House_pricing_explore.html

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

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

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

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

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

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

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<link rel="stylesheet" href="custom.css">

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        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
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<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="House-Pricing-Analysis">House Pricing Analysis<a class="anchor-link" href="#House-Pricing-Analysis">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
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<p>In this notebook I'm trying to do some Analysis on <a href='https://www.kaggle.com/c/house-prices-advanced-regression-techniques'> house prices</a> based on the features of each house and the relation between the price and the features</p>
<p>by answering the following questions:-</p>
<ul>
<li><a href="#features">What are the most features that affect the price ? </a></li>
<li><a href="#sale">What is the salling price dustribution ?</a></li>
<li><a href="#areadist">What is the area distribution in sq feet ? </a></li>
<li><a href = "#cars">How many cars can most of the houses hold ? </a></li>
<li><a href='#qual'>What is the most common over all qualtiy and what is its percentage ?</a></li>
<li><a href='#cond'>What is the most common over all condition and what is its percentage ? </a></li>
<li><a href="#top5ne">What are the top 5 common neighborhoods ? </a></li>
<li><a href ="#top5exp">What are the top 5 expensive neighborhoods ? </a></li>
<li><a href ="#saletype">What is the most common selling type ? </a></li>
<li><a href ="#salecond">What is the most common sale condition ? </a></li>
<li><a href="#yearprice"> What is the relation between the building year of a building and the selling price ? </a></li>
<li><a href ="#areapricezone">What is the destribution of the classification zones to the sale price and the area of the proerty ? </a></li>
<li><a href = "#areaprice"> What is the relation between the area and the price</a>
-<a href ='#areashape'>What is the relation between the neighborhoods and the shape of the house?</a></li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</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;train.csv&#39;</span><span class="p">)</span>
<span class="n">house_df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<style scoped>
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        vertical-align: top;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Id</th>
      <th>MSSubClass</th>
      <th>MSZoning</th>
      <th>LotFrontage</th>
      <th>LotArea</th>
      <th>Street</th>
      <th>Alley</th>
      <th>LotShape</th>
      <th>LandContour</th>
      <th>Utilities</th>
      <th>...</th>
      <th>PoolArea</th>
      <th>PoolQC</th>
      <th>Fence</th>
      <th>MiscFeature</th>
      <th>MiscVal</th>
      <th>MoSold</th>
      <th>YrSold</th>
      <th>SaleType</th>
      <th>SaleCondition</th>
      <th>SalePrice</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>60</td>
      <td>RL</td>
      <td>65.0</td>
      <td>8450</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>...</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>2</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>208500</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>20</td>
      <td>RL</td>
      <td>80.0</td>
      <td>9600</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>Reg</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>...</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>5</td>
      <td>2007</td>
      <td>WD</td>
      <td>Normal</td>
      <td>181500</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>60</td>
      <td>RL</td>
      <td>68.0</td>
      <td>11250</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>...</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>9</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>223500</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>70</td>
      <td>RL</td>
      <td>60.0</td>
      <td>9550</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>...</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>2</td>
      <td>2006</td>
      <td>WD</td>
      <td>Abnorml</td>
      <td>140000</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>60</td>
      <td>RL</td>
      <td>84.0</td>
      <td>14260</td>
      <td>Pave</td>
      <td>NaN</td>
      <td>IR1</td>
      <td>Lvl</td>
      <td>AllPub</td>
      <td>...</td>
      <td>0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>0</td>
      <td>12</td>
      <td>2008</td>
      <td>WD</td>
      <td>Normal</td>
      <td>250000</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 81 columns</p>
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<h1 id="Util-Functions">Util Functions<a class="anchor-link" href="#Util-Functions">&#182;</a></h1><p>some functions to help with the work</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">normalize_y_axis</span><span class="p">(</span><span class="n">data_series</span><span class="p">):</span>
    <span class="n">n_points</span> <span class="o">=</span> <span class="n">house_df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">max_count</span> <span class="o">=</span> <span class="n">data_series</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
    <span class="n">max_prop</span> <span class="o">=</span> <span class="n">max_count</span> <span class="o">/</span> <span class="n">n_points</span>

