6+ZRVeH8cl/OI8TV4w/F95tOZ//P2+RkC75Vm2q6UYeDmBXMuYzW+Ox2U4fP5bUl+aVfvh1V4Xb82yUMWaf/FDHujrOi5vjePLF6Y5AMZvoC8u7u7qn5h3s5VdUCGLy13yPDfnftm+M/p43sc0p9HD7sk/lVVvTXJe8fh7IX/2HV3779MHW/Izv+7dt05t2Wp/9AteSxIVW3P8KH/oiR/0N2XVtW5Pf73eDfs1n7R3X3Cbq4vWeFzYcE8u831Mv/trKobdPeXdmybs4TV2I5PZ/hCd//uPntc/+/vQv+bdfc7d2zs7tOqat7f/Llyd5+3yDLOW+rYpx1V1WEZvqDeIcOb/+929/fm6PeeDF+iTkryS9191vicntS0E49I8hM9swtRd59TVQ/J8OH+Z3PWv2+SX03yxCTvH2uZd1fe73X3H1XVW5L8n6p6RZI/G99v5nmNHZTkrzPsznJGkvck+bck7+1ldjGbcUSSn+rub1fVtTN8mbpNd581Z/+F3d2ekOThSU5IctveYXelJfru9vvajGsluV8WH4mca6+HJFetqn17PFxhpr4rZxiR2iXd/d2q+mSGIP7TGXbVXs7s7p/3yLjHR3d/sWr5QdaVfk6Ny3hmVX0rQyipJHdbeI+Z062TXJJhuz/d3d+vql39vDg3i4/yzuPwDM/fH4y7D345yc27+4u7sIzZ95+7J/nbJBk/Nxc9PGERvZPri91ezGOS/MIO72dvr+E43pOy/F4LS9UzX4fu5yV5Xg3Hqz4syduq6rNJntXdH51zGYvuxj6OAD80yXK7uT9/meUvuzdSD9/GT0tyWlX9TobR/+My/PP86sv1z9J7OPz/9s48WK7quMPfz0KAIrMYpABhLRaBjYjkAlQWxGBWA8EGBydCWcosBhIWszoum5g9EMzmBDBVOGEJQYKkMIhAWAKSkJDYhUAiLMZgLDABBYzBhkBAnT/6jN68eTNzz517pSfp9Vf16s3Mvd1zZ+bcc7rP6e6TU1NkO/rupwGXR/EKb+O8do/bPW+ljv4RM7tB0v/ikxi/AHa1/NDJvUn3ZZO+JZK+hzugOVS2nczsNUl34pO0X8EXkSD/e6h6X+9gZl9vc123SDo/Q74rQ9lZ/B7eoVwFTJF0c0n5J5LscckIuDeF7f1I0itmNjlXkaQj8VWM04ErUweUy8U9HmvmwBLv18oteBjQJOATSdPo0eGrgqTbux03s692OVy1LTRoFzY3EjiSvLC5i4A7JZ2KhyeBG4M/IO+3rONzHJJ0zJB0N248lAlnfq/Lsdy8vf9rl3sjaXPg4w4yzeeNxe+l7fHv7kgz+yTzvcFDozbBHYrR+IpkqTZtbXJNzOyDXINQ0nH4Ctz9wH6dDKOM65glaSc8jGW2PE8uR+60dB2r40byLni44I8lvWNmOQ7KB43vwcx+Jen5ko7iRfjM7NX4QNgaTltEu35N+G+bG7r1ipllh0l24Cf493a8pdxVSSPxcODsfGx5Lu4k3Lgeid+bB5nZsxni76SQydeAXfE+qTEhkeWwVhmnmiY1hd9TLwKXNhzVgv65cc44SdvhIaj3SXoTWEvShiUctg97vZeAjxoGaZoAeaGkowiwSJ6