teaching:pangea4calval:exercises_ch2 []

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}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000000;
  background-color: #ffffff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #296eaa;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #1a466c;
  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: #ffffff;
  border: 1px solid #dddddd;
  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;
  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;
}
[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: 400;
  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 {
  padding: .2em;
  background-color: #fcf8e3;
}
.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-right: 5px;
  padding-left: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: 700;
}
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;
}
.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;
  text-align: right;
  border-right: 5px solid #eeeeee;
  border-left: 0;
}
.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: #888888;
  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: 700;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #333333;
  word-break: break-all;
  word-wrap: break-word;
  background-color: #f5f5f5;
  border: 1px solid #cccccc;
  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 {
  padding-right: 0px;
  padding-left: 0px;
  margin-right: auto;
  margin-left: auto;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  padding-right: 0px;
  padding-left: 0px;
  margin-right: auto;
  margin-left: auto;
}
.row {
  margin-right: 0px;
  margin-left: 0px;
}
.row-no-gutters {
  margin-right: 0;
  margin-left: 0;
}
.row-no-gutters [class*="col-"] {
  padding-right: 0;
  padding-left: 0;
}
.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-right: 0px;
  padding-left: 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;
}
table col[class*="col-"] {
  position: static;
  display: table-column;
  float: none;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  display: table-cell;
  float: none;
}
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 #dddddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #dddddd;
}
.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 #dddddd;
}
.table .table {
  background-color: #ffffff;
}
.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 #dddddd;
}
.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 #dddddd;
}
.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 > 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 {
  min-height: .01%;
  overflow-x: auto;
}
@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 #dddddd;
  }
  .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 {
  min-width: 0;
  padding: 0;
  margin: 0;
  border: 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: 700;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
  -webkit-appearance: none;
  appearance: none;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
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;
}
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: #ffffff;
  background-image: none;
  border: 1px solid #cccccc;
  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: #999999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999999;
}
.form-control::-webkit-input-placeholder {
  color: #999999;
}
.form-control::-ms-expand {
  background-color: transparent;
  border: 0;
}
.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;
}
@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.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: 400;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-top: 4px \9;
  margin-left: -20px;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: 400;
  vertical-align: middle;
  cursor: pointer;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
.form-control-static {
  min-height: 31px;
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-right: 0;
  padding-left: 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;
  background-color: #dff0d8;
  border-color: #3c763d;
}
.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;
  background-color: #fcf8e3;
  border-color: #8a6d3b;
}
.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;
  background-color: #f2dede;
  border-color: #a94442;
}
.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 {
  padding-top: 7px;
  margin-top: 0;
  margin-bottom: 0;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    padding-top: 7px;
    margin-bottom: 0;
    text-align: right;
  }
}
.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;
  white-space: nowrap;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  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: #333333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  background-image: none;
  outline: 0;
  -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;
  filter: alpha(opacity=65);
  opacity: 0.65;
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333333;
  background-color: #ffffff;
  border-color: #cccccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333333;
  background-color: #e6e6e6;
  background-image: none;
  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: #333333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.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: #ffffff;
  border-color: #cccccc;
}
.btn-default .badge {
  color: #ffffff;
  background-color: #333333;
}
.btn-primary {
  color: #ffffff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #ffffff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #ffffff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #ffffff;
  background-color: #286090;
  background-image: none;
  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: #ffffff;
  background-color: #204d74;
  border-color: #122b40;
}
.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: #ffffff;
}
.btn-success {
  color: #ffffff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #ffffff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #ffffff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #ffffff;
  background-color: #449d44;
  background-image: none;
  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: #ffffff;
  background-color: #398439;
  border-color: #255625;
}
.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: #ffffff;
}
.btn-info {
  color: #ffffff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #ffffff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #ffffff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #ffffff;
  background-color: #31b0d5;
  background-image: none;
  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: #ffffff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.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: #ffffff;
}
.btn-warning {
  color: #ffffff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #ffffff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #ffffff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #ffffff;
  background-color: #ec971f;
  background-image: none;
  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: #ffffff;
  background-color: #d58512;
  border-color: #985f0d;
}
.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: #ffffff;
}
.btn-danger {
  color: #ffffff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #ffffff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #ffffff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #ffffff;
  background-color: #c9302c;
  background-image: none;
  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: #ffffff;
  background-color: #ac2925;
  border-color: #761c19;
}
.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: #ffffff;
}
.btn-link {
  font-weight: 400;
  color: #296eaa;
  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: #1a466c;
  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;
  font-size: 13px;
  text-align: left;
  list-style: none;
  background-color: #ffffff;
  background-clip: padding-box;
  border: 1px solid #cccccc;
  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);
}
.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: 400;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  color: #262626;
  text-decoration: none;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #ffffff;
  text-decoration: none;
  background-color: #337ab7;
  outline: 0;
}
.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;
  cursor: not-allowed;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  right: 0;
  left: auto;
}
.dropdown-menu-left {
  right: auto;
  left: 0;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  content: "";
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    right: 0;
    left: auto;
  }
  .navbar-right .dropdown-menu-left {
    right: auto;
    left: 0;
  }
}
.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-top-right-radius: 0;
  border-bottom-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-top-left-radius: 0;
  border-bottom-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-top-right-radius: 0;
  border-bottom-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-left-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-right: 8px;
  padding-left: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-right: 12px;
  padding-left: 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-left-radius: 2px;
  border-top-right-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-left-radius: 0;
  border-top-right-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-left-radius: 0;
  border-top-right-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  display: table-cell;
  float: none;
  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-right: 0;
  padding-left: 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: 400;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #cccccc;
  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-top-right-radius: 0;
  border-bottom-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-top-left-radius: 0;
  border-bottom-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 {
  padding-left: 0;
  margin-bottom: 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;
  cursor: not-allowed;
  background-color: transparent;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #296eaa;
}
.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 #dddddd;
}
.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 #dddddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  cursor: default;
  background-color: #ffffff;
  border: 1px solid #dddddd;
  border-bottom-color: transparent;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  margin-bottom: 5px;
  text-align: center;
}
.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 #dddddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #dddddd;
    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: #ffffff;
  }
}
.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: #ffffff;
  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 {
  margin-bottom: 5px;
  text-align: center;
}
.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 #dddddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #dddddd;
    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: #ffffff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-left-radius: 0;
  border-top-right-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 {
  padding-right: 0px;
  padding-left: 0px;
  overflow-x: visible;
  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-right: 0;
    padding-left: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
.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;
  }
}
@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;
}
.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-brand {
  float: left;
  height: 30px;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
}
.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;
  padding: 9px 10px;
  margin-right: 0px;
  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 {
  padding: 10px 0px;
  margin-right: 0px;
  margin-left: 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;
    padding-top: 0;
    padding-bottom: 0;
    margin-right: 0;
    margin-left: 0;
    border: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-left-radius: 0;
  border-top-right-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-left-radius: 2px;
  border-top-right-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-right: 0px;
    margin-left: 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: #565656;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #3c3c3c;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777777;
}
.navbar-default .navbar-nav > li > a {
  color: #565656;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #cccccc;
  background-color: transparent;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  color: #555555;
  background-color: #e7e7e7;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #565656;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333333;
    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: #555555;
    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: #cccccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-toggle {
