statistics.html

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<title>4-Statistics</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.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-bold { font-weight: bold; }

    </style>


<style type="text/css">
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<h1 id="Getting-Started">Getting Started<a class="anchor-link" href="#Getting-Started">&#182;</a></h1><p>This notebook is for a short demonstration of Python for statistics.</p>
<p>The notebook covers the following points:</p>
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<li>Generating random numbers</li>
<li>Probability distributions</li>
<li>Curve fitting</li>
<li>Simple statistical anlysis with NetCDF files</li>
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<h2 id="Import-Python-modules">Import Python modules<a class="anchor-link" href="#Import-Python-modules">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Special &#39;%matplotlib inline&#39; command should go first, before the matplotlib import</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">scipy.stats</span>  <span class="k">as</span> <span class="nn">stats</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">time</span>
<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span><span class="p">,</span> <span class="n">timedelta</span>
<span class="kn">from</span> <span class="nn">pathlib</span> <span class="k">import</span> <span class="n">Path</span>
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<h2 id="Random-numbers">Random numbers<a class="anchor-link" href="#Random-numbers">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get a random integer in the specified range</span>
<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>  
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<pre>6</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get a random element from a sequence</span>
<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">9</span><span class="p">])</span>
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<pre>9</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get a random real number between 0 and 1</span>
<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">()</span>  
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<pre>0.5944280295416532</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get a random real number in the specified range</span>
<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>  
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<pre>4.184932018729219</pre>
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<h2 id="Probability-distributions">Probability distributions<a class="anchor-link" href="#Probability-distributions">&#182;</a></h2>
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<p><a href="https://docs.scipy.org/doc/scipy/reference/tutorial/stats/continuous.html">https://docs.scipy.org/doc/scipy/reference/tutorial/stats/continuous.html</a></p>
<p><a href="https://docs.scipy.org/doc/numpy-1.14.0/reference/routines.random.html">https://docs.scipy.org/doc/numpy-1.14.0/reference/routines.random.html</a></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">122</span><span class="p">)</span>   <span class="c1"># Set the seed to an arbitrary value Set the </span>

<span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">6</span><span class="p">)]</span>
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<pre>[1.569918378916666,
 7.022100424924458,
 2.614782663912485,
 4.517129080114671,
 4.080652648079488,
 6.1154121111339945]</pre>
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<p>gaussian distribution with mean = 2.0, and a standard deviation of 1.0:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gaussian</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">norm</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="mf">4.0</span><span class="p">,</span> <span class="n">scale</span><span class="o">=</span><span class="mf">1.0</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">8.0</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">gaussian</span><span class="o">.</span><span class="n">pdf</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">);</span>
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>
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<p>Cumulative distribution</p>

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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">z</span> <span class="o">=</span> <span class="n">gaussian</span><span class="o">.</span><span class="n">cdf</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">z</span><span class="p">);</span>
</pre></div>

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</div>
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<p>For hypothesis testing, one often needs the p-value. For example, for the given gaussian distribution above, what would be the x-value so that P(X &lt;= x) = 0.95?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gaussian</span><span class="o">.</span><span class="n">ppf</span><span class="p">(</span><span class="mf">0.95</span><span class="p">)</span>
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<pre>5.644853626951472</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">gaussian</span><span class="o">.</span><span class="n">rvs</span><span class="p">(</span><span class="mi">1000</span><span class="p">);</span>
<span class="c1"># density --&gt; If True, the first element of the return tuple will be the counts normalized to form a probability density,</span>
<span class="c1"># i.e., the area (or integral) under the histogram will sum to 1.</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">density</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span> 
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<h2 id="Curve-fitting">Curve fitting<a class="anchor-link" href="#Curve-fitting">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Seed the random number generator for reproducibility</span>
<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>