D/ioeVnY3LA2vzZ0I+115vp2aHkPfd1vE2l0m4wqd/joxs5eTzTACn2QbA2Q5i+laj8Mntm7Hw7mPB05LOm4sUNGcI3o2HvnQE/J8uUPx+/Mt8vuXNyVNMLNHW/TtTF+Ibjf+y8wKw58L2DLZT2p6THpeVHzqF1X7x6ZJPeEO9vq4/SFgiZmNK1DxUetEHICZfSzpw3YCbahkO0nanr7V5Qlm9noZ+cQmaQJDTY9JzwvzseluX5WqmdCOIV/gRtKW+OB7KLANHoJ3m5m9UCD3oplt3eHYUWb248z3n4vHO5/Sw8Cz3BLaC65BeEjLZHyFdR3cGLkzx8BrMSS+SEv+SY4hIWkxHqI0FV+F6efgmNkDGTq2wttBoy2cCdxa1BY66FoLN/aPBP4VL86SU0hif9wgG5teWgj8nZndVeK9W9t06c+RjNmDk5498VWdW83s3gK5N3EjdsAhPESicEVH0sG4k3c+fbkxO+Pfy3fM7LYC+U/wtnAnnpfVj5wZY/UVz5iMh2KuC3y5dVDvIHs/PkN+f8vre+FhqHtk6FiCz3Yupr+jmpWPI+nJViNCnqd0Hh4inht1sA4wEXcwJuLfwwIzOzxD9h3638u7peeNz9D1vk7fwYf4BEG77yDbsNXA/NtbzOyKDLnfAvtaS/ESecXrX5rZzzJ0rIZ/79+kb7VjMzyc8vslVrs3xkONpprZ40UyLfJj8HCtDYEfmtl16fUv45/v1Iz3/zm9j1O7p4cj8D5pCV7w6wPI65/b6NwJvz//GA8Z2yVD5jf4GN/A8BXCB62psEcH2fdxJxe8DW6VnucatY3CJefg4XZXNvpTSXsAO5pZ4aSgpK5OjZmdXSD/hJntWPZYy3nNxWFOAfoVg7Hi4jBb4uPTQXhffRNwR7tJti46puErzQ/hq7SfwUO0T8xdnWzSNaC/zJDZhr5c9iW47THVzF4qoWMCbh9cR5/zuhMeEnmomT1S93W30bF7t+Pd7k1JzwBHmdncCu+/ebuXSZN6ZnZAgfxz+G/QOqkt4F/M7LMlrqUn2yk5pecBF7RzXDPf+xvdjltB9Jw8yq/dfSfgJMssFNRR/1B1FiVtDWzQbATIiy/8ENjdzLoWwVBNVdXkSb05BQ4Kr0PSLWZWuiS8vPhGp3CtskbZcDwsdzJuhIzKkKlsSMhDT/ZJ7/v7uKMw1cyeyZC9ApjS3OGlmcLJwCQz26pIR5Nca9jc31tm2FxVJJ2E54HMt74KvT19jha96+EG2SQz61p4oGqH16RnHB5+uT3eDp8BLjazpzJkD6N7saNSIcvyMOBJ+ACyaVGnm2YZp+G/RbOzuyu+EpTTJtsNoEspWh2RdKy1KaYjaTfgsKLZYHnI8Pb4SvEjwMPAw2XactX7uqohlBykhjH3Fp5PcpqZdf1uW3RMxwfap1te3wk408wKQxrTKsGrwDv4xMOX8DCl54CzLCOsN32Xs8qs5rXIb2Jmr3Y49hUz+/d2x5rO+Qszu6GC/HA8POsIPMysYQxehxuEhQ5zF92fwh2EyzLObedorYcXZDvLzNpNdDVkKxm1KwotTm+/Q3ie9cgMHVUd1iV4ePs04F1a+usiZzPpWGBmO6THw3CnfzMz