  border-color: #dddddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #dddddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-link {
  color: #565656;
}
.navbar-default .navbar-link:hover {
  color: #333333;
}
.navbar-default .btn-link {
  color: #565656;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333333;
}
.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: #cccccc;
}
.navbar-inverse {
  background-color: #222222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #ffffff;
  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: #ffffff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #ffffff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444444;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  color: #ffffff;
  background-color: #080808;
}
@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: #ffffff;
    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: #ffffff;
    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: #444444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-toggle {
  border-color: #333333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #ffffff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #ffffff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #ffffff;
}
.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: #444444;
}
.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 {
  padding: 0 5px;
  color: #5e5e5e;
  content: "/\00a0";
}
.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;
  margin-left: -1px;
  line-height: 1.42857143;
  color: #296eaa;
  text-decoration: none;
  background-color: #ffffff;
  border: 1px solid #dddddd;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #1a466c;
  background-color: #eeeeee;
  border-color: #dddddd;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-top-left-radius: 2px;
  border-bottom-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-top-right-radius: 2px;
  border-bottom-right-radius: 2px;
}
.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: #ffffff;
  cursor: default;
  background-color: #337ab7;
  border-color: #337ab7;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  cursor: not-allowed;
  background-color: #ffffff;
  border-color: #dddddd;
}
.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-top-left-radius: 3px;
  border-bottom-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-top-right-radius: 3px;
  border-bottom-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-top-left-radius: 1px;
  border-bottom-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-top-right-radius: 1px;
  border-bottom-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  text-align: center;
  list-style: none;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #ffffff;
  border: 1px solid #dddddd;
  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;
  cursor: not-allowed;
  background-color: #ffffff;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: 700;
  line-height: 1;
  color: #ffffff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #ffffff;
  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;
  line-height: 1;
  color: #ffffff;
  text-align: center;
  white-space: nowrap;
  vertical-align: middle;
  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: #ffffff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #296eaa;
  background-color: #ffffff;
}
.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 {
  padding-right: 0px;
  padding-left: 0px;
  border-radius: 3px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-right: 60px;
    padding-left: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #ffffff;
  border: 1px solid #dddddd;
  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-right: auto;
  margin-left: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #296eaa;
}
.thumbnail .caption {
  padding: 9px;
  color: #000000;
}
.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 {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.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 {
  height: 18px;
  margin-bottom: 18px;
  overflow: hidden;
  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: #ffffff;
  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 {
  overflow: hidden;
  zoom: 1;
}
.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 {
  padding-left: 0;
  margin-bottom: 20px;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #ffffff;
  border: 1px solid #dddddd;
}
.list-group-item:first-child {
  border-top-left-radius: 2px;
  border-top-right-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  color: #777777;
  cursor: not-allowed;
  background-color: #eeeeee;
}
.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: #ffffff;
  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;
}
a.list-group-item,
button.list-group-item {
  color: #555555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  color: #555555;
  text-decoration: none;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.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: #ffffff;
  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-left-radius: 1px;
  border-top-right-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 #dddddd;
  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-left-radius: 1px;
  border-top-right-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-left-radius: 0;
  border-top-right-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-right: 15px;
  padding-left: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-left-radius: 1px;
  border-top-right-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-right-radius: 1px;
  border-bottom-left-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 #dddddd;
}
.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 {
  margin-bottom: 0;
  border: 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 #dddddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #dddddd;
}
.panel-default {
  border-color: #dddddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #dddddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #dddddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #dddddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #ffffff;
  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: #ffffff;
}
.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;
  bottom: 0;
  left: 0;
  width: 100%;
  height: 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: #000000;
  text-shadow: 0 1px 0 #ffffff;
  filter: alpha(opacity=20);
  opacity: 0.2;
}
.close:hover,
.close:focus {
  color: #000000;
  text-decoration: none;
  cursor: pointer;
  filter: alpha(opacity=50);
  opacity: 0.5;
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
  appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  display: none;
  overflow: hidden;
  -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: #ffffff;
  background-clip: padding-box;
  border: 1px solid #999999;
  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);
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000000;
}
.modal-backdrop.fade {
  filter: alpha(opacity=0);
  opacity: 0;
}
.modal-backdrop.in {
  filter: alpha(opacity=50);
  opacity: 0.5;
}
.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-bottom: 0;
  margin-left: 5px;
}
.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: 400;
  line-height: 1.42857143;
  line-break: auto;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  letter-spacing: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  white-space: normal;
  font-size: 12px;
  filter: alpha(opacity=0);
  opacity: 0;
}
.tooltip.in {
  filter: alpha(opacity=90);
  opacity: 0.9;
}
.tooltip.top {
  padding: 5px 0;
  margin-top: -3px;
}
.tooltip.right {
  padding: 0 5px;
  margin-left: 3px;
}
.tooltip.bottom {
  padding: 5px 0;
  margin-top: 3px;
}
.tooltip.left {
  padding: 0 5px;
  margin-left: -3px;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000000;
}
.tooltip.top-left .tooltip-arrow {
  right: 5px;
  bottom: 0;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000000;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #ffffff;
  text-align: center;
  background-color: #000000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.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: 400;
  line-height: 1.42857143;
  line-break: auto;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  letter-spacing: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  white-space: normal;
  font-size: 13px;
  background-color: #ffffff;
  background-clip: padding-box;
  border: 1px solid #cccccc;
  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 > .arrow {
  border-width: 11px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow:after {
  content: "";
  border-width: 10px;
}
.popover.top > .arrow {
  bottom: -11px;
  left: 50%;
  margin-left: -11px;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  border-bottom-width: 0;
}
.popover.top > .arrow:after {
  bottom: 1px;
  margin-left: -10px;
  content: " ";
  border-top-color: #ffffff;
  border-bottom-width: 0;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
  border-left-width: 0;
}
.popover.right > .arrow:after {
  bottom: -10px;
  left: 1px;
  content: " ";
  border-right-color: #ffffff;
  border-left-width: 0;
}
.popover.bottom > .arrow {
  top: -11px;
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
}
.popover.bottom > .arrow:after {
  top: 1px;
  margin-left: -10px;
  content: " ";
  border-top-width: 0;
  border-bottom-color: #ffffff;
}
.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 {
  right: 1px;
  bottom: -10px;
  content: " ";
  border-right-width: 0;
  border-left-color: #ffffff;
}
.popover-title {
  padding: 8px 14px;
  margin: 0;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  width: 100%;
  overflow: hidden;
}
.carousel-inner > .item {
  position: relative;
  display: none;
  -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;
  bottom: 0;
  left: 0;
  width: 15%;
  font-size: 20px;
  color: #ffffff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
  filter: alpha(opacity=50);
  opacity: 0.5;
}
.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%);
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
  background-repeat: repeat-x;
}
.carousel-control.right {
  right: 0;
  left: auto;
  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%);
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
  background-repeat: repeat-x;
}
.carousel-control:hover,
.carousel-control:focus {
  color: #ffffff;
  text-decoration: none;
  outline: 0;
  filter: alpha(opacity=90);
  opacity: 0.9;
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  z-index: 5;
  display: inline-block;
  margin-top: -10px;
}
.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;
  font-family: serif;
  line-height: 1;
}
.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%;
  padding-left: 0;
  margin-left: -30%;
  text-align: center;
  list-style: none;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
  border: 1px solid #ffffff;
  border-radius: 10px;
}
.carousel-indicators .active {
  width: 12px;
  height: 12px;
  margin: 0;
  background-color: #ffffff;
}
.carousel-caption {
  position: absolute;
  right: 15%;
  bottom: 20px;
  left: 15%;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #ffffff;
  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 {
    right: 20%;
    left: 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 {
  display: table;
  content: " ";
}
.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-right: auto;
  margin-left: 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 #eeeeee;
  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: #ffffff;
}
/* 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: #000000;
}
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 compatibility 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: #ffffff;
  /* 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: #ffffff;
  /* 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,
#shutdown {
  color: #333333;
  background-color: #ffffff;
  border-color: #cccccc;
  margin-left: 10px;
}
span#login_widget > .button:focus,
#logout:focus,
#shutdown:focus,
span#login_widget > .button.focus,
#logout.focus,
#shutdown.focus {
  color: #333333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover,
#shutdown:hover {
  color: #333333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
#shutdown:active,
span#login_widget > .button.active,
#logout.active,
#shutdown.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout,
.open > .dropdown-toggle#shutdown {
  color: #333333;
  background-color: #e6e6e6;
  background-image: none;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
#shutdown:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
#shutdown.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
.open > .dropdown-toggle#shutdown:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
#shutdown:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
#shutdown.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
.open > .dropdown-toggle#shutdown:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
#shutdown:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
