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<title>Python Species Distribution Modeling</title>

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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;
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<h1 id="A-brief-introduction-to-Species-Distribution-Models-in-Python">A brief introduction to Species Distribution Models in Python<a class="anchor-link" href="#A-brief-introduction-to-Species-Distribution-Models-in-Python">&#182;</a></h1><p><em>Predicting spatial distributions for ecological species leveraging Python's ever-strengthening machine learning stack.</em></p>
<hr>
<p><strong>Author : <a href="mailto:dryanfurman@gmail.com">Daniel Furman</a></strong> | November 2020</p>
<hr>
<p><strong><em>Species Distributions Models (SDMs)</em></strong> are an important and widely used tool for ecologists, agriculture scientists, conservation biologists, and many other geospatial science enthusiasts. While dozens of tutorials leverage the traditional R stack for SDMs, with packages such as Raster, implementations of SDMs in Python are, <strong><em>surprisingly</em></strong>, rather limited. To bridge this gap, we explore a SDM workflow powered by Python's machine learning capabilities. The methods employed barely scratch the surface of available techniques, and hopefully this introduction can serve as a springboard to further exploration.</p>
<p>If you are completely new to SDMs, it may be prudent to start <a target="_blank" rel="noopener noreferrer" href="https://www.google.com/search?q=species+distribution+modeling&oq=species+distribution+modeling&aqs=chrome..69i57j35i39j0l3j69i61l2j69i60.6284j0j1&sourceid=chrome&ie=UTF-8">here</a>. SDMs associate presence locations of a species to climate variables, giving you the power to predict species suitability across an entire landscape. First, environmental variables are sampled from presence coordinates. Second, a statistical model (here, SK-Learn classifiers) defines a species-environment relationship. Third, the species–environment relationship is mapped across the study space, denoting a potential distribution of the species (referred to as interpolation).  Projecting to future/past climates or to novel geographic areas is referred to as extrapolation. A typical workflow is as follows:</p>
<p><code>conceptualization</code> -&gt; <code>data pre-processing</code> -&gt; <code>model training/assessment</code> -&gt; 
<code>interpolate/extrapolate</code> -&gt; <code>iterate</code></p>
<h2 id="Tutorial-Objectives">Tutorial Objectives<a class="anchor-link" href="#Tutorial-Objectives">&#182;</a></h2><hr>
<ol>
<li>Create a SDM workspace with a Python codebase.</li>
<li>Run a suite of SDMs with your ML classifiers of choice.  </li>
<li>Visualize model predictions with climate features (1970-2000). </li>
</ol>

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<h2 id="Section-1-|-Set-up">Section 1 | Set up<a class="anchor-link" href="#Section-1-|-Set-up">&#182;</a></h2><hr>
<h3 id="1.1-|-Workspace">1.1 | Workspace<a class="anchor-link" href="#1.1-|-Workspace">&#182;</a></h3><p>The first step is to create <code>inputs</code>/<code>outputs</code> folders in our working file directory. It is best practices to keep the data and results separated, as <code>outputs</code> folder should be completely reproducible.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span> 
<span class="n">os</span><span class="o">.</span><span class="n">mkdir</span><span class="p">(</span><span class="s2">&quot;inputs&quot;</span><span class="p">)</span>
<span class="n">os</span><span class="o">.</span><span class="n">mkdir</span><span class="p">(</span><span class="s2">&quot;outputs&quot;</span><span class="p">)</span>
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<p>We now install the additional dependencies we will need for our SDMs, with four primary libraries:</p>
<ul>
<li><strong><em>scikit-learn</em></strong>: De-facto Python machine learning</li>
<li><strong><em>pyimpute</em></strong>: spatial classification</li>
<li><strong><em>rasterio</em></strong>: reads and writes geospatial rasters</li>
<li><strong><em>geopandas</em></strong>: spatial operations in Python made easy</li>
</ul>
<p>These can be installed at the terminal using <code>pip install LIBRARY</code>, but you may find it cleaner to create a conda virtual environment from <code>requirements-py.txt</code> (see <a target="_blank" rel="noopener noreferrer" href="https://github.com/daniel-furman/py-sdms-tutorial">Git repo</a>).</p>