<span class="n">x_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">num</span><span class="o">=</span><span class="mi">50</span><span class="p">)</span>
<span class="n">y_data</span> <span class="o">=</span> <span class="mf">2.9</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mf">1.5</span> <span class="o">*</span> <span class="n">x_data</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="mi">50</span><span class="p">)</span>

<span class="c1"># And plot it</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">4</span><span class="p">));</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x_data</span><span class="p">,</span> <span class="n">y_data</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scipy</span> <span class="k">import</span> <span class="n">optimize</span>

<span class="k">def</span> <span class="nf">test_func</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">a</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">b</span> <span class="o">*</span> <span class="n">x</span><span class="p">)</span>

<span class="n">params</span><span class="p">,</span> <span class="n">params_covariance</span> <span class="o">=</span> <span class="n">optimize</span><span class="o">.</span><span class="n">curve_fit</span><span class="p">(</span><span class="n">test_func</span><span class="p">,</span> <span class="n">x_data</span><span class="p">,</span> <span class="n">y_data</span><span class="p">,</span> <span class="n">p0</span><span class="o">=</span><span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">params</span><span class="p">);</span> <span class="c1"># param[0] and param[1] are the mean and the standard deviation</span>
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<pre>[3.05931973 1.45754553]
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x_data</span><span class="p">,</span> <span class="n">y_data</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Data&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_data</span><span class="p">,</span> <span class="n">test_func</span><span class="p">(</span><span class="n">x_data</span><span class="p">,</span> <span class="n">params</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">params</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span>
         <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Fit function&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;best&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="k">import</span> <span class="n">norm</span>

<span class="c1"># picking 500 of from a normal distrubution</span>
<span class="c1"># with mean 0 and standard deviation 1</span>
<span class="n">samp</span> <span class="o">=</span> <span class="n">norm</span><span class="o">.</span><span class="n">rvs</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">scale</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">500</span><span class="p">)</span>  <span class="c1"># rvs --&gt; Random variates</span>

<span class="n">param</span> <span class="o">=</span> <span class="n">norm</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">samp</span><span class="p">)</span> <span class="c1"># distribution fitting</span>

<span class="c1"># generate 100 numbers between -5 and 5</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>

<span class="c1"># fitted distribution</span>
<span class="n">pdf_fitted</span> <span class="o">=</span> <span class="n">norm</span><span class="o">.</span><span class="n">pdf</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">loc</span><span class="o">=</span><span class="n">param</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">scale</span><span class="o">=</span><span class="n">param</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>

<span class="c1"># original distribution</span>
<span class="n">pdf</span> <span class="o">=</span> <span class="n">norm</span><span class="o">.</span><span class="n">pdf</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Normal distribution&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">pdf_fitted</span><span class="p">,</span> <span class="s1">&#39;r-&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;fitted distribution&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">pdf</span><span class="p">,</span> <span class="s1">&#39;b-&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;original distribution&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">samp</span><span class="p">,</span> <span class="n">density</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=.</span><span class="mi">3</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;sample&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;best&#39;</span><span class="p">,</span> <span class="n">frameon</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h1 id="Exploring-NetCDF-data">Exploring NetCDF data<a class="anchor-link" href="#Exploring-NetCDF-data">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">netCDF4</span>
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<h1 id="Read-dataset">Read dataset<a class="anchor-link" href="#Read-dataset">&#182;</a></h1><p>This uses the pathlib.Path class, which can make working with filenames, directories and paths overall slightly more convenient</p>