#shutdown.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus,
.open > .dropdown-toggle#shutdown.focus {
  color: #333333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
#shutdown.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
#shutdown[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
fieldset[disabled] #shutdown:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
#shutdown.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
#shutdown[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
fieldset[disabled] #shutdown:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
#shutdown.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
#shutdown[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus,
fieldset[disabled] #shutdown.focus {
  background-color: #ffffff;
  border-color: #cccccc;
}
span#login_widget > .button .badge,
#logout .badge,
#shutdown .badge {
  color: #ffffff;
  background-color: #333333;
}
.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;
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  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;
  }
}
/* rtl fixes for the error, connecting, and renaming window */
[dir="rtl"] .modal-footer {
  text-align: left !important;
}
[dir="rtl"] .close {
  float: left;
}
[dir="rtl"] .fa-step-forward::before {
  content: "\f048";
}
/*!
*
* 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: #eeeeee;
}
.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 #dddddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #dddddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #dddddd;
}
.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;
}
.file_size {
  width: 65px;
  text-align: right;
}
[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: #357935;
}
.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: #eeeeee;
  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 #dddddd;
}
#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: #eeeeee;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #ffffff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #ffffff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #ffffff;
    -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: #ffffff;
}
/*!
*
* 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-#000000-fg {
  color: #3e424d;
}
.ansi-#000000-bg {
  background-color: #3e424d;
}
.ansi-#000000-intense-fg {
  color: #282c36;
}
.ansi-#000000-intense-bg {
  background-color: #282c36;
}
.ansi-#ff0000-fg {
  color: #e75c58;
}
.ansi-#ff0000-bg {
  background-color: #e75c58;
}
.ansi-#ff0000-intense-fg {
  color: #b22b31;
}
.ansi-#ff0000-intense-bg {
  background-color: #b22b31;
}
.ansi-#008000-fg {
  color: #00a250;
}
.ansi-#008000-bg {
  background-color: #00a250;
}
.ansi-#008000-intense-fg {
  color: #007427;
}
.ansi-#008000-intense-bg {
  background-color: #007427;
}
.ansi-#ffff00-fg {
  color: #ddb62b;
}
.ansi-#ffff00-bg {
  background-color: #ddb62b;
}
.ansi-#ffff00-intense-fg {
  color: #b27d12;
}
.ansi-#ffff00-intense-bg {
  background-color: #b27d12;
}
.ansi-#0000ff-fg {
  color: #208ffb;
}
.ansi-#0000ff-bg {
  background-color: #208ffb;
}
.ansi-#0000ff-intense-fg {
  color: #0065ca;
}
.ansi-#0000ff-intense-bg {
  background-color: #0065ca;
}
.ansi-#ff00ff-fg {
  color: #d160c4;
}
.ansi-#ff00ff-bg {
  background-color: #d160c4;
}
.ansi-#ff00ff-intense-fg {
  color: #a03196;
}
.ansi-#ff00ff-intense-bg {
  background-color: #a03196;
}
.ansi-#00ffff-fg {
  color: #60c6c8;
}
.ansi-#00ffff-bg {
  background-color: #60c6c8;
}
.ansi-#00ffff-intense-fg {
  color: #258f8f;
}
.ansi-#00ffff-intense-bg {
  background-color: #258f8f;
}
.ansi-#ffffff-fg {
  color: #c5c1b4;
}
.ansi-#ffffff-bg {
  background-color: #c5c1b4;
}
.ansi-#ffffff-intense-fg {
  color: #a1a6b2;
}
.ansi-#ffffff-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;
}
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;
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  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: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  /* 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;
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
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;
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
@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;
    /* Old browsers */
    -webkit-box-flex: 0;
    -moz-box-flex: 0;
    box-flex: 0;
    /* Modern browsers */
    flex: none;
  }
}
div.prompt_container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  align-items: flex-start;
  text-align: right;
}
/* 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.run_this_cell {
  display: none;
  cursor: pointer;
  color: #333;
  padding-top: 5px;
  padding-bottom: 5px;
  padding-left: 2ex;
  padding-right: 2ex;
  width: 1ex;
}
div.prompt {
  min-width: 15ex;
}
@media (-moz-touch-enabled: 1), (any-pointer: coarse) {
  div.run_this_cell {
    display: block;
  }
}
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: #000000;
}
.highlight-variable {
  color: #000000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #007979;
  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: #000000;
}
.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: #007979;
  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;
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  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;
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
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 #000000;
  box-shadow: inset 0 0 1px #000000;
  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;
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
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;
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
@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;
    /* Old browsers */
    -webkit-box-flex: 0;
    -moz-box-flex: 0;
    box-flex: 0;
    /* Modern browsers */
    flex: none;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: #000000;
  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: #000000;
  /* 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: #000000;
  /* 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: #000000;
  background-color: #000000;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #ffffff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #ffffff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000000;
  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: #000000;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid #000000;
  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;
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
@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: #000000;
  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;
  padding-bottom: 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: #ffffff;
    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: #eeeeee;
  }
}
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-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  /* 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: #ffffff;
  background-image: none;
  border: 1px solid #cccccc;
  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: #999999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999999;
}
.celltoolbar select::-ms-expand {
  background-color: transparent;
  border: 0;
}
.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), #eeeeee);
}
.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: #ffffff;
  background-image: none;
  border: 1px solid #cccccc;
  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: #999999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  background-color: transparent;
  border: 0;
}
.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: #000000;
  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: #565656;
  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: #565656;
  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: #565656;
  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: #565656;
  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: #565656;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333333;
  background-color: #ffffff;
  border-color: #cccccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333333;
  background-color: #e6e6e6;
  background-image: none;
  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: #333333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.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: #ffffff;
  border-color: #cccccc;
}
.notification_widget .badge {
  color: #ffffff;
  background-color: #333333;
}
.notification_widget.warning {
  background-color: #f0ad4e;
  border-color: #eea236;
  color: #ffffff;
  background-color: #b46102;
  border-color: #b46102;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #ffffff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #ffffff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #ffffff;
  background-color: #ec971f;
  background-image: none;
  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: #ffffff;
  background-color: #d58512;
  border-color: #985f0d;
}
.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: #ffffff;
}
.notification_widget.success {
  color: #ffffff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #ffffff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #ffffff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #ffffff;
  background-color: #449d44;
  background-image: none;
  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: #ffffff;
  background-color: #398439;
  border-color: #255625;
}
.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: #ffffff;
}
.notification_widget.info {
  color: #ffffff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #ffffff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #ffffff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #ffffff;
  background-color: #31b0d5;
  background-image: none;
  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: #ffffff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.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: #ffffff;
}
.notification_widget.danger {
  background-color: #d9534f;
  border-color: #d43f3a;
  color: #ffffff;
  background-color: #df0404;
  border-color: #df0404;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #ffffff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #ffffff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #ffffff;
  background-color: #c9302c;
  background-image: none;
  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: #ffffff;
  background-color: #ac2925;
  border-color: #761c19;
}
.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: #ffffff;
}
div#pager {
  background-color: #ffffff;
  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: #000000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-button-area .ui-button {
  padding-top: 0px;
  padding-bottom: 0px;
  padding-right: 10px;
  padding-left: 10px;
}
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;
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  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: 85px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltipbuttons .ui-button {
  padding-top: 0px;
  padding-bottom: 0px;
  padding-right: 10px;
  padding-left: 10px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
  /*avoid the ui-icon(s) from overlapping the tooltip*/
  padding-top: 5px;
}
.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: #eeeeee;
}
.terminal-app #header {
  background: #ffffff;
  -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);
  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-container {
  padding-top: 20px;
  height: 100%;
}
.terminal-app #terminado-container {
  height: 100%;
}
.btn-danger {
  color: #ffffff;
  background-color: #df0404;
  border-color: #df0404;
}
.btn-warning {
  color: #ffffff;
  background-color: #b46102;
  border-color: #b46102;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000000;
  text-shadow: 0 1px 0 #ffffff;
  filter: alpha(opacity=60);
  opacity: 0.6;
}
.close:hover,
.close:focus {
  color: #000000;
  text-decoration: none;
  cursor: pointer;
  filter: alpha(opacity=100);
  opacity: 1;
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
  appearance: none;
}
.navbar-nav > li > a {
  color: #565656;
}
.navbar-nav > li > a:focus {
  /* -webkit-focus-ring-color = '#5B9DD9' */
  outline: -webkit-focus-ring-color auto 5px;
}
/*# 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 */
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> notebook
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<h1 id="Calculation-of-thermal-irradiance-spectrum">Calculation of thermal irradiance spectrum<a class="anchor-link" href="#Calculation-of-thermal-irradiance-spectrum">&#182;</a></h1><h3 id="libRadtran-input-file-to-calculate-thermal-spectrum-(reptran.inp)">libRadtran input file to calculate thermal spectrum (reptran.inp)<a class="anchor-link" href="#libRadtran-input-file-to-calculate-thermal-spectrum-(reptran.inp)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">atmosphere_file</span> <span class="n">midlatitude_summer</span>  <span class="c1"># Define atmosphere file</span>