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<h3 id="1.2-|-Data-Processing">1.2 | Data Processing<a class="anchor-link" href="#1.2-|-Data-Processing">&#182;</a></h3><p>We first need to download a geodatabase (here we use a <code>.shp</code> file) denoting presence/absence coordinates, which can be directly loaded into Python as a GeoPandas <code>GeoDataFrame</code> (a tabular data structure for geometric data types). Here, the <code>CLASS</code> column is a binary indication of the presence/absence of the species. For this tutorial, we are using Joshua trees (<em>Yucca brevifolia</em>) as the example species:</p>
<p><img src="jtree.jpg" width = 500/></p>
<p>To follow along chunk by chunk, clone the <a target="_blank" rel="noopener noreferrer" href="https://github.com/daniel-furman/py-sdms-tutorial">Git repo</a> and open <code>Intro-to-SDMs-Py.ipynb</code> in your working directory of choice.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">geopandas</span> <span class="k">as</span> <span class="nn">gpd</span>
<span class="kn">import</span> <span class="nn">shutil</span>
<span class="kn">import</span> <span class="nn">glob</span>
<span class="c1"># grab jtree data after cloning Git repo</span>
<span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="s1">&#39;data/jtree*&#39;</span><span class="p">)):</span>
    <span class="n">shutil</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">f</span><span class="p">,</span><span class="s1">&#39;inputs/&#39;</span><span class="p">)</span>
<span class="c1"># or grab your data of choice and move to &#39;inputs/&#39;</span>
<span class="n">pa</span> <span class="o">=</span> <span class="n">gpd</span><span class="o">.</span><span class="n">GeoDataFrame</span><span class="o">.</span><span class="n">from_file</span><span class="p">(</span><span class="s2">&quot;inputs/jtree.shp&quot;</span><span class="p">)</span>
<span class="n">pa</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="c1"># GeoDataFrame for the species</span>
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      <th>CLASS</th>
      <th>geometry</th>
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      <th>244</th>
      <td>0.0</td>
      <td>POINT (-111.81250 34.52083)</td>
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      <th>5211</th>
      <td>1.0</td>
      <td>POINT (-116.14671 34.02692)</td>
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      <th>3552</th>
      <td>1.0</td>
      <td>POINT (-113.18179 34.36595)</td>
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      <th>3230</th>
      <td>1.0</td>
      <td>POINT (-115.71752 36.44939)</td>
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      <th>3387</th>
      <td>0.0</td>
      <td>POINT (-113.89583 35.85417)</td>
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<p>We now check that there are no duplicate or <code>NaN</code> coordinates, as well as inspect the shapefile's attributes.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;number of duplicates: &quot;</span><span class="p">,</span> <span class="n">pa</span><span class="o">.</span><span class="n">duplicated</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="s1">&#39;geometry&#39;</span><span class="p">,</span> <span class="n">keep</span><span class="o">=</span><span class="s1">&#39;first&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;number of NA&#39;s: &quot;</span><span class="p">,</span> <span class="n">pa</span><span class="p">[</span><span class="s1">&#39;geometry&#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">sum</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Coordinate reference system is: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">pa</span><span class="o">.</span><span class="n">crs</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> observations with </span><span class="si">{}</span><span class="s2"> columns&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">*</span><span class="n">pa</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
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<pre>number of duplicates:  0
number of NA&#39;s:  0
Coordinate reference system is: epsg:4326
7200 observations with 2 columns
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<p>We can map the species presences (<code>pa==1</code>).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pa</span><span class="p">[</span><span class="n">pa</span><span class="o">.</span><span class="n">CLASS</span> <span class="o">==</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">marker</span><span class="o">=</span><span class="s1">&#39;*&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;green&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">8</span><span class="p">)</span>
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<pre>&lt;AxesSubplot:&gt;</pre>
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>
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<p>And we can map the background points (<code>pa == 0</code>).</p>