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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">directory</span> <span class="o">=</span> <span class="n">Path</span><span class="p">(</span><span class="s2">&quot;../../_data&quot;</span><span class="p">)</span>
<span class="n">directory</span> <span class="o">/=</span> <span class="s2">&quot;cmip5/rcp85/Amon/pr/HadGEM2-ES/r1i1p1&quot;</span>
<span class="n">path</span> <span class="o">=</span> <span class="n">directory</span> <span class="o">/</span> <span class="s2">&quot;pr_Amon_HadGEM2-ES_rcp85_r1i1p1_200512-203011.nc&quot;</span>
<span class="n">dataset</span> <span class="o">=</span> <span class="n">netCDF4</span><span class="o">.</span><span class="n">Dataset</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="s2">&quot;r&quot;</span><span class="p">)</span>
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<h1 id="Discover-the-data">Discover the data<a class="anchor-link" href="#Discover-the-data">&#182;</a></h1><p>A dataset when listed at the end of a cell already shows a lot of information.</p>

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<pre>&lt;class &#39;netCDF4._netCDF4.Dataset&#39;&gt;
root group (NETCDF3_CLASSIC data model, file format NETCDF3):
    institution: Met Office Hadley Centre, Fitzroy Road, Exeter, Devon, EX1 3PB, UK, (http://www.metoffice.gov.uk)
    institute_id: MOHC
    experiment_id: rcp85
    source: HadGEM2-ES (2009) atmosphere: HadGAM2 (N96L38); ocean: HadGOM2 (lat: 1.0-0.3 lon: 1.0 L40); land-surface/vegetation: MOSES2 and TRIFFID; tropospheric chemistry: UKCA; ocean biogeochemistry: diat-HadOCC
    model_id: HadGEM2-ES
    forcing: GHG, SA, Oz, LU, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4, CFCs)
    parent_experiment_id: historical
    parent_experiment_rip: r1i1p1
    branch_time: 52560.0
    contact: chris.d.jones@metoffice.gov.uk, michael.sanderson@metoffice.gov.uk
    history: MOHC pp to CMOR/NetCDF convertor (version 1.6.3) 2011-02-28T15:31:19Z CMOR rewrote data to comply with CF standards and CMIP5 requirements.
    references: Bellouin N. et al, (2007) Improved representation of aerosols for HadGEM2. Meteorological Office Hadley Centre, Technical Note 73, March 2007; Collins W.J.  et al, (2008) Evaluation of the HadGEM2 model. Meteorological Office Hadley Centre, Technical Note 74,; Johns T.C. et al, (2006) The new Hadley Centre climate model HadGEM1: Evaluation of coupled simulations. Journal of Climate, American Meteorological Society, Vol. 19, No. 7, pages 1327-1353.; Martin G.M. et al, (2006) The physical properties of the atmosphere in the new Hadley Centre Global Environmental Model, HadGEM1 - Part 1: Model description and global climatology. Journal of Climate, American Meteorological Society, Vol. 19, No.7, pages 1274-1301.; Ringer M.A. et al, (2006) The physical properties of the atmosphere in the new Hadley Centre Global Environmental Model, HadGEM1 - Part 2: Aspects of variability and regional climate. Journal of Climate, American Meteorological Society, Vol. 19, No. 7, pages 1302-1326.
    initialization_method: 1
    physics_version: 1
    tracking_id: 5705fcfa-d7ce-4511-b005-077580c478c6
    mo_runid: ajnji
    product: output
    experiment: RCP8.5
    frequency: mon
    creation_date: 2011-02-28T15:31:19Z
    Conventions: CF-1.4
    project_id: CMIP5
    table_id: Table Amon (31 January 2011) 53b766a395ac41696af40aab76a49ae5
    title: HadGEM2-ES model output prepared for CMIP5 RCP8.5
    parent_experiment: historical
    modeling_realm: atmos
    realization: 1
    cmor_version: 2.5.3
    dimensions(sizes): time(300), lat(145), lon(192), bnds(2)
    variables(dimensions): float64 <span class="ansi-underline">time</span>(time), float64 <span class="ansi-underline">time_bnds</span>(time,bnds), float64 <span class="ansi-underline">lat</span>(lat), float64 <span class="ansi-underline">lat_bnds</span>(lat,bnds), float64 <span class="ansi-underline">lon</span>(lon), float64 <span class="ansi-underline">lon_bnds</span>(lon,bnds), float32 <span class="ansi-underline">pr</span>(time,lat,lon)
    groups: </pre>
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<p>Below, we access some variables separately</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pr</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;pr&#39;</span><span class="p">]</span>