    <span class="c1"># generate tick mark locations and names</span>
    <span class="n">tick_props</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">max_prop</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">)</span>
    <span class="n">tick_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;</span><span class="si">{:0.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">tick_props</span><span class="p">]</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">tick_props</span> <span class="o">*</span> <span class="n">n_points</span><span class="p">,</span> <span class="n">tick_names</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;proportion&#39;</span><span class="p">)</span>
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<h1 id="Data-Cleaning">Data Cleaning<a class="anchor-link" href="#Data-Cleaning">&#182;</a></h1><p>First we will start by exploring the data and handling the null values</p>

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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 1460 entries, 0 to 1459
Data columns (total 81 columns):
 #   Column         Non-Null Count  Dtype  
---  ------         --------------  -----  
 0   Id             1460 non-null   int64  
 1   MSSubClass     1460 non-null   int64  
 2   MSZoning       1460 non-null   object 
 3   LotFrontage    1201 non-null   float64
 4   LotArea        1460 non-null   int64  
 5   Street         1460 non-null   object 
 6   Alley          91 non-null     object 
 7   LotShape       1460 non-null   object 
 8   LandContour    1460 non-null   object 
 9   Utilities      1460 non-null   object 
 10  LotConfig      1460 non-null   object 
 11  LandSlope      1460 non-null   object 
 12  Neighborhood   1460 non-null   object 
 13  Condition1     1460 non-null   object 
 14  Condition2     1460 non-null   object 
 15  BldgType       1460 non-null   object 
 16  HouseStyle     1460 non-null   object 
 17  OverallQual    1460 non-null   int64  
 18  OverallCond    1460 non-null   int64  
 19  YearBuilt      1460 non-null   int64  
 20  YearRemodAdd   1460 non-null   int64  
 21  RoofStyle      1460 non-null   object 
 22  RoofMatl       1460 non-null   object 
 23  Exterior1st    1460 non-null   object 
 24  Exterior2nd    1460 non-null   object 
 25  MasVnrType     1452 non-null   object 
 26  MasVnrArea     1452 non-null   float64
 27  ExterQual      1460 non-null   object 
 28  ExterCond      1460 non-null   object 
 29  Foundation     1460 non-null   object 
 30  BsmtQual       1423 non-null   object 
 31  BsmtCond       1423 non-null   object 
 32  BsmtExposure   1422 non-null   object 
 33  BsmtFinType1   1423 non-null   object 
 34  BsmtFinSF1     1460 non-null   int64  
 35  BsmtFinType2   1422 non-null   object 
 36  BsmtFinSF2     1460 non-null   int64  
 37  BsmtUnfSF      1460 non-null   int64  
 38  TotalBsmtSF    1460 non-null   int64  
 39  Heating        1460 non-null   object 
 40  HeatingQC      1460 non-null   object 
 41  CentralAir     1460 non-null   object 
 42  Electrical     1459 non-null   object 
 43  1stFlrSF       1460 non-null   int64  
 44  2ndFlrSF       1460 non-null   int64  
 45  LowQualFinSF   1460 non-null   int64  
 46  GrLivArea      1460 non-null   int64  
 47  BsmtFullBath   1460 non-null   int64  
 48  BsmtHalfBath   1460 non-null   int64  
 49  FullBath       1460 non-null   int64  
 50  HalfBath       1460 non-null   int64  
 51  BedroomAbvGr   1460 non-null   int64  
 52  KitchenAbvGr   1460 non-null   int64  
 53  KitchenQual    1460 non-null   object 
 54  TotRmsAbvGrd   1460 non-null   int64  
 55  Functional     1460 non-null   object 
 56  Fireplaces     1460 non-null   int64  
 57  FireplaceQu    770 non-null    object 
 58  GarageType     1379 non-null   object 
 59  GarageYrBlt    1379 non-null   float64
 60  GarageFinish   1379 non-null   object 
 61  GarageCars     1460 non-null   int64  
 62  GarageArea     1460 non-null   int64  
 63  GarageQual     1379 non-null   object 
 64  GarageCond     1379 non-null   object 
 65  PavedDrive     1460 non-null   object 
 66  WoodDeckSF     1460 non-null   int64  
 67  OpenPorchSF    1460 non-null   int64  
 68  EnclosedPorch  1460 non-null   int64  
 69  3SsnPorch      1460 non-null   int64  
 70  ScreenPorch    1460 non-null   int64  
 71  PoolArea       1460 non-null   int64  
 72  PoolQC         7 non-null      object 
 73  Fence          281 non-null    object 
 74  MiscFeature    54 non-null     object 
 75  MiscVal        1460 non-null   int64  