<span class="n">rte_solver</span> <span class="n">schwarzschild</span>   <span class="c1"># Radiative transfer equation solver</span>

<span class="c1"># use REPTRAN absorption parameterization</span>
<span class="n">mol_abs_param</span> <span class="n">reptran</span> <span class="n">fine</span>


                           <span class="c1"># calculate brightness temperature</span>
<span class="c1">#output_quantity brightness</span>

<span class="n">albedo</span> <span class="mi">0</span>                   <span class="c1"># set albedo to 0, emissivity to 1</span>
<span class="n">source</span> <span class="n">thermal</span>             <span class="c1"># thermal</span>
<span class="n">wavelength</span> <span class="mi">5000</span> <span class="mi">100000</span>

<span class="n">zout</span> <span class="n">TOA</span>                   <span class="c1"># TOA</span>

<span class="n">output_process</span> <span class="n">per_nm</span>
<span class="n">output_user</span> <span class="k">lambda</span> <span class="n">eup</span> <span class="n">edn</span> 

<span class="n">quiet</span>
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<h2 id="Run-various-REPTRAN-spectral-resolutions-and-plot-the-results">Run various REPTRAN spectral resolutions and plot the results<a class="anchor-link" href="#Run-various-REPTRAN-spectral-resolutions-and-plot-the-results">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pylab</span> <span class="k">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">os</span>

<span class="c1"># Calculate transmittance with REPTRAN at different spectral resolutions</span>

<span class="n">spectral_resolutions</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;fine&#39;</span><span class="p">,</span> <span class="s1">&#39;medium&#39;</span><span class="p">,</span> <span class="s1">&#39;coarse&#39;</span><span class="p">]</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">spectral_resolutions</span><span class="p">)):</span>