<span class="n">lat</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;lat&#39;</span><span class="p">]</span>
<span class="n">lon</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;lon&#39;</span><span class="p">]</span>
<span class="n">time</span> <span class="o">=</span> <span class="n">netCDF4</span><span class="o">.</span><span class="n">num2date</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;time&#39;</span><span class="p">][:],</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">units</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">time</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>datetime.datetime(2003, 11, 11, 0, 0)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Shows a tuple of a 1-element tuples, one for each shape</span>
<span class="n">time</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">lat</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">lon</span><span class="o">.</span><span class="n">shape</span>
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<pre>((300,), (145,), (192,))</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># pr_Amon_HadGEM2-ES_rcp85_r1i1p1_200512-203011.nc</span>
<span class="c1"># 2005 December to 2030 November</span>
<span class="n">pr</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">pr</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="s2">&quot;Number of months = &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">((</span><span class="mi">2030</span><span class="o">-</span><span class="mi">2005</span><span class="p">)</span><span class="o">*</span><span class="mi">12</span><span class="p">)</span>
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<pre>((300, 145, 192), 8352000, &#39;Number of months = 300&#39;)</pre>
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<h1 id="Getting-the-actual-data">Getting the actual data<a class="anchor-link" href="#Getting-the-actual-data">&#182;</a></h1><p>To access the actual data from a dataset as a NumPy array, we need to actually access and copy the data, using the <code>[:]</code> operation.
All variables above, <code>pr</code>, <code>lat</code>, <code>lon</code> and <code>time</code>, are still netCDF <em>variables</em>, not arrays. This has the convenience that we can directly access their netCDF attributes, and we avoid reading the full data into memory. The disadvantage is that we can't use them fully as a NumPy array. The code below tries to show the difference.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pr</span><span class="o">.</span><span class="n">ncattrs</span><span class="p">()</span>
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<pre>[&#39;standard_name&#39;,
 &#39;long_name&#39;,
 &#39;comment&#39;,
 &#39;units&#39;,
 &#39;original_name&#39;,
 &#39;history&#39;,
 &#39;cell_methods&#39;,
 &#39;cell_measures&#39;,
 &#39;missing_value&#39;,
 &#39;_FillValue&#39;,
 &#39;associated_files&#39;]</pre>
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<pre>&#39;kg m-2 s-1&#39;</pre>
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<p>Trying to use it as a NumPy array will not work:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">try</span><span class="p">:</span>
    <span class="n">pr</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
<span class="k">except</span> <span class="ne">AttributeError</span> <span class="k">as</span> <span class="n">exc</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">exc</span><span class="p">)</span>
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<pre>NetCDF: Attribute not found
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<p>But, if we, or the function, <em>requires</em> the data to be an array, it does work, since <code>np.max</code> takes an array.
This also forces the data to be read into memory. (Under the hood, the data will be copied somewhere.)</p>
<p>Usually, leaving <code>pr</code> and friends as a netCDF variable works for a lot of functionality.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">pr</span><span class="p">)</span>
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<pre>0.0010691792</pre>
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<p><code>pr</code> itself is still a netCDF variable</p>