 76  MoSold         1460 non-null   int64  
 77  YrSold         1460 non-null   int64  
 78  SaleType       1460 non-null   object 
 79  SaleCondition  1460 non-null   object 
 80  SalePrice      1460 non-null   int64  
dtypes: float64(3), int64(35), object(43)
memory usage: 924.0+ KB
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<p>Get correlation between the numerical fields and the price</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cols_corr_to_price</span> <span class="o">=</span> <span class="n">house_df</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span><span class="o">.</span><span class="n">abs</span><span class="p">()[</span><span class="s1">&#39;SalePrice&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
<span class="n">cols_corr_to_price</span>
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<pre>BsmtFinSF2       0.011378
BsmtHalfBath     0.016844
MiscVal          0.021190
Id               0.021917
LowQualFinSF     0.025606
YrSold           0.028923
3SsnPorch        0.044584
MoSold           0.046432
OverallCond      0.077856
MSSubClass       0.084284
PoolArea         0.092404
ScreenPorch      0.111447
EnclosedPorch    0.128578
KitchenAbvGr     0.135907
BedroomAbvGr     0.168213
BsmtUnfSF        0.214479
BsmtFullBath     0.227122
LotArea          0.263843
HalfBath         0.284108
OpenPorchSF      0.315856
2ndFlrSF         0.319334
WoodDeckSF       0.324413
LotFrontage      0.351799
BsmtFinSF1       0.386420
Fireplaces       0.466929
MasVnrArea       0.477493
GarageYrBlt      0.486362
YearRemodAdd     0.507101
YearBuilt        0.522897
TotRmsAbvGrd     0.533723
FullBath         0.560664
1stFlrSF         0.605852
TotalBsmtSF      0.613581
GarageArea       0.623431
GarageCars       0.640409
GrLivArea        0.708624
OverallQual      0.790982
SalePrice        1.000000
Name: SalePrice, dtype: float64</pre>
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<p>drop all the numerical columns with correlation less than 25%, note that <code>OverallCond</code> and <code>MSSubClass</code> are categorical values</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">keys_to_drop</span> <span class="o">=</span> <span class="n">cols_corr_to_price</span><span class="p">[</span><span class="n">cols_corr_to_price</span> <span class="o">&lt;</span> <span class="o">.</span><span class="mi">25</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">cat_list</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;OverallCond&#39;</span><span class="p">,</span><span class="s1">&#39;MSSubClass&#39;</span><span class="p">]</span>
<span class="n">keys_to_drop</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">keys_to_drop</span><span class="p">)</span>  <span class="o">-</span> <span class="nb">set</span><span class="p">(</span><span class="n">cat_list</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">keys_to_drop</span><span class="p">),</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p><a id="features"></a>
What are the most features that affect the price ?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cols_corr_to_price</span> <span class="o">=</span> <span class="n">house_df</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span><span class="o">.</span><span class="n">abs</span><span class="p">()[</span><span class="s1">&#39;SalePrice&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
<span class="n">corr</span> <span class="o">=</span> <span class="n">cols_corr_to_price</span><span class="p">[</span><span class="o">-</span><span class="mi">6</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">corr</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">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Top 5 numerical variables correlated to price&#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;correlation to Sale Price&#39;</span><span class="p">)</span>
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<pre>Text(0, 0.5, &#39;correlation to Sale Price&#39;)</pre>
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
"
>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nulls_series</span> <span class="o">=</span> <span class="n">house_df</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="n">house_df</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">()]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">house_df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span><span class="o">.</span><span class="n">to_string</span><span class="p">())</span>
</pre></div>