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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pa</span><span class="p">[</span><span class="n">pa</span><span class="o">.</span><span class="n">CLASS</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">marker</span><span class="o">=</span><span class="s1">&#39;+&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
</pre></div>

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    <div class="prompt output_prompt">Out[5]:</div>


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<pre>&lt;AxesSubplot:&gt;</pre>
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    <div class="prompt"></div>


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<img 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<p>However, if you don't have a geospatial database with presences/absence coordinates, there are some easy steps to create one for <strong><em>virtually any species</em></strong> of interest! You can start by searching the open-data Global Biodiversity Information Facility (<a target="_blank" rel="noopener noreferrer" href="https://www.gbif.org">GBIF</a>), downloading a species database to <code>.csv</code>, and migrating to R to pipe the database to <code>.shp</code> (e.g. see <code>data-pre-processing.R</code> in the <a target="_blank" rel="noopener noreferrer" href="https://github.com/daniel-furman/py-sdms-tutorial">Git repo</a>  or the additional information section below).</p>

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<h3 id="Section-2-|-Mapping-species-suitability">Section 2 | Mapping species suitability<a class="anchor-link" href="#Section-2-|-Mapping-species-suitability">&#182;</a></h3><hr>
<p>In this section we will train our machine learning classifiers and make spatial predictions of the species distribution over current conditions (1970-2000).</p>
<p>First, we load 19 bioclimatic features (here we use 2.5 arc-minute resolution) from the publicly available <a href="https://www.worldclim.org">WorldClim database</a> (v. 2.1, Fick &amp; Hijmans, 2017).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># grab climate features - cropped to joshua tree study area</span>
<span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="s1">&#39;data/bioclim/bclim*.asc&#39;</span><span class="p">)):</span>
    <span class="n">shutil</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">f</span><span class="p">,</span><span class="s1">&#39;inputs/&#39;</span><span class="p">)</span>
<span class="n">raster_features</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span>
    <span class="s1">&#39;inputs/bclim*.asc&#39;</span><span class="p">))</span>
<span class="c1"># check number of features </span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">There are&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">raster_features</span><span class="p">),</span> <span class="s1">&#39;raster features.&#39;</span><span class="p">)</span>
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There are 19 raster features.
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<p>We are now ready to use <code>pyimpute</code> to generate the raster maps of suitability. We first prep the pyimpute workflow:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pyimpute</span> <span class="kn">import</span> <span class="n">load_training_vector</span>
<span class="kn">from</span> <span class="nn">pyimpute</span> <span class="kn">import</span> <span class="n">load_targets</span>
<span class="n">train_xs</span><span class="p">,</span> <span class="n">train_y</span> <span class="o">=</span> <span class="n">load_training_vector</span><span class="p">(</span><span class="n">pa</span><span class="p">,</span> <span class="n">raster_features</span><span class="p">,</span> <span class="n">response_field</span><span class="o">=</span><span class="s1">&#39;CLASS&#39;</span><span class="p">)</span>
<span class="n">target_xs</span><span class="p">,</span> <span class="n">raster_info</span> <span class="o">=</span> <span class="n">load_targets</span><span class="p">(</span><span class="n">raster_features</span><span class="p">)</span>
<span class="n">train_xs</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">train_y</span><span class="o">.</span><span class="n">shape</span> <span class="c1"># check shape, does it match the size above of the observations?</span>
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<pre>((7200, 19), (7200,))</pre>
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<p>and we implemement several <code>scikit-learn</code> classifiers:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import machine learning classifiers</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">RandomForestClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">ExtraTreesClassifier</span>
<span class="kn">from</span> <span class="nn">xgboost</span> <span class="kn">import</span> <span class="n">XGBClassifier</span>
<span class="kn">from</span> <span class="nn">lightgbm</span> <span class="kn">import</span> <span class="n">LGBMClassifier</span>