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<pre>&lt;class &#39;netCDF4._netCDF4.Variable&#39;&gt;
float32 pr(time, lat, lon)
    standard_name: precipitation_flux
    long_name: Precipitation
    comment: at surface; includes both liquid and solid phases from all types of clouds (both large-scale and convective)
    units: kg m-2 s-1
    original_name: mo: m01s05i216
    history: 2011-02-28T15:31:19 out-of-bounds adjustments: (-1e-07 &lt;= x &lt; 0.0) =&gt; set to 0.0 2011-02-28T15:31:19Z altered by CMOR: replaced missing value flag (-1.07374e+09) with standard missing value (1e+20).
    cell_methods: time: mean
    cell_measures: area: areacella
    missing_value: 1e+20
    _FillValue: 1e+20
    associated_files: baseURL: http://cmip-pcmdi.llnl.gov/CMIP5/dataLocation gridspecFile: gridspec_atmos_fx_HadGEM2-ES_rcp85_r0i0p0.nc areacella: areacella_fx_HadGEM2-ES_rcp85_r0i0p0.nc
unlimited dimensions: time
current shape = (300, 145, 192)
filling on</pre>
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<p>We now <em>permanently</em> turn <code>pr</code> into a NumPy array, by forcing a copy. Note that <code>[:]</code> also works for multi-dimensional variables.<br>
We lose all the netCDF variables attributes and methods for it, but gain the NumPy ones.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pr</span> <span class="o">=</span> <span class="n">pr</span><span class="p">[:]</span>
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<p><code>pr</code> is now a NumPy array. A masked array, since there may be missing values.</p>

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<pre>masked_array(
  data=[[[1.76386698e-06, 1.76386698e-06, 1.76386698e-06, ...,
          1.76386698e-06, 1.76386698e-06, 1.76386698e-06],
         [2.04837920e-06, 2.14069132e-06, 2.13187673e-06, ...,
          1.65557469e-06, 1.80736401e-06, 1.96021051e-06],
         [2.05310198e-06, 2.27162241e-06, 2.32017283e-06, ...,
          1.38557846e-06, 1.64944765e-06, 1.87075227e-06],
         ...,
         [1.41251139e-05, 1.43893039e-05, 1.48197278e-05, ...,
          1.37879242e-05, 1.39740168e-05, 1.41550045e-05],
         [1.55145772e-05, 1.58311323e-05, 1.60279651e-05, ...,
          1.46869634e-05, 1.50251362e-05, 1.52777848e-05],
         [1.30858843e-05, 1.30858843e-05, 1.30858843e-05, ...,
          1.30858843e-05, 1.30858843e-05, 1.30858843e-05]],

        [[1.86370448e-06, 1.86370448e-06, 1.86370448e-06, ...,
          1.86370448e-06, 1.86370448e-06, 1.86370448e-06],
         [1.64091261e-06, 1.75420507e-06, 1.69884390e-06, ...,
          1.80549785e-06, 1.62765446e-06, 1.59435172e-06],
         [1.33263541e-06, 1.47721630e-06, 1.58301168e-06, ...,
          1.13413637e-06, 1.12213422e-06, 1.22989957e-06],
         ...,
         [1.00785182e-05, 1.00775997e-05, 1.01425176e-05, ...,
          1.00188363e-05, 1.00587895e-05, 1.00924381e-05],
         [7.42241218e-06, 7.28852228e-06, 7.17005469e-06, ...,
          7.65489585e-06, 7.61832553e-06, 7.56510053e-06],
         [2.21111986e-06, 2.21111986e-06, 2.21111986e-06, ...,
          2.21111986e-06, 2.21111986e-06, 2.21111986e-06]],

        [[3.74592446e-06, 3.74592446e-06, 3.74592446e-06, ...,
          3.74592446e-06, 3.74592446e-06, 3.74592446e-06],
         [4.05124410e-06, 4.10030179e-06, 4.13795942e-06, ...,
          3.89682418e-06, 3.94751441e-06, 4.00600584e-06],
         [3.11200711e-06, 3.16327146e-06, 3.16675278e-06, ...,
          2.96113717e-06, 3.03148613e-06, 3.08173844e-06],
         ...,
         [1.61956905e-05, 1.63585028e-05, 1.66295213e-05, ...,
          1.57454397e-05, 1.58523653e-05, 1.59829815e-05],
         [1.62516353e-05, 1.61030657e-05, 1.58324110e-05, ...,
          1.64219673e-05, 1.63813675e-05, 1.63488839e-05],
         [1.42532590e-05, 1.42532590e-05, 1.42532590e-05, ...,
          1.42532590e-05, 1.42532590e-05, 1.42532590e-05]],