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<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>MSSubClass          0
Foundation          0
SaleCondition       0
BsmtFinSF1          0
TotalBsmtSF         0
Heating             0
HeatingQC           0
CentralAir          0
1stFlrSF            0
2ndFlrSF            0
GrLivArea           0
ExterCond           0
FullBath            0
KitchenQual         0
TotRmsAbvGrd        0
Functional          0
Fireplaces          0
GarageCars          0
GarageArea          0
PavedDrive          0
WoodDeckSF          0
OpenPorchSF         0
SaleType            0
HalfBath            0
ExterQual           0
SalePrice           0
LandSlope           0
LandContour         0
Neighborhood        0
Condition1          0
Condition2          0
BldgType            0
HouseStyle          0
OverallQual         0
OverallCond         0
LotConfig           0
YearBuilt           0
LotShape            0
RoofStyle           0
RoofMatl            0
Street              0
LotArea             0
MSZoning            0
Exterior1st         0
Exterior2nd         0
YearRemodAdd        0
Utilities           0
Electrical          1
MasVnrType          8
MasVnrArea          8
BsmtFinType1       37
BsmtQual           37
BsmtCond           37
BsmtExposure       38
BsmtFinType2       38
GarageQual         81
GarageCond         81
GarageFinish       81
GarageYrBlt        81
GarageType         81
LotFrontage       259
FireplaceQu       690
Fence            1179
Alley            1369
MiscFeature      1406
PoolQC           1453
</pre>
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<div class="text_cell_render border-box-sizing rendered_html">
<p>drop the most nullable columns <code>PoolQC</code>,<code>MiscFeature</code>,<code>Alley</code> and <code>Fence</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;PoolQC&#39;</span><span class="p">,</span><span class="s1">&#39;MiscFeature&#39;</span><span class="p">,</span><span class="s1">&#39;Alley&#39;</span><span class="p">,</span><span class="s1">&#39;Fence&#39;</span><span class="p">],</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p>drop the nullable row <code>Electrical</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">house_df</span><span class="p">[</span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;Electrical&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()]</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">house_df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span><span class="o">.</span><span class="n">to_string</span><span class="p">())</span>
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<pre>MSSubClass         0
SaleCondition      0
BsmtFinSF1         0
TotalBsmtSF        0
Heating            0
HeatingQC          0
CentralAir         0
Electrical         0
1stFlrSF           0
2ndFlrSF           0
GrLivArea          0
Foundation         0
FullBath           0
KitchenQual        0
TotRmsAbvGrd       0
Functional         0
Fireplaces         0
GarageCars         0
GarageArea         0
PavedDrive         0
WoodDeckSF         0
OpenPorchSF        0
SaleType           0
HalfBath           0
ExterCond          0
SalePrice          0
Condition1         0
LandSlope          0
Neighborhood       0
ExterQual          0
Condition2         0
BldgType           0
HouseStyle         0
OverallQual        0
OverallCond        0
YearBuilt          0
YearRemodAdd       0
RoofStyle          0
RoofMatl           0
LandContour        0
Exterior1st        0
LotShape           0
Exterior2nd        0
Street             0
LotArea            0
MSZoning           0
LotConfig          0
Utilities          0
MasVnrArea         8
MasVnrType         8
BsmtFinType1      37
BsmtCond          37
BsmtQual          37
BsmtFinType2      38
BsmtExposure      38
GarageType        81
GarageYrBlt       81
GarageFinish      81
GarageQual        81
GarageCond        81
LotFrontage      259
FireplaceQu      689
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<p>now let's do some investigation on Fireplaces we know that we have a column <code>Fireplaces</code> that represents the number of fireplaces in the house, we will try to find the number of houses with zero fireplace and compare that number with <code>FireplaceQu</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">house_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;Fireplaces&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">get_group</span><span class="p">(</span><span class="mi">0</span><span class="p">)))</span>
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<pre>689
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<p>we find that the number of <code>0 Fireplaces</code> is the same as the number of <code>Nan</code> values in <code>FirePlaceQu</code> which means there are no null values in <code>FireplaceQu</code> now we will replace the <code>Nan</code> value to <code>NA</code> in <code>FireplaceQu</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</span><span class="o">.</span><span class="n">FireplaceQu</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s1">&#39;NA&#39;</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">house_df</span><span class="o">.</span><span class="n">FireplaceQu</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>0</pre>