<span class="n">CLASS_MAP</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;rf&#39;</span><span class="p">:</span> <span class="p">(</span><span class="n">RandomForestClassifier</span><span class="p">()),</span>
    <span class="s1">&#39;et&#39;</span><span class="p">:</span> <span class="p">(</span><span class="n">ExtraTreesClassifier</span><span class="p">()),</span>
    <span class="s1">&#39;xgb&#39;</span><span class="p">:</span> <span class="p">(</span><span class="n">XGBClassifier</span><span class="p">()),</span>
    <span class="s1">&#39;lgbm&#39;</span><span class="p">:</span> <span class="p">(</span><span class="n">LGBMClassifier</span><span class="p">())</span>
    <span class="p">}</span>

<span class="kn">from</span> <span class="nn">pyimpute</span> <span class="kn">import</span> <span class="n">impute</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">model_selection</span>
<span class="c1"># model fitting and spatial range prediction</span>
<span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="p">(</span><span class="n">model</span><span class="p">)</span> <span class="ow">in</span> <span class="n">CLASS_MAP</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="c1"># cross validation for accuracy scores (displayed as a percentage)</span>
    <span class="n">k</span> <span class="o">=</span> <span class="mi">5</span> <span class="c1"># k-fold</span>
    <span class="n">kf</span> <span class="o">=</span> <span class="n">model_selection</span><span class="o">.</span><span class="n">KFold</span><span class="p">(</span><span class="n">n_splits</span><span class="o">=</span><span class="n">k</span><span class="p">)</span>
    <span class="n">accuracy_scores</span> <span class="o">=</span> <span class="n">model_selection</span><span class="o">.</span><span class="n">cross_val_score</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">train_xs</span><span class="p">,</span> <span class="n">train_y</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="n">kf</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">name</span> <span class="o">+</span> <span class="s2">&quot; </span><span class="si">%d</span><span class="s2">-fold Cross Validation Accuracy: </span><span class="si">%0.2f</span><span class="s2"> (+/- </span><span class="si">%0.2f</span><span class="s2">)&quot;</span>
          <span class="o">%</span> <span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">accuracy_scores</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">*</span> <span class="mi">100</span><span class="p">,</span> <span class="n">accuracy_scores</span><span class="o">.</span><span class="n">std</span><span class="p">()</span> <span class="o">*</span> <span class="mi">200</span><span class="p">))</span>
    
    <span class="c1"># spatial prediction</span>
    <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_xs</span><span class="p">,</span> <span class="n">train_y</span><span class="p">)</span>
    <span class="n">os</span><span class="o">.</span><span class="n">mkdir</span><span class="p">(</span><span class="s1">&#39;outputs/&#39;</span> <span class="o">+</span> <span class="n">name</span> <span class="o">+</span> <span class="s1">&#39;-images&#39;</span><span class="p">)</span>
    <span class="n">impute</span><span class="p">(</span><span class="n">target_xs</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">raster_info</span><span class="p">,</span> <span class="n">outdir</span><span class="o">=</span><span class="s1">&#39;outputs/&#39;</span> <span class="o">+</span> <span class="n">name</span> <span class="o">+</span> <span class="s1">&#39;-images&#39;</span><span class="p">,</span>
           <span class="n">class_prob</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">certainty</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>rf 5-fold Cross Validation Accuracy: 93.67 (+/- 0.54)
et 5-fold Cross Validation Accuracy: 93.82 (+/- 0.99)
xgb 5-fold Cross Validation Accuracy: 93.54 (+/- 0.99)
lgbm 5-fold Cross Validation Accuracy: 93.67 (+/- 0.88)
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<p>All done! We have a <code>responses.tif</code> raster which is the predicted class (0 or 1) and <code>probability_1.tif</code> with a continuous suitability scale. Let's average the continuous output for the four models and plot our map.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pylab</span> <span class="kn">import</span> <span class="n">plt</span>
<span class="c1"># define spatial plotter</span>
<span class="k">def</span> <span class="nf">plotit</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">title</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;Blues&quot;</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap</span><span class="p">,</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">title</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s1">&#39;bold&#39;</span><span class="p">)</span>