        ...,

        [[1.32542868e-06, 1.32542868e-06, 1.32542868e-06, ...,
          1.32542868e-06, 1.32542868e-06, 1.32542868e-06],
         [1.87520413e-06, 1.86926729e-06, 1.86700856e-06, ...,
          1.87436240e-06, 1.87702722e-06, 1.87909893e-06],
         [1.99542205e-06, 1.97386657e-06, 1.95597818e-06, ...,
          2.07616426e-06, 2.04351977e-06, 2.02203864e-06],
         ...,
         [1.12141934e-05, 1.12629086e-05, 1.15092362e-05, ...,
          1.04864575e-05, 1.09210769e-05, 1.11281761e-05],
         [1.02914482e-05, 1.05917879e-05, 1.08133345e-05, ...,
          1.01976884e-05, 1.01832475e-05, 1.02186204e-05],
         [1.10773681e-05, 1.10773681e-05, 1.10773681e-05, ...,
          1.10773681e-05, 1.10773681e-05, 1.10773681e-05]],

        [[1.17040997e-06, 1.17040997e-06, 1.17040997e-06, ...,
          1.17040997e-06, 1.17040997e-06, 1.17040997e-06],
         [1.30070907e-06, 1.27875455e-06, 1.25870645e-06, ...,
          1.34562049e-06, 1.32971297e-06, 1.31730110e-06],
         [1.33203457e-06, 1.30784758e-06, 1.28294835e-06, ...,
          1.40754810e-06, 1.38142582e-06, 1.35761638e-06],
         ...,
         [1.39120430e-05, 1.39579433e-05, 1.40580514e-05, ...,
          1.37356828e-05, 1.37377274e-05, 1.38484629e-05],
         [9.45220745e-06, 9.32076637e-06, 9.21968876e-06, ...,
          9.81933772e-06, 9.61326441e-06, 9.53633571e-06],
         [7.70830684e-06, 7.70830684e-06, 7.70830684e-06, ...,
          7.70830684e-06, 7.70830684e-06, 7.70830684e-06]],