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<p>Now if we check the <code>Garage</code> attributes we will find that some of them have the same number of nulls <code>81</code> so we will asume that those units have no Garage and we can sure make sure by checking the number of <code>GarageArea == 0</code>, so lets replace the <code>nan</code> value with <code>NA</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">house_df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;GarageArea == 0&#39;</span><span class="p">))</span>
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<pre>81</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#so from above as we can see that the units with 0 of GarageArea = 81 so let&#39;s replace the null values with NA</span>
<span class="n">house_df</span><span class="o">.</span><span class="n">fillna</span><span class="p">({</span><span class="s1">&#39;GarageCond&#39;</span><span class="p">:</span><span class="s1">&#39;NA&#39;</span><span class="p">,</span><span class="s1">&#39;GarageQual&#39;</span><span class="p">:</span><span class="s1">&#39;NA&#39;</span><span class="p">,</span><span class="s1">&#39;GarageFinish&#39;</span><span class="p">:</span><span class="s1">&#39;NA&#39;</span><span class="p">,</span><span class="s1">&#39;GarageType&#39;</span><span class="p">:</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;GarageYrBlt&#39;</span><span class="p">:</span><span class="mi">0</span><span class="p">},</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">house_df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span><span class="o">.</span><span class="n">to_string</span><span class="p">())</span>
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<pre>MSSubClass         0
TotalBsmtSF        0
Heating            0
HeatingQC          0
CentralAir         0
Electrical         0
1stFlrSF           0
2ndFlrSF           0
GrLivArea          0
FullBath           0
HalfBath           0
KitchenQual        0
TotRmsAbvGrd       0
BsmtFinSF1         0
Functional         0
FireplaceQu        0
GarageType         0
GarageYrBlt        0
GarageFinish       0
GarageCars         0
GarageArea         0
GarageQual         0
GarageCond         0
PavedDrive         0
WoodDeckSF         0
OpenPorchSF        0
SaleType           0
Fireplaces         0
SaleCondition      0
SalePrice          0
OverallQual        0
Utilities          0
LotConfig          0
LandSlope          0
Neighborhood       0
Condition1         0
Condition2         0
BldgType           0
HouseStyle         0
Street             0
OverallCond        0
YearBuilt          0
YearRemodAdd       0
RoofStyle          0
RoofMatl           0
Exterior1st        0
Exterior2nd        0
ExterQual          0
ExterCond          0
LotArea            0
Foundation         0
MSZoning           0
LandContour        0
LotShape           0
MasVnrType         8
MasVnrArea         8
BsmtQual          37
BsmtFinType1      37
BsmtCond          37
BsmtFinType2      38
BsmtExposure      38
LotFrontage      259
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<p>replace the nan values in <code>MasVnrType</code> with <code>NA</code> and <code>MasVnrArea</code> with <code>0</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</span><span class="o">.</span><span class="n">fillna</span><span class="p">({</span><span class="s1">&#39;MasVnrType&#39;</span><span class="p">:</span><span class="s1">&#39;NA&#39;</span><span class="p">,</span><span class="s1">&#39;MasVnrArea&#39;</span><span class="p">:</span><span class="mi">0</span><span class="p">},</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p>Now let's replace the <code>Null</code> basements with <code>NA</code> values also</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</span><span class="o">.</span><span class="n">fillna</span><span class="p">({</span><span class="s1">&#39;BsmtExposure&#39;</span><span class="p">:</span><span class="s1">&#39;NA&#39;</span><span class="p">,</span><span class="s1">&#39;BsmtFinType2&#39;</span><span class="p">:</span><span class="s1">&#39;NA&#39;</span><span class="p">,</span><span class="s1">&#39;BsmtFinType1&#39;</span><span class="p">:</span><span class="s1">&#39;NA&#39;</span><span class="p">,</span><span class="s1">&#39;BsmtQual&#39;</span><span class="p">:</span><span class="s1">&#39;NA&#39;</span><span class="p">,</span><span class="s1">&#39;BsmtCond&#39;</span><span class="p">:</span><span class="s1">&#39;NA&#39;</span><span class="p">},</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p>Finally we will drop the rows of the <code>null</code> <code>LotFrontage</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">house_df</span><span class="p">[</span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;LotFrontage&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()]</span><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<h1 id="Data-Exploration-Phase">Data Exploration Phase<a class="anchor-link" href="#Data-Exploration-Phase">&#182;</a></h1><p>now we will start be exploring different variables and explore them using visualizations</p>