    <span class="n">tmp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;./reptran.inp&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
    <span class="n">inp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;uvspec.inp&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>

    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;mol_abs_param reptran </span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">spectral_resolutions</span>[i])

    <span class="n">inp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

    <span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; uvspec.inp &gt; uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">spectral_resolutions</span>[i])



<span class="c1"># plot results</span>

<span class="n">figure</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">spectral_resolutions</span><span class="p">)):</span>
    
    <span class="n">data</span><span class="o">=</span><span class="n">loadtxt</span><span class="p">(</span><span class="s1">&#39;uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">spectral_resolutions</span>[i])

    <span class="n">semilogx</span><span class="p">(</span><span class="n">data</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</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="n">spectral_resolutions</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>

    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;E$_</span><span class="si">{up}</span><span class="s1">$ [W/m$^2$/nm]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>
    
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    var width = Math.abs(x1 - x0);
    var height = Math.abs(y1 - y0);

    fig.rubberband_context.clearRect(
        0,
        0,
        fig.canvas.width / fig.ratio,
        fig.canvas.height / fig.ratio
    );

    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
};

mpl.figure.prototype.handle_figure_label = function (fig, msg) {
    // Updates the figure title.
    fig.header.textContent = msg['label'];
};

mpl.figure.prototype.handle_cursor = function (fig, msg) {
    fig.rubberband_canvas.style.cursor = msg['cursor'];
};

mpl.figure.prototype.handle_message = function (fig, msg) {
    fig.message.textContent = msg['message'];
};

mpl.figure.prototype.handle_draw = function (fig, _msg) {
    // Request the server to send over a new figure.
    fig.send_draw_message();
};

mpl.figure.prototype.handle_image_mode = function (fig, msg) {
    fig.image_mode = msg['mode'];
};

mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
    for (var key in msg) {
        if (!(key in fig.buttons)) {
            continue;
        }
        fig.buttons[key].disabled = !msg[key];
        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
    }
};

mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
    if (msg['mode'] === 'PAN') {
        fig.buttons['Pan'].classList.add('active');
        fig.buttons['Zoom'].classList.remove('active');
    } else if (msg['mode'] === 'ZOOM') {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.add('active');
    } else {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.remove('active');
    }
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Called whenever the canvas gets updated.
    this.send_message('ack', {});
};

// A function to construct a web socket function for onmessage handling.
// Called in the figure constructor.
mpl.figure.prototype._make_on_message_function = function (fig) {
    return function socket_on_message(evt) {
        if (evt.data instanceof Blob) {
            var img = evt.data;
            if (img.type !== 'image/png') {
                /* FIXME: We get "Resource interpreted as Image but
                 * transferred with MIME type text/plain:" errors on
                 * Chrome.  But how to set the MIME type?  It doesn't seem
                 * to be part of the websocket stream */
                img.type = 'image/png';
            }

            /* Free the memory for the previous frames */
            if (fig.imageObj.src) {
                (window.URL || window.webkitURL).revokeObjectURL(
                    fig.imageObj.src
                );
            }

            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
                img
            );
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        } else if (
            typeof evt.data === 'string' &&
            evt.data.slice(0, 21) === 'data:image/png;base64'
        ) {
            fig.imageObj.src = evt.data;
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        }

        var msg = JSON.parse(evt.data);
        var msg_type = msg['type'];

        // Call the  "handle_{type}" callback, which takes
        // the figure and JSON message as its only arguments.
        try {
            var callback = fig['handle_' + msg_type];
        } catch (e) {
            console.log(
                "No handler for the '" + msg_type + "' message type: ",
                msg
            );
            return;
        }

        if (callback) {
            try {
                // console.log("Handling '" + msg_type + "' message: ", msg);
                callback(fig, msg);
            } catch (e) {
                console.log(
                    "Exception inside the 'handler_" + msg_type + "' callback:",
                    e,
                    e.stack,
                    msg
                );
            }
        }
    };
};

// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas
mpl.findpos = function (e) {
    //this section is from http://www.quirksmode.org/js/events_properties.html
    var targ;
    if (!e) {
        e = window.event;
    }
    if (e.target) {
        targ = e.target;
    } else if (e.srcElement) {
        targ = e.srcElement;
    }
    if (targ.nodeType === 3) {
        // defeat Safari bug
        targ = targ.parentNode;
    }

    // pageX,Y are the mouse positions relative to the document
    var boundingRect = targ.getBoundingClientRect();
    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);
    var y = e.pageY - (boundingRect.top + document.body.scrollTop);

    return { x: x, y: y };
};

/*
 * return a copy of an object with only non-object keys
 * we need this to avoid circular references
 * https://stackoverflow.com/a/24161582/3208463
 */
function simpleKeys(original) {
    return Object.keys(original).reduce(function (obj, key) {
        if (typeof original[key] !== 'object') {
            obj[key] = original[key];
        }
        return obj;
    }, {});
}

mpl.figure.prototype.mouse_event = function (event, name) {
    var canvas_pos = mpl.findpos(event);

    if (name === 'button_press') {
        this.canvas.focus();
        this.canvas_div.focus();
    }

    var x = canvas_pos.x * this.ratio;
    var y = canvas_pos.y * this.ratio;

    this.send_message(name, {
        x: x,
        y: y,
        button: event.button,
        step: event.step,
        guiEvent: simpleKeys(event),
    });

    /* This prevents the web browser from automatically changing to
     * the text insertion cursor when the button is pressed.  We want
     * to control all of the cursor setting manually through the
     * 'cursor' event from matplotlib */
    event.preventDefault();
    return false;
};

mpl.figure.prototype._key_event_extra = function (_event, _name) {
    // Handle any extra behaviour associated with a key event
};

mpl.figure.prototype.key_event = function (event, name) {
    // Prevent repeat events
    if (name === 'key_press') {
        if (event.key === this._key) {
            return;
        } else {
            this._key = event.key;
        }
    }
    if (name === 'key_release') {
        this._key = null;
    }

    var value = '';
    if (event.ctrlKey && event.key !== 'Control') {
        value += 'ctrl+';
    }
    else if (event.altKey && event.key !== 'Alt') {
        value += 'alt+';
    }
    else if (event.shiftKey && event.key !== 'Shift') {
        value += 'shift+';
    }

    value += 'k' + event.key;

    this._key_event_extra(event, name);

    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
    return false;
};

mpl.figure.prototype.toolbar_button_onclick = function (name) {
    if (name === 'download') {
        this.handle_save(this, null);
    } else {
        this.send_message('toolbar_button', { name: name });
    }
};

mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
    this.message.textContent = tooltip;
};