6xbd0klXaXsufYa78AnMnitvpvHlWPomiJ8BrsicXD6sMfFTB5JGA1hLddYu5/8Nnm6wEd6/Ti3rqLfoKz2pJ2kG/Qva9ZtYzJmc7aB3h8a1FNlOki7BJ1OrpG1Uouo9Wah/CDuLd+AdfKsRsDNuBHQNzezixQN5nV3ScyadDVuzgvLwzQZVHbNMZZFXrtzEzK5Mzx/BK04CnNHJwGjRUashIWkN3EC8CDjHzC4vOP9E3KhsdHhTcpySNnqaw+autJJhc6q4VYCki/FwwZ47LHkuzl/iRu0CvHR1TzNlqyLK2/Jha3wFZwz9nd2f4lsVFK5G1UmPA/DdwCh8ZXsuPnu/sIyzUvW+rjohl4y52XgYciP/9iUzy8njaehYaGZjOxxbaqwW6JgH7G1mbydn/Sa8cNR4fMuHAXkmbXRUHSeex1fGf97y+hHA6RnGUFX5y/DCNqc0jHl5GOHFwPtmdlI3+SJUcZuoNCF2X257q7BSXSVdoqGj6jhRaSKqDiSdRfcJvULDtrV/qNJf9Ogs1uoglHXUkkwd7Un4avsJeB/9KTya43IzOyfzOjanLyprTXyV9aaiFbkkW2lSL63OLrIU+pkmrA/BIyGyJuPqQv3TNiamv6y0jTp+y2XJUHYWKxkBkl7HY5Tb5nPlevHy/LRWlpaHN7NPF8g3rywukz2kCt5/Dh4usSg9n4+HhIwErrX+Zb076ajFkEhO4h/inc4WeB7DNWb2WqZ8a4c3Be/wsvKsVDFsrkNbWJrzWNQWmvRU6bBuxoswzAb2x3O2Tsx53yRfx+BVSccKIN9pIqrMalSl1f6aVtWEO7u7pL+xwNu4MVSY31P1vq46IScvUHBouvZG/u0/mln2JvDqnm7Q8VjLeU9ZClGUdCWw2MzOSs/nm9n4DB1Vx4kD8IJFBzT6M0nfxR2e/TutOtYo/1NgTOtkQ1oRes7MtukmX4SkRVY1zKpgsrWme6qOdIlaxokqVHVYa7qGT+jLxRIewfA++X1kcx/7O0m2oatQvklPlfFWeKjjcbiTJjx1IstRq6k9nYynDx1tKRRbHo55Fb5FTOGKfYu+zwPX4EVnCrepqjqpV9NkXC3RdaqWtlHpt1zW9+RQLnCzZpdjOQn/r+fOunTDzC5pPFZfntsReIO/pJNcE+MkvUvqLNNjKNnIK7C69d+U9kHzKlZvyfPecjiQFkPCzN6V9Fd4qFahsyjpetyYvQs423oIC0kzqhcCFzZ1eGeRuS+fmeVUL+sm364tHE5+W2gwAlgbzx1dB0+6zq0K9jnrC+35J7xCWBkm0qXDW046Blt+i1ZHEcDMHpe0RY4CM6u6B1jVqraNSn8L5bmHv05/BwITyCsGUfW+HoY7m720IczsVuBW9eXfngxsIOkqMvJvE4+pTQ66vNhL1ibqwDD1VUPdCzi66VjWGFx1nDCz/5Dn1dwlzwn+Jh4avZtlhBZXlXcVA2emrbeKpm31VxGWtCee/9aNyvcUHnHQSJf4U0qkSzSoOk7UZBhXKuZWh2Gb44gUyFftYxtUGW9Pwh2LCa2OmqSTMxy1yu0Jz4/cx5r2iDSv3v3nwL1ATnh3I/3oULyPewAvGpRD1aJ6w5pWDycBV5vZLfi+zLmVdSu1BQ1M25gLXJrZNzao+ltWLbDYHau498bK+ocbgke1ef1I4OYM+Z72A+ygaz08OfZl3Dn5zGB/PyWu/cUux36WqeOFXo61nLcEv1Hfw3MgGn/vAe9m6hiO5xLdiO9fdjMl9tAa7LaAh7/OwVdRzsZXBku1JWBet+cZ8sPwQeN6vAz2ecD2y1PHCiDf7Z7oeKzmdvS11H4X4eX596LEnnTAt/BBexG+79QNeF7NOJr2syrQUem+Ltv2Mq9pPeAYYHrm+RvgA/9M3BC/BPXW83UAAAdYSURBVDeEHgI2zNRxerovp6X21Ijo2RqYU/LaK40T+Ebf/4NHXZTa67KKPL5Z/IA9/PD9Q2/P1NHatzf38R9n6ljAwD0WX8UnxbYrkK10T7XRtwa+Nc5iMvd/rbMt1PVHD3ug4vnorX9n4AWgfjNYn6Xk565jvH0SGNXm9dGUtDF7bU94ekHpY+n4Pvik+hv4PsJ/Bozs8fscmeTvwFd5r8LrXhReP7BaevwcPoGVdf01toW7gcfxFIujgR1I/XyP+nruG5J8rfsSm9mQdhYrGQFkbniaoecivOjDd+hhY9rB/sMdq3ZO9zH4rEiOjsqGRMXPUFuHN5htoY4OCw+B6WeEUdLpbtJVqcOrQ8dgyFNxIqrmNtXrAHwpvrHwRhXeu9J9TY0TcjV8j3vgoU0n4PsDlpX/Au5sjGx6bQy+b2SOfNW+oeFovYfvufjbMvd1DfIb4zPuM/Gx9mJ8vH0U2Hg5/o6bt/xtVrav7/WeapJfA89t/zfgMeD7Zb6Dqm2hxu+yFoeVZWDYLqfPX8d427OjVmN76jgp1+1YOj4DOIqa7OGWtpU1qUdNk3E1XLPw6LajU5t4HF+ZPbuEjqq/5TKbRBqyOYsN5CWrl1ahMrPpy/n9aysPPxjIS4Hfhn+G5r0B18BX5d7oJNukY2N8v7HGhs2GhziNwDcPzso57BV5Na0peJGC5ZYM3eY6KreFqnlmdVA1d7QOHYMpL69udytuVDeXQ18db8+ltx6oA5WoalvT+1W6ryWtN5j344rEyj5ONEjhnkuLPlnL9jIrG2XvqZZ0iZush3SJFaEtqGIxt6Rj0CqH10UNed0d60zk1KCoqT015372O4RHD+Tu/zloSPoCXqDwXuvby3YMPpkyr6tw/deyCR5avAueirG+ma2bIVfpt6zjnuyqf6g7i0E9NBkB0KPTvaoZEoNJrx1WDe9bx+BVtdMcVPkmPYM6EbWiEPd1EDjJ0WsY5iuz01+1mNsyNWyXNxUchEqO2qrSnlZ2JH0L/+13xQsEzsGjFOfgBW6WZOio9Fsu60mkcBaDYBWhjg6rhmuoPHjV1GkOmnwQBEHQmRVhdbQqK8J4G6wYSLqUtHWKpS08VjXCWQyCVYSh0GEFQRAEwWAT420wlAhnMQiCIAiCIAiCIBhApX3hgiAIgiAIgiAIglWTcBaDIAiCIAiCIAiCAYSzGARBEKzySPpE0nxJT0maJ2mXwb6mIiRtK2lmuu5nJV2dXh8v6YAM+azzgiAIgqAT4SwGQRAEQ4EPzGy8mY0DvgtckCsoaVjLc0lapuOnpNWAfwAuS9f9WeDydHg8kOME5p4XBEEQBG0JZzEIgiAYaqwN/AqWOn4XSVooaYGkSen1L0maIWkKsEDSFml170fAPGBTSZOTzEJJFya5P0mVEpF0oqSX0uOtJD2YHu8o6QFJT0i6R9JG6fWZks6X9ABwIr7R9KuNizazBZJWB84BJqUVx0mSJkiaK+nJ9H/bDueNlHSNpMfSuQcth+86CIIgWIlZbbAvIAiCIAiWAyMkzQfWxJ2wPdPrf4SvwI0DRgGPSZqVjk0AxprZy5K2ALYFDjezYyX9HnAhsCPueN4r6WBgFvDtJP9F4C1JGwN/AMyWNBxfITzIzBYn5/RvgSOSzLpmtjuApLeB6ZLmAvcC15rZO5LOAHYys+PTeWsDu5nZx5L2Bs43s0PanHc+MN3MjpC0LvCopPvMrN3G4EEQBEEQzmIQBEEwJPjAzMYDSJoI/LOksbgTN9XMPgHeSKt6OwPvAo+a2ctNOl4xs4fT452BmWa2OOm8EXfYbpP0aUlrAZsCU4DdcMfxJ7jDORb4T0kAw4Dmfdpubjwws2sl3QPsBxwEHCNpXJvPtg5wvaRt8E3Oh3f4DvYFvirptPR8TWAz4NmO31oQBEEwpAlnMQiCIBhSmNlDkkYBowF1ObV1xa35eTe5h4DDgeeB2fiq4UTgVNw5e8bMJua8p5n9ErgGuEbSQtzRbOVcYIaZfS2tgM7soFvAIWb2fJdrD4IgCIKlRM5iEARBMKSQtB2+ovcWHjY6SdIwSaPxVcBHM9Q8AuwuaVQqgDMZeCAdmwWclv4/CewBfGhmv8YdyNFpdRNJwyVt3+E690thq0jaEFgfeA14D1ir6dR10usAhzW93nrePcAJSkuakj6f8TmDIAiCIUw4i0EQBMFQYEQq9DIfD/X8Rgo9vRV4GngKmA78tZn9d5EyM3sdr6o6I8nOM7Np6fBsPAR1VnqPRcCDSe4j4OvAhZKeAuYDnbbx2BdYmM67B/h2urYZwOcahWuAHwAXSJqDO8ENWs87Fw9RfTqtUp5b9DmDIAiCoY3MbLCvIQiCIAiCIAiCIFjBiJXFIAiCIAiCIAiCYADhLAZBEARBEARBEAQDCGcxCIIgCIIgCIIgGEA4i0EQBEEQBEEQBMEAwlkMgiAIgiAIgiAIBhDOYhAEQRAEQRAEQTCAcBaDIAiCIAiCIAiCAYSzGARBEARBEARBEAzg/wEzo7bnPozvSgAAAABJRU5ErkJggg==
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<h4 id="Insights">Insights<a class="anchor-link" href="#Insights">&#182;</a></h4><p>The data says the highest listing counts in CA, TX, NY, FL and IL, which tracks with the rankings of top US states by population and the least in WY, ME, ND. In other words, the Prosper listings are distributed similarly to the population of the US.</p>