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<p><a id='sale'></a></p>
<h3 id="What-is-the-salling-price-distrebution-?">What is the salling price distrebution ?<a class="anchor-link" href="#What-is-the-salling-price-distrebution-?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;SalePrice&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</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;Property Sale Price&#39;</span><span class="p">)</span>
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<pre>Text(0.5, 1.0, &#39;Property Sale Price&#39;)</pre>
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<h3 id="What-is-the-area-distribution-in-sq-feet-?">What is the area distribution in sq feet ?<a class="anchor-link" href="#What-is-the-area-distribution-in-sq-feet-?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x_bins</span> <span class="o">=</span><span class="mi">10</span> <span class="o">**</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">house_df</span><span class="o">.</span><span class="n">LotArea</span><span class="o">.</span><span class="n">min</span><span class="p">()),</span><span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">house_df</span><span class="o">.</span><span class="n">LotArea</span><span class="o">.</span><span class="n">max</span><span class="p">())</span><span class="o">+.</span><span class="mi">1</span><span class="p">,</span><span class="o">.</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;LotArea&#39;</span><span class="p">,</span><span class="n">bins</span><span class="o">=</span><span class="n">x_bins</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xscale</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">title</span><span class="p">(</span><span class="s1">&#39;Property Area&#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;Area&#39;</span><span class="p">)</span>
<span class="n">tick_locs</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1300</span><span class="p">,</span> <span class="mi">4000</span><span class="p">,</span><span class="mi">7000</span><span class="p">,</span> <span class="mi">10000</span><span class="p">,</span> <span class="mi">13000</span><span class="p">,</span><span class="mi">20000</span><span class="p">,</span> <span class="mi">215245</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">tick_locs</span><span class="p">,</span> <span class="n">tick_locs</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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<p><a id='cars'></a></p>
<h3 id="How-many-cars-can-most-of-the-houses-hold-?">How many cars can most of the houses hold ?<a class="anchor-link" href="#How-many-cars-can-most-of-the-houses-hold-?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;GarageCars&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</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;Size of Garage in Car Capacity&#39;</span><span class="p">);</span>
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<p><a id='qual'></a></p>
<h3 id="What-is-the-most-common-over-all-qualtiy-and-what-is-its-percentage-?">What is the most common over all qualtiy and what is its percentage ?<a class="anchor-link" href="#What-is-the-most-common-over-all-qualtiy-and-what-is-its-percentage-?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">color_p</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;OverallQual&#39;</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="n">color_p</span><span class="p">,</span><span class="n">order</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;OverallQual&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Over All Quality&#39;</span><span class="p">)</span>
<span class="n">normalize_y_axis</span><span class="p">(</span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;OverallQual&#39;</span><span class="p">])</span>
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<p><a id ='cond'></a></p>
<h3 id="What-is-the-most-common-overall-condition-and-what-is-its-percentage-?">What is the most common overall condition and what is its percentage ?<a class="anchor-link" href="#What-is-the-most-common-overall-condition-and-what-is-its-percentage-?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">color_p</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;OverallCond&#39;</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="n">color_p</span><span class="p">,</span><span class="n">order</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;OverallCond&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Over All Condition&#39;</span><span class="p">)</span>
<span class="n">normalize_y_axis</span><span class="p">(</span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;OverallCond&#39;</span><span class="p">])</span>
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<p><a id='saletype'></a></p>
<h3 id="What-is-the-most-common-selling-type-?">What is the most common selling type ?<a class="anchor-link" href="#What-is-the-most-common-selling-type-?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[25]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>