///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
// prettier-ignore
var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home icon-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left icon-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right icon-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows icon-move", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o icon-check-empty", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o icon-save", "download"]];

mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif"];

mpl.default_extension = "png";/* global mpl */

var comm_websocket_adapter = function (comm) {
    // Create a "websocket"-like object which calls the given IPython comm
    // object with the appropriate methods. Currently this is a non binary
    // socket, so there is still some room for performance tuning.
    var ws = {};

    ws.binaryType = comm.kernel.ws.binaryType;
    ws.readyState = comm.kernel.ws.readyState;
    function updateReadyState(_event) {
        if (comm.kernel.ws) {
            ws.readyState = comm.kernel.ws.readyState;
        } else {
            ws.readyState = 3; // Closed state.
        }
    }
    comm.kernel.ws.addEventListener('open', updateReadyState);
    comm.kernel.ws.addEventListener('close', updateReadyState);
    comm.kernel.ws.addEventListener('error', updateReadyState);

    ws.close = function () {
        comm.close();
    };
    ws.send = function (m) {
        //console.log('sending', m);
        comm.send(m);
    };
    // Register the callback with on_msg.
    comm.on_msg(function (msg) {
        //console.log('receiving', msg['content']['data'], msg);
        var data = msg['content']['data'];
        if (data['blob'] !== undefined) {
            data = {
                data: new Blob(msg['buffers'], { type: data['blob'] }),
            };
        }
        // Pass the mpl event to the overridden (by mpl) onmessage function.
        ws.onmessage(data);
    });
    return ws;
};

mpl.mpl_figure_comm = function (comm, msg) {
    // This is the function which gets called when the mpl process
    // starts-up an IPython Comm through the "matplotlib" channel.

    var id = msg.content.data.id;
    // Get hold of the div created by the display call when the Comm
    // socket was opened in Python.
    var element = document.getElementById(id);
    var ws_proxy = comm_websocket_adapter(comm);

    function ondownload(figure, _format) {
        window.open(figure.canvas.toDataURL());
    }

    var fig = new mpl.figure(id, ws_proxy, ondownload, element);

    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
    // web socket which is closed, not our websocket->open comm proxy.
    ws_proxy.onopen();

    fig.parent_element = element;
    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
    if (!fig.cell_info) {
        console.error('Failed to find cell for figure', id, fig);
        return;
    }
    fig.cell_info[0].output_area.element.on(
        'cleared',
        { fig: fig },
        fig._remove_fig_handler
    );
};

mpl.figure.prototype.handle_close = function (fig, msg) {
    var width = fig.canvas.width / fig.ratio;
    fig.cell_info[0].output_area.element.off(
        'cleared',
        fig._remove_fig_handler
    );
    fig.resizeObserverInstance.unobserve(fig.canvas_div);

    // Update the output cell to use the data from the current canvas.
    fig.push_to_output();
    var dataURL = fig.canvas.toDataURL();
    // Re-enable the keyboard manager in IPython - without this line, in FF,
    // the notebook keyboard shortcuts fail.
    IPython.keyboard_manager.enable();
    fig.parent_element.innerHTML =
        '<img src="' + dataURL + '" width="' + width + '">';
    fig.close_ws(fig, msg);
};

mpl.figure.prototype.close_ws = function (fig, msg) {
    fig.send_message('closing', msg);
    // fig.ws.close()
};

mpl.figure.prototype.push_to_output = function (_remove_interactive) {
    // Turn the data on the canvas into data in the output cell.
    var width = this.canvas.width / this.ratio;
    var dataURL = this.canvas.toDataURL();
    this.cell_info[1]['text/html'] =
        '<img src="' + dataURL + '" width="' + width + '">';
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Tell IPython that the notebook contents must change.
    IPython.notebook.set_dirty(true);
    this.send_message('ack', {});
    var fig = this;
    // Wait a second, then push the new image to the DOM so
    // that it is saved nicely (might be nice to debounce this).
    setTimeout(function () {
        fig.push_to_output();
    }, 1000);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'btn-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'btn-group';
    var button;
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'btn-group';
            continue;
        }

        button = fig.buttons[name] = document.createElement('button');
        button.classList = 'btn btn-default';
        button.href = '#';
        button.title = name;
        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    // Add the status bar.
    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message pull-right';
    toolbar.appendChild(status_bar);
    this.message = status_bar;

    // Add the close button to the window.
    var buttongrp = document.createElement('div');
    buttongrp.classList = 'btn-group inline pull-right';
    button = document.createElement('button');
    button.classList = 'btn btn-mini btn-primary';
    button.href = '#';
    button.title = 'Stop Interaction';
    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
    button.addEventListener('click', function (_evt) {
        fig.handle_close(fig, {});
    });
    button.addEventListener(
        'mouseover',
        on_mouseover_closure('Stop Interaction')
    );
    buttongrp.appendChild(button);
    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
    titlebar.insertBefore(buttongrp, titlebar.firstChild);
};

mpl.figure.prototype._remove_fig_handler = function (event) {
    var fig = event.data.fig;
    if (event.target !== this) {
        // Ignore bubbled events from children.
        return;
    }
    fig.close_ws(fig, {});
};

mpl.figure.prototype._root_extra_style = function (el) {
    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
};

mpl.figure.prototype._canvas_extra_style = function (el) {
    // this is important to make the div 'focusable
    el.setAttribute('tabindex', 0);
    // reach out to IPython and tell the keyboard manager to turn it's self
    // off when our div gets focus

    // location in version 3
    if (IPython.notebook.keyboard_manager) {
        IPython.notebook.keyboard_manager.register_events(el);
    } else {
        // location in version 2
        IPython.keyboard_manager.register_events(el);
    }
};

mpl.figure.prototype._key_event_extra = function (event, _name) {
    // Check for shift+enter
    if (event.shiftKey && event.which === 13) {
        this.canvas_div.blur();
        // select the cell after this one
        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
        IPython.notebook.select(index + 1);
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    fig.ondownload(fig, null);
};

mpl.find_output_cell = function (html_output) {
    // Return the cell and output element which can be found *uniquely* in the notebook.
    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
    // IPython event is triggered only after the cells have been serialised, which for
    // our purposes (turning an active figure into a static one), is too late.
    var cells = IPython.notebook.get_cells();
    var ncells = cells.length;
    for (var i = 0; i < ncells; i++) {
        var cell = cells[i];
        if (cell.cell_type === 'code') {
            for (var j = 0; j < cell.output_area.outputs.length; j++) {
                var data = cell.output_area.outputs[j];
                if (data.data) {
                    // IPython >= 3 moved mimebundle to data attribute of output
                    data = data.data;
                }
                if (data['text/html'] === html_output) {
                    return [cell, data, j];
                }
            }
        }
    }
};