<span class="kn">import</span> <span class="nn">rasterio</span>
<span class="n">distr_rf</span> <span class="o">=</span> <span class="n">rasterio</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s2">&quot;outputs/rf-images/probability_1.0.tif&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="n">distr_et</span> <span class="o">=</span> <span class="n">rasterio</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s2">&quot;outputs/et-images/probability_1.0.tif&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="n">distr_xgb</span> <span class="o">=</span>  <span class="n">rasterio</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s2">&quot;outputs/xgb-images/probability_1.0.tif&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="n">distr_lgbm</span> <span class="o">=</span>  <span class="n">rasterio</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s2">&quot;outputs/lgbm-images/probability_1.0.tif&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="n">distr_averaged</span> <span class="o">=</span> <span class="p">(</span><span class="n">distr_rf</span> <span class="o">+</span> <span class="n">distr_et</span> <span class="o">+</span> <span class="n">distr_xgb</span> <span class="o">+</span> <span class="n">distr_lgbm</span><span class="p">)</span><span class="o">/</span><span class="mi">4</span>  

<span class="n">plotit</span><span class="p">(</span><span class="n">distr_averaged</span><span class="p">,</span> <span class="s2">&quot;Joshua Tree Range, averaged&quot;</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;Greens&quot;</span><span class="p">)</span>
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<p>Lastly, let's zoom in to Joshua Tree National Park and inspect the suitability there.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plotit</span><span class="p">(</span><span class="n">distr_averaged</span><span class="p">[</span><span class="mi">100</span><span class="p">:</span><span class="mi">150</span><span class="p">,</span> <span class="mi">100</span><span class="p">:</span><span class="mi">150</span><span class="p">],</span> <span class="s2">&quot;Joshua Tree National Park Suitability&quot;</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;Greens&quot;</span><span class="p">)</span>
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<h3 id="Additional-resources">Additional resources<a class="anchor-link" href="#Additional-resources">&#182;</a></h3><hr>
<ol>
<li><a target="_blank" rel="noopener noreferrer" href="https://cran.r-project.org/web/packages/dismo/vignettes/sdm.pdf">Species distribution modeling with R</a> (Hijmans and Elith, 2017)</li>
<li>Pyimpute's <a target="_blank" rel="noopener noreferrer" href="https://github.com/perrygeo/pyimpute/blob/master/README.md">README.md</a></li>
<li>A study <a target="_blank" rel="noopener noreferrer" href="https://www.researchgate.net/publication/229149956_Selecting_Pseudo-Absences_for_Species_Distribution_Models_How_Where_and_How_Many">on generating pseudo absence points</a>  (Barbet-Massin et al., 2012)</li>
<li>A study <a target="_blank" rel="noopener noreferrer" href="https://www.nature.com/articles/s41598-018-25437-1
">on SDM transferability and pixel size</a>  (Manzoor et al., 2018)</li>
<li>A study <a target="_blank" rel="noopener noreferrer" href="https://onlinelibrary.wiley.com/doi/full/10.1111/ddi.13161">on SDMs for invasive species</a>  (Lake et al., 2020)</li>
<li>A book <a target="_blank" rel="noopener noreferrer" href="https://www.amazon.com/Mapping-Species-Distributions-Biodiversity-Conservation/dp/0521700027
">on mapping SDMs </a>  (Franklin, 2009)</li>
<li>A more modern <a target="_blank" rel="noopener noreferrer" href="https://damariszurell.github.io/SDM-Intro/"> SDMs tutorial</a> (Zurell, 2020) </li>
<li>A study <a target="_blank" rel="noopener noreferrer" href="https://onlinelibrary.wiley.com/doi/full/10.1111/j.1600-0587.2012.07348.x">on collinearity among model variables</a> (C. F. Dormann et al., 2012) </li>
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<h3 id="Data-Citations">Data Citations<a class="anchor-link" href="#Data-Citations">&#182;</a></h3><hr>
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<li>GBIF.org (01 November 2020) GBIF Occurrence' Download <a href="https://doi.org/10.15468/dl.g6swrm">https://doi.org/10.15468/dl.g6swrm</a> </li>
<li>Fick, S.E. and R.J. Hijmans, 2017. WorldClim 2: new 1km spatial resolution climate surfaces for global land areas. International Journal of Climatology 37 (12): 4302-4315.</li>
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