<span class="n">color_p</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;SaleType&#39;</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="n">color_p</span><span class="p">,</span><span class="n">order</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;SaleType&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Sale Type&#39;</span><span class="p">)</span>

<span class="c1"># get proportion taken by most common group for derivation</span>
<span class="c1"># of tick marks</span>
<span class="n">normalize_y_axis</span><span class="p">(</span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;SaleType&#39;</span><span class="p">])</span>
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<h3 id="What-is-the-most-common-sale-condition-?">What is the most common sale condition ?<a class="anchor-link" href="#What-is-the-most-common-sale-condition-?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[26]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">color_p</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;SaleCondition&#39;</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="n">color_p</span><span class="p">,</span><span class="n">order</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;SaleCondition&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Sale Condition&#39;</span><span class="p">)</span>
<span class="n">normalize_y_axis</span><span class="p">(</span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;SaleCondition&#39;</span><span class="p">])</span>
</pre></div>

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<p><a id='top5ne'></a></p>
<h3 id="What-are-the-top-5-common-neighborhoods-?">What are the top 5 common neighborhoods ?<a class="anchor-link" href="#What-are-the-top-5-common-neighborhoods-?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[27]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>

<span class="c1">#draw_bar_plot(&#39;Neighborhood&#39;,&#39;Neighborhood&#39;)</span>
<span class="n">color_p</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;Neighborhood&#39;</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="n">color_p</span><span class="p">,</span> <span class="n">order</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;Neighborhood&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">[:</span><span class="mi">5</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;Neighborhood&#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">normalize_y_axis</span><span class="p">(</span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;SaleCondition&#39;</span><span class="p">])</span>
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<p><a id='top5exp'></a></p>
<h3 id="What-are-the-top-5-expensive-neighborhoods-?">What are the top 5 expensive neighborhoods ?<a class="anchor-link" href="#What-are-the-top-5-expensive-neighborhoods-?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[28]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">color_p</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>

<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">house_df</span><span class="p">,</span><span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;Neighborhood&#39;</span><span class="p">,</span><span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;SalePrice&#39;</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="n">color_p</span><span class="p">,</span><span class="n">order</span> <span class="o">=</span> <span class="n">house_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;Neighborhood&#39;</span><span class="p">)[</span><span class="s1">&#39;SalePrice&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">median</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">index</span><span class="p">[:</span><span class="mi">5</span><span class="p">]);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Top 5 Neighborhoods with relevance to price&#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;Price&#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;Neighborhood&#39;</span><span class="p">)</span>
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<pre>Text(0.5, 0, &#39;Neighborhood&#39;)</pre>
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<h3 id="What-is-the-relation-between-the-area-and-the-price">What is the relation between the area and the price<a class="anchor-link" href="#What-is-the-relation-between-the-area-and-the-price">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[30]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">house_df</span><span class="p">,</span><span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;LotArea&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span><span class="s1">&#39;SalePrice&#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;Area&#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;Price&#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;Area vs Price&#39;</span><span class="p">);</span>
</pre></div>

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

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<p>we can see that we have a very large area, we will check it out to see if it's an outlier</p>

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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">largest_house</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">[</span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;LotArea&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">house_df</span><span class="p">[</span><span class="s1">&#39;LotArea&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">largest_house</span><span class="o">.</span><span class="n">FullBath</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">largest_house</span><span class="o">.</span><span class="n">GarageCars</span><span class="p">)</span>
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<pre>313    2
Name: FullBath, dtype: int64
313    2
Name: GarageCars, dtype: int64
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<p>As we can see that the house with the largest area is probably an outlier, as house of this size will have more than 2 bathrooms and Garage of 2 cars capecity, so we will remove this house from our dataset</p>