// Register the function which deals with the matplotlib target/channel.
// The kernel may be null if the page has been refreshed.
if (IPython.notebook.kernel !== null) {
    IPython.notebook.kernel.comm_manager.register_target(
        'matplotlib',
        mpl.mpl_figure_comm
    );
}

</script>
</div>

</div>

<div class="output_area">

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



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" 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<h2 id="Impact-of-various-trace-gases">Impact of various trace gases<a class="anchor-link" href="#Impact-of-various-trace-gases">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[3]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pylab</span> <span class="k">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">os</span>

<span class="c1"># Calculate transmittance including only single species</span>

<span class="n">all_species</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;O3&#39;</span><span class="p">,</span><span class="s1">&#39;O2&#39;</span><span class="p">,</span><span class="s1">&#39;H2O&#39;</span><span class="p">,</span><span class="s1">&#39;CO2&#39;</span><span class="p">,</span><span class="s1">&#39;NO2&#39;</span><span class="p">,</span><span class="s1">&#39;BRO&#39;</span><span class="p">,</span><span class="s1">&#39;OCLO&#39;</span><span class="p">,</span><span class="s1">&#39;HCHO&#39;</span><span class="p">,</span><span class="s1">&#39;O4&#39;</span><span class="p">,</span><span class="s1">&#39;SO2&#39;</span><span class="p">,</span><span class="s1">&#39;CH4&#39;</span><span class="p">,</span><span class="s1">&#39;N2O&#39;</span><span class="p">,</span><span class="s1">&#39;CO&#39;</span><span class="p">,</span><span class="s1">&#39;N2&#39;</span><span class="p">]</span> 

<span class="n">species</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;H2O&#39;</span><span class="p">,</span> <span class="s1">&#39;CO2&#39;</span><span class="p">,</span> <span class="s1">&#39;CH4&#39;</span><span class="p">,</span> <span class="s1">&#39;N2O&#39;</span><span class="p">,</span> <span class="s1">&#39;O3&#39;</span><span class="p">]</span> 

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">species</span><span class="p">)):</span>

    <span class="n">tmp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;./reptran.inp&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
    <span class="n">inp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;uvspec.inp&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>

    <span class="c1"># set concentrations of all species except species[i] to 0</span>
    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">all_species</span><span class="p">)):</span>
        <span class="k">if</span> <span class="n">all_species</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">!=</span> <span class="n">species</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
            <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;mol_modify </span><span class="si">%s</span><span class="s1"> 0 CM_2 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">all_species</span>[j])
    
    <span class="n">inp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

    <span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; uvspec.inp &gt; uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">species</span>[i])



<span class="c1"># plot results</span>

<span class="n">figure</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">species</span><span class="p">)):</span>
    
    <span class="n">data</span><span class="o">=</span><span class="n">loadtxt</span><span class="p">(</span><span class="s1">&#39;uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">species</span>[i])

    <span class="n">semilogx</span><span class="p">(</span><span class="n">data</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</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="n">species</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>

    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;E$_</span><span class="si">{up}</span><span class="s1">$ [W/m$^2$/nm]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>
    
</pre></div>

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

<div class="output_wrapper">
<div class="output">


<div class="output_area">

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





<div id="6f4fb278-e1e7-4132-95b4-e6c2a8fd97fb"></div>
<div class="output_subarea output_javascript ">
<script type="text/javascript">
var element = $('#6f4fb278-e1e7-4132-95b4-e6c2a8fd97fb');
/* Put everything inside the global mpl namespace */
/* global mpl */
window.mpl = {};

mpl.get_websocket_type = function () {
    if (typeof WebSocket !== 'undefined') {
        return WebSocket;
    } else if (typeof MozWebSocket !== 'undefined') {
        return MozWebSocket;
    } else {
        alert(
            'Your browser does not have WebSocket support. ' +
                'Please try Chrome, Safari or Firefox ≥ 6. ' +
                'Firefox 4 and 5 are also supported but you ' +
                'have to enable WebSockets in about:config.'
        );
    }
};

mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
    this.id = figure_id;

    this.ws = websocket;

    this.supports_binary = this.ws.binaryType !== undefined;

    if (!this.supports_binary) {
        var warnings = document.getElementById('mpl-warnings');
        if (warnings) {
            warnings.style.display = 'block';
            warnings.textContent =
                'This browser does not support binary websocket messages. ' +
                'Performance may be slow.';
        }
    }

    this.imageObj = new Image();

    this.context = undefined;
    this.message = undefined;
    this.canvas = undefined;
    this.rubberband_canvas = undefined;
    this.rubberband_context = undefined;
    this.format_dropdown = undefined;

    this.image_mode = 'full';

    this.root = document.createElement('div');
    this.root.setAttribute('style', 'display: inline-block');
    this._root_extra_style(this.root);

    parent_element.appendChild(this.root);

    this._init_header(this);
    this._init_canvas(this);
    this._init_toolbar(this);

    var fig = this;

    this.waiting = false;

    this.ws.onopen = function () {
        fig.send_message('supports_binary', { value: fig.supports_binary });
        fig.send_message('send_image_mode', {});
        if (fig.ratio !== 1) {
            fig.send_message('set_device_pixel_ratio', {
                device_pixel_ratio: fig.ratio,
            });
        }
        fig.send_message('refresh', {});
    };

    this.imageObj.onload = function () {
        if (fig.image_mode === 'full') {
            // Full images could contain transparency (where diff images
            // almost always do), so we need to clear the canvas so that
            // there is no ghosting.
            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
        }
        fig.context.drawImage(fig.imageObj, 0, 0);
    };

    this.imageObj.onunload = function () {
        fig.ws.close();
    };

    this.ws.onmessage = this._make_on_message_function(this);

    this.ondownload = ondownload;
};

mpl.figure.prototype._init_header = function () {
    var titlebar = document.createElement('div');
    titlebar.classList =
        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
    var titletext = document.createElement('div');
    titletext.classList = 'ui-dialog-title';
    titletext.setAttribute(
        'style',
        'width: 100%; text-align: center; padding: 3px;'
    );
    titlebar.appendChild(titletext);
    this.root.appendChild(titlebar);
    this.header = titletext;
};

mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};

mpl.figure.prototype._root_extra_style = function (_canvas_div) {};

mpl.figure.prototype._init_canvas = function () {
    var fig = this;

    var canvas_div = (this.canvas_div = document.createElement('div'));
    canvas_div.setAttribute(
        'style',
        'border: 1px solid #ddd;' +
            'box-sizing: content-box;' +
            'clear: both;' +
            'min-height: 1px;' +
            'min-width: 1px;' +
            'outline: 0;' +
            'overflow: hidden;' +
            'position: relative;' +
            'resize: both;'
    );