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<h3 id="2.-The-number-of-listings-under-each-LoanStatus-available">2. The number of listings under each LoanStatus available<a class="anchor-link" href="#2.-The-number-of-listings-under-each-LoanStatus-available">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># count of each status type available</span>

<span class="n">status_count</span> <span class="o">=</span> <span class="n">loan_data</span><span class="o">.</span><span class="n">LoanStatus</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plots the bar graph for loan statuses</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">status_count</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Number of listings for each LoanStatus&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Listings&#39;</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">);</span>
</pre></div>

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<h4 id="Insights">Insights<a class="anchor-link" href="#Insights">&#182;</a></h4><p>The number of listings in each LoanStatus type are analyzed and the plot shows that Current status has got the highest number of listings followed by Completed and Chargedoff. Other statuses include dues for various intervals and cancelled whose frequency is too less</p>

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<h3 id="3.-Income-rate-distribution-of-listings">3. Income rate distribution of listings<a class="anchor-link" href="#3.-Income-rate-distribution-of-listings">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># count of listings under each income range</span>

<span class="n">income_range_count</span> <span class="o">=</span> <span class="n">loan_data</span><span class="o">.</span><span class="n">IncomeRange</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plots the bar graph for each income range specified</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">income_range_count</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Income rate distribution&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;IncomeRate&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Listings&#39;</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">);</span>
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<h4 id="Insights">Insights<a class="anchor-link" href="#Insights">&#182;</a></h4><p>The income rate distribution is analyzed to know the average income rate of listings. The plot says that most listings fall under 50000 dollars, followed by 50000-74999 dollars and so on. This also concludes that the more the income rate the less the listings count.</p>

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<h2 id="Bivariate-Analysis">Bivariate Analysis<a class="anchor-link" href="#Bivariate-Analysis">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">loan_data</span><span class="o">.</span><span class="n">AvailableBankcardCredit</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    106393.000000
mean      11210.225447
std       19818.361309
min           0.000000
25%         880.000000
50%        4100.000000
75%       13180.000000
max      646285.000000
Name: AvailableBankcardCredit, dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">loan_data</span><span class="o">.</span><span class="n">BorrowerRate</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    113937.000000
mean          0.192764
std           0.074818
min           0.000000
25%           0.134000
50%           0.184000
75%           0.250000
max           0.497500
Name: BorrowerRate, dtype: float64</pre>
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<h3 id="1.-AvailableBankcardCredit-vs.-BorrowerRate">1. AvailableBankcardCredit vs. BorrowerRate<a class="anchor-link" href="#1.-AvailableBankcardCredit-vs.-BorrowerRate">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># remove the null entries</span>
<span class="n">loan_data_sub</span> <span class="o">=</span> <span class="n">loan_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">loan_data</span><span class="o">.</span><span class="n">AvailableBankcardCredit</span><span class="o">.</span><span class="n">notnull</span><span class="p">()]</span>

<span class="c1"># plots the hist2d graph </span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist2d</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">loan_data_sub</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;AvailableBankcardCredit&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;BorrowerRate&#39;</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;viridis_r&#39;</span><span class="p">,</span> <span class="n">cmin</span> <span class="o">=</span> <span class="mf">0.5</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Available Bank Credit (in USD)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;BorrowerRate&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;AvailableBankcardCredit vs. BorrowerRate&#39;</span><span class="p">)</span>
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<pre>Text(0.5,1,&#39;AvailableBankcardCredit vs. BorrowerRate&#39;)</pre>
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<h4 id="Insights">Insights<a class="anchor-link" href="#Insights">&#182;</a></h4><p>In this case, a hist2d plot is used because most of the listings have same range of bank card credit, there needs to be an intense segregation to see the diffusion between them and  the plot says the more the amount in their bank card, the less the loans they take and less the borrower rate in most cases.</p>

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<h3 id="2.-Income-range-vs-ProsperPrincipalBorrowed">2. Income range vs ProsperPrincipalBorrowed<a class="anchor-link" href="#2.-Income-range-vs-ProsperPrincipalBorrowed">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">loan_data</span><span class="o">.</span><span class="n">IncomeRange</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>$25,000-49,999    32192
$50,000-74,999    31050
$100,000+         17337
$75,000-99,999    16916
Not displayed      7741
$1-24,999          7274
Not employed        806
$0                  621
Name: IncomeRange, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># orders the x axis </span>
<span class="n">order</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Not employed&#39;</span><span class="p">,</span> <span class="s1">&#39;$0&#39;</span><span class="p">,</span> <span class="s1">&#39;$1-24,999&#39;</span><span class="p">,</span> <span class="s1">&#39;$25,000-49,999&#39;</span><span class="p">,</span> <span class="s1">&#39;$50,000-74,999&#39;</span><span class="p">,</span> <span class="s1">&#39;$75,000-99,999&#39;</span><span class="p">,</span> <span class="s1">&#39;$100,000+&#39;</span><span class="p">]</span>