        [[1.14257409e-06, 1.14257409e-06, 1.14257409e-06, ...,
          1.14257409e-06, 1.14257409e-06, 1.14257409e-06],
         [1.04433798e-06, 1.04803939e-06, 1.05722108e-06, ...,
          1.01481680e-06, 1.02157571e-06, 1.01562625e-06],
         [1.17499224e-06, 1.16474121e-06, 1.14630723e-06, ...,
          1.16665819e-06, 1.17196339e-06, 1.18253456e-06],
         ...,
         [1.75946716e-05, 1.74001743e-05, 1.72442105e-05, ...,
          1.72055097e-05, 1.72394084e-05, 1.75008754e-05],
         [1.08799841e-05, 1.09822213e-05, 1.10313804e-05, ...,
          1.06064726e-05, 1.07122378e-05, 1.08157037e-05],
         [8.57290524e-06, 8.57290524e-06, 8.57290524e-06, ...,
          8.57290524e-06, 8.57290524e-06, 8.57290524e-06]]],
  mask=False,
  fill_value=1e+20,
  dtype=float32)</pre>
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<p>There is one problem with the above <code>pr = pr[:]</code> assignment: if we nog go back a few cells in our notebook, where <code>pr</code> was still a netCDF variable, these cells won't work (apart from some functionality that NumPy arrays and netCDF variables have in common): our <code>pr</code> Python variable has changed type (and value, essentially). We would have to reassign <code>pr</code> to <code>dataset.variables['pr']</code> again for things to work normally.<br>
So be careful with reassigning variable names in notebooks in general: it will likely make your notebook less 
interactive, and more (forced) linear.</p>
<p>Let's reset <code>pr</code> to be a variable, and use that instead of the NumPy array in our further analysis</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pr</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;pr&#39;</span><span class="p">]</span>
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<h3 id="Getting-percentile-values">Getting percentile values<a class="anchor-link" href="#Getting-percentile-values">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">pr</span><span class="p">,</span> <span class="mi">99</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">pr</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">pr</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">pr</span><span class="p">)</span>
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<pre>(0.00019958691496867642, 0.0010691792, 1.860755755700439e-08, 0.0)</pre>
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<h2 id="Plotting-the-data">Plotting the data<a class="anchor-link" href="#Plotting-the-data">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">matplotlib.colors</span> <span class="k">as</span> <span class="nn">colors</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import cartopy.crs as ccrs</span>
<span class="c1"># import cartopy.io.shapereader as shpreader</span>
<span class="c1"># from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter</span>
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<p>Find an interesting date</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">time</span><span class="p">[</span><span class="mi">178</span><span class="p">]</span>
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<pre>datetime.datetime(2018, 6, 25, 0, 0)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">10</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">pr</span><span class="p">[</span><span class="mi">178</span><span class="p">,:,:]);</span>
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<h2 id="Fit-2D-gaussian">Fit 2D gaussian<a class="anchor-link" href="#Fit-2D-gaussian">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ndim</span><span class="p">(</span><span class="n">pr</span><span class="p">[</span><span class="mi">178</span><span class="p">,:,:]))</span>
<span class="n">pr</span><span class="p">[</span><span class="mi">178</span><span class="p">,</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">,</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">]</span>
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<pre>2
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<pre>masked_array(
  data=[[2.2872891e-06, 2.2872891e-06, 2.2872891e-06, 2.2872891e-06,
         2.2872891e-06],
        [3.7628658e-06, 3.7625884e-06, 3.7635332e-06, 3.7571242e-06,
         3.7514221e-06],
        [4.4564758e-06, 4.4528756e-06, 4.4187018e-06, 4.3957530e-06,
         4.3690616e-06],
        [4.6522573e-06, 4.5426568e-06, 4.4379576e-06, 4.3772234e-06,
         4.3767768e-06],
        [4.6201067e-06, 4.4371209e-06, 4.3044529e-06, 4.1968519e-06,
         4.1404483e-06]],
  mask=False,
  fill_value=1e+20,
  dtype=float32)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># curvefit with non linear least squares (curve_fit function)</span>
<span class="kn">from</span> <span class="nn">scipy.optimize</span> <span class="k">import</span> <span class="n">curve_fit</span>

<span class="k">def</span> <span class="nf">func</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">c</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">a</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="n">b</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="o">+</span> <span class="n">c</span>

<span class="n">limits</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="p">]</span>  <span class="c1"># [x1_min, x1_max, x2_min, x2_max]</span>
<span class="n">side_x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">limits</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">limits</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">side_y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">limits</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">limits</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">X1</span><span class="p">,</span> <span class="n">X2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">side_x</span><span class="p">,</span> <span class="n">side_y</span><span class="p">)</span>
<span class="n">size</span> <span class="o">=</span> <span class="n">X1</span><span class="o">.</span><span class="n">shape</span>
<span class="n">x1_1d</span> <span class="o">=</span> <span class="n">X1</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">(</span><span class="n">size</span><span class="p">)))</span>
<span class="n">x2_1d</span> <span class="o">=</span> <span class="n">X2</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">(</span><span class="n">size</span><span class="p">)))</span>