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<div class="prompt input_prompt">In&nbsp;[32]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">house_df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">largest_house</span><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[33]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">house_df</span><span class="p">,</span><span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;LotArea&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span><span class="s1">&#39;SalePrice&#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;Area&#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;Price&#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;Area vs Price&#39;</span><span class="p">);</span>
</pre></div>

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<h3 id="What-is-the-destribution-of-the-classification-zones-to-the-sale-price-and-the-area-of-the-proerty-?">What is the destribution of the classification zones to the sale price and the area of the proerty ?<a class="anchor-link" href="#What-is-the-destribution-of-the-classification-zones-to-the-sale-price-and-the-area-of-the-proerty-?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[37]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">g</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">house_df</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;MSZoning&#39;</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">5</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">,</span> <span class="s1">&#39;LotArea&#39;</span><span class="p">,</span> <span class="s1">&#39;SalePrice&#39;</span><span class="p">,</span><span class="n">alpha</span><span class="o">=.</span><span class="mi">5</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;Area&#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;The Area, price with zones classification distribution&#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;Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Residential Low Density&#39;</span><span class="p">,</span><span class="s1">&#39;Residential Medium Density&#39;</span><span class="p">,</span><span class="s1">&#39;Commercial&#39;</span><span class="p">,</span><span class="s1">&#39;Floating Village Residential&#39;</span><span class="p">,</span><span class="s1">&#39;Residential High Density&#39;</span><span class="p">],</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;center left&#39;</span><span class="p">,</span><span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">))</span>
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<pre>C:\Users\a3ade\anaconda3\lib\site-packages\seaborn\axisgrid.py:243: UserWarning: The `size` parameter has been renamed to `height`; please update your code.
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<pre>&lt;matplotlib.legend.Legend at 0x20df5c8d970&gt;</pre>
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<p><a id='yearprice'></a></p>
<h3 id="What-is-the-relation-between-the-building-year-of-a-building-and-the-selling-price-?">What is the relation between the building year of a building and the selling price ?<a class="anchor-link" href="#What-is-the-relation-between-the-building-year-of-a-building-and-the-selling-price-?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[35]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">relplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;YearBuilt&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;SalePrice&quot;</span><span class="p">,</span> <span class="n">ci</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;line&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">house_df</span><span class="p">);</span>
<span class="n">x_ticks</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1870</span><span class="p">,</span><span class="mi">2030</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">tolist</span><span class="p">();</span>
<span class="n">g</span><span class="o">.</span><span class="n">fig</span><span class="o">.</span><span class="n">autofmt_xdate</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">x_ticks</span><span class="p">,</span><span class="n">x_ticks</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;Time line of the price accourding to the years&#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;Price&#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;Year Built&#39;</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[35]:</div>


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<pre>Text(0.5, 6.79999999999999, &#39;Year Built&#39;)</pre>
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<pre>&lt;Figure size 720x576 with 0 Axes&gt;</pre>
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<img 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<h3 id="What-is-the-relation-between-the-neighborhoods-and-the-shape-of-the-house?">What is the relation between the neighborhoods and the shape of the house?<a class="anchor-link" href="#What-is-the-relation-between-the-neighborhoods-and-the-shape-of-the-house?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[36]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>

<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span> <span class="n">house_df</span><span class="p">,</span><span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;Neighborhood&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;LotShape&#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">legend</span><span class="p">(</span><span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Regular&#39;</span><span class="p">,</span><span class="s1">&#39;Slightly irregular&#39;</span><span class="p">,</span><span class="s1">&#39;Moderately Irregular&#39;</span><span class="p">,</span> <span class="s1">&#39;Irregular&#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;The relationship between the shape of the proerty and the neighborhoods&#39;</span><span class="p">)</span>
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<pre>Text(0.5, 1.0, &#39;The relationship between the shape of the proerty and the neighborhoods&#39;)</pre>
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