<span class="c1"># plots the boxplot</span>
<span class="n">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">loan_data</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;IncomeRange&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;ProsperPrincipalBorrowed&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">);</span>

<span class="c1"># scale the y axis with log to analyze more accurately</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Prosper Principal Borrowed (in USD)&#39;</span><span class="p">)</span>
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<pre>Text(0,0.5,&#39;Prosper Principal Borrowed (in USD)&#39;)</pre>
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<h4 id="Insights">Insights<a class="anchor-link" href="#Insights">&#182;</a></h4><p>In this scenario, a boxplot is used to depict the results. The insights from the boxplot are the medians are in increasing order i.e., the more the income range the more the principal amount borrowed from the Prosper except for the not employed or 0 dollar salaried.</p>

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<h3 id="3.-BorrowerRate-pattern-over-years">3. BorrowerRate pattern over years<a class="anchor-link" href="#3.-BorrowerRate-pattern-over-years">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get the year from the creation date and create a column for it</span>

<span class="n">loan_data</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">loan_data</span><span class="o">.</span><span class="n">ListingCreationDate</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;-&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">year_data</span> <span class="o">=</span> <span class="n">loan_data</span><span class="o">.</span><span class="n">year</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plots the pointplot for year vs BorrowerRate</span>

<span class="n">sb</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">loan_data</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;year&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;BorrowerRate&#39;</span><span class="p">);</span>
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<h4 id="Insights">Insights<a class="anchor-link" href="#Insights">&#182;</a></h4><p>Point plot is used to analyze this and it suites the analysis because this graph shows the nature of the variable from one xfactor to another. For this scenario, it shows that rate of interest increased from 2005-2006 and then fell off from 2006-2007 and then it constantly picked up for few years, reached its peak in 2011 which then started decreasing constantly.</p>

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<h2 id="Mutlivariate-Analysis">Mutlivariate Analysis<a class="anchor-link" href="#Mutlivariate-Analysis">&#182;</a></h2>
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<h3 id="Analyse-how-the-BorrowerRate-changed-over-years-for-Homeowners-vs-Non-Homeowners">Analyse how the BorrowerRate changed over years for Homeowners vs Non-Homeowners<a class="anchor-link" href="#Analyse-how-the-BorrowerRate-changed-over-years-for-Homeowners-vs-Non-Homeowners">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plots the boxplot to analyze homeowner&#39;s and non-homeowner&#39;s rate over years</span>

<span class="n">g</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">loan_data</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;year&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;BorrowerRate&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;IsBorrowerHomeowner&#39;</span><span class="p">);</span>
<span class="n">g</span><span class="o">.</span><span class="n">figure</span><span class="o">.</span><span class="n">set_figwidth</span><span class="p">(</span><span class="mi">15</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">figure</span><span class="o">.</span><span class="n">set_figheight</span><span class="p">(</span><span class="mi">6</span><span class="p">)</span>
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<h4 id="Insights">Insights<a class="anchor-link" href="#Insights">&#182;</a></h4><p>To exhibit the multivariate analysis, one particular scenario is taken i.e., analysing how the rate of interest changed over years for Homeowners vs Non-Homeowners and to depict this scenario, a boxplot is used because it can be easily analyzed with the advantage of having only two cases in the hue column. This boxplot shows that the borrower rate increased for some years in case of non homeowners, however it constantly decreased around 2010. As regards of homeowners, there wasn't much difference till 2009 but after 2009, the graph went up till 2011 and started falling off from then.</p>

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