<span class="n">xdata</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">vstack</span><span class="p">((</span><span class="n">x1_1d</span><span class="p">,</span> <span class="n">x2_1d</span><span class="p">))</span>
<span class="n">original</span> <span class="o">=</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
<span class="n">z</span> <span class="o">=</span> <span class="n">func</span><span class="p">(</span><span class="n">xdata</span><span class="p">,</span> <span class="o">*</span><span class="n">original</span><span class="p">)</span>
<span class="n">Z</span> <span class="o">=</span> <span class="n">z</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">size</span><span class="p">)</span>
<span class="n">z_noise</span> <span class="o">=</span> <span class="n">z</span> <span class="o">+</span> <span class="o">.</span><span class="mi">2</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">z</span><span class="p">))</span>
<span class="n">Z_noise</span> <span class="o">=</span> <span class="n">z_noise</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">size</span><span class="p">)</span>

<span class="n">ydata</span> <span class="o">=</span> <span class="n">z_noise</span>
<span class="n">popt</span><span class="p">,</span> <span class="n">pcov</span> <span class="o">=</span> <span class="n">curve_fit</span><span class="p">(</span><span class="n">func</span><span class="p">,</span> <span class="n">xdata</span><span class="p">,</span> <span class="n">ydata</span><span class="p">)</span>
<span class="c1"># Python 3.6 &amp; later f-strings: insert variables directly inside a string with {variable_name}</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">f</span><span class="s2">&quot;original: </span><span class="si">{original}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">fitted: </span><span class="si">{popt}</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="n">z_fit</span> <span class="o">=</span> <span class="n">func</span><span class="p">(</span><span class="n">xdata</span><span class="p">,</span> <span class="o">*</span><span class="n">popt</span><span class="p">)</span>
<span class="n">Z_fit</span> <span class="o">=</span> <span class="n">z_fit</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">size</span><span class="p">)</span>

<span class="c1"># Plot it</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</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="s2">&quot;Real Function&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">X1</span><span class="p">,</span> <span class="n">X2</span><span class="p">,</span> <span class="n">Z</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="n">limits</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">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</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="s2">&quot;Function w/ Noise&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">X1</span><span class="p">,</span> <span class="n">X2</span><span class="p">,</span> <span class="n">Z_noise</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="n">limits</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">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</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="s2">&quot;Fitted Function from Noisy One&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">X1</span><span class="p">,</span> <span class="n">X2</span><span class="p">,</span> <span class="n">Z_fit</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="n">limits</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">show</span><span class="p">()</span>
</pre></div>

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<pre>original: (3, 1, 0.5) 
fitted: [2.99607571 0.99869196 0.49719012]
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<h2 id="Extreme-cases">Extreme cases<a class="anchor-link" href="#Extreme-cases">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[40]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">indices</span> <span class="o">=</span> <span class="n">pr</span> <span class="o">&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">pr</span><span class="p">,</span> <span class="mf">99.999</span><span class="p">)</span>
<span class="c1"># Note: need pr[:] here, since indices will be 3-dimensional, </span>
<span class="c1"># which does not work for a netCDF variable</span>
<span class="n">extreme_values</span> <span class="o">=</span> <span class="n">pr</span><span class="p">[:][</span><span class="n">indices</span><span class="p">]</span>
<span class="n">ind_dates</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ma</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">pr</span> <span class="o">&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">pr</span><span class="p">,</span> <span class="mf">99.999</span><span class="p">))[</span><span class="mi">0</span><span class="p">]</span>

<span class="n">extreme_dates</span> <span class="o">=</span> <span class="n">time</span><span class="p">[</span><span class="n">ind_dates</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">extreme_dates</span><span class="p">,</span> <span class="n">extreme_values</span><span class="p">);</span>
</pre></div>

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<h2 id="Change-over-the-years">Change over the years<a class="anchor-link" href="#Change-over-the-years">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[41]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">6</span><span class="p">),</span> <span class="n">dpi</span><span class="o">=</span> <span class="mi">80</span><span class="p">,</span> <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;w&#39;</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">pr</span><span class="p">[:,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>
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