    function on_keyboard_event_closure(name) {
        return function (event) {
            return fig.key_event(event, name);
        };
    }

    canvas_div.addEventListener(
        'keydown',
        on_keyboard_event_closure('key_press')
    );
    canvas_div.addEventListener(
        'keyup',
        on_keyboard_event_closure('key_release')
    );

    this._canvas_extra_style(canvas_div);
    this.root.appendChild(canvas_div);

    var canvas = (this.canvas = document.createElement('canvas'));
    canvas.classList.add('mpl-canvas');
    canvas.setAttribute('style', 'box-sizing: content-box;');

    this.context = canvas.getContext('2d');

    var backingStore =
        this.context.backingStorePixelRatio ||
        this.context.webkitBackingStorePixelRatio ||
        this.context.mozBackingStorePixelRatio ||
        this.context.msBackingStorePixelRatio ||
        this.context.oBackingStorePixelRatio ||
        this.context.backingStorePixelRatio ||
        1;

    this.ratio = (window.devicePixelRatio || 1) / backingStore;

    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
        'canvas'
    ));
    rubberband_canvas.setAttribute(
        'style',
        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'
    );

    // Apply a ponyfill if ResizeObserver is not implemented by browser.
    if (this.ResizeObserver === undefined) {
        if (window.ResizeObserver !== undefined) {
            this.ResizeObserver = window.ResizeObserver;
        } else {
            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
            this.ResizeObserver = obs.ResizeObserver;
        }
    }

    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
        var nentries = entries.length;
        for (var i = 0; i < nentries; i++) {
            var entry = entries[i];
            var width, height;
            if (entry.contentBoxSize) {
                if (entry.contentBoxSize instanceof Array) {
                    // Chrome 84 implements new version of spec.
                    width = entry.contentBoxSize[0].inlineSize;
                    height = entry.contentBoxSize[0].blockSize;
                } else {
                    // Firefox implements old version of spec.
                    width = entry.contentBoxSize.inlineSize;
                    height = entry.contentBoxSize.blockSize;
                }
            } else {
                // Chrome <84 implements even older version of spec.
                width = entry.contentRect.width;
                height = entry.contentRect.height;
            }

            // Keep the size of the canvas and rubber band canvas in sync with
            // the canvas container.
            if (entry.devicePixelContentBoxSize) {
                // Chrome 84 implements new version of spec.
                canvas.setAttribute(
                    'width',
                    entry.devicePixelContentBoxSize[0].inlineSize
                );
                canvas.setAttribute(
                    'height',
                    entry.devicePixelContentBoxSize[0].blockSize
                );
            } else {
                canvas.setAttribute('width', width * fig.ratio);
                canvas.setAttribute('height', height * fig.ratio);
            }
            canvas.setAttribute(
                'style',
                'width: ' + width + 'px; height: ' + height + 'px;'
            );

            rubberband_canvas.setAttribute('width', width);
            rubberband_canvas.setAttribute('height', height);

            // And update the size in Python. We ignore the initial 0/0 size
            // that occurs as the element is placed into the DOM, which should
            // otherwise not happen due to the minimum size styling.
            if (fig.ws.readyState == 1 && width != 0 && height != 0) {
                fig.request_resize(width, height);
            }
        }
    });
    this.resizeObserverInstance.observe(canvas_div);

    function on_mouse_event_closure(name) {
        return function (event) {
            return fig.mouse_event(event, name);
        };
    }

    rubberband_canvas.addEventListener(
        'mousedown',
        on_mouse_event_closure('button_press')
    );
    rubberband_canvas.addEventListener(
        'mouseup',
        on_mouse_event_closure('button_release')
    );
    rubberband_canvas.addEventListener(
        'dblclick',
        on_mouse_event_closure('dblclick')
    );
    // Throttle sequential mouse events to 1 every 20ms.
    rubberband_canvas.addEventListener(
        'mousemove',
        on_mouse_event_closure('motion_notify')
    );

    rubberband_canvas.addEventListener(
        'mouseenter',
        on_mouse_event_closure('figure_enter')
    );
    rubberband_canvas.addEventListener(
        'mouseleave',
        on_mouse_event_closure('figure_leave')
    );

    canvas_div.addEventListener('wheel', function (event) {
        if (event.deltaY < 0) {
            event.step = 1;
        } else {
            event.step = -1;
        }
        on_mouse_event_closure('scroll')(event);
    });

    canvas_div.appendChild(canvas);
    canvas_div.appendChild(rubberband_canvas);

    this.rubberband_context = rubberband_canvas.getContext('2d');
    this.rubberband_context.strokeStyle = '#000000';

    this._resize_canvas = function (width, height, forward) {
        if (forward) {
            canvas_div.style.width = width + 'px';
            canvas_div.style.height = height + 'px';
        }
    };

    // Disable right mouse context menu.
    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {
        event.preventDefault();
        return false;
    });

    function set_focus() {
        canvas.focus();
        canvas_div.focus();
    }

    window.setTimeout(set_focus, 100);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'mpl-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'mpl-button-group';
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'mpl-button-group';
            continue;
        }

        var button = (fig.buttons[name] = document.createElement('button'));
        button.classList = 'mpl-widget';
        button.setAttribute('role', 'button');
        button.setAttribute('aria-disabled', 'false');
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));

        var icon_img = document.createElement('img');
        icon_img.src = '_images/' + image + '.png';
        icon_img.srcset = '_images/' + image + '_large.png 2x';
        icon_img.alt = tooltip;
        button.appendChild(icon_img);

        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    var fmt_picker = document.createElement('select');
    fmt_picker.classList = 'mpl-widget';
    toolbar.appendChild(fmt_picker);
    this.format_dropdown = fmt_picker;

    for (var ind in mpl.extensions) {
        var fmt = mpl.extensions[ind];
        var option = document.createElement('option');
        option.selected = fmt === mpl.default_extension;
        option.innerHTML = fmt;
        fmt_picker.appendChild(option);
    }

    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message';
    toolbar.appendChild(status_bar);
    this.message = status_bar;
};

mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
    // which will in turn request a refresh of the image.
    this.send_message('resize', { width: x_pixels, height: y_pixels });
};

mpl.figure.prototype.send_message = function (type, properties) {
    properties['type'] = type;
    properties['figure_id'] = this.id;
    this.ws.send(JSON.stringify(properties));
};

mpl.figure.prototype.send_draw_message = function () {
    if (!this.waiting) {
        this.waiting = true;
        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    var format_dropdown = fig.format_dropdown;
    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
    fig.ondownload(fig, format);
};

mpl.figure.prototype.handle_resize = function (fig, msg) {
    var size = msg['size'];
    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
        fig._resize_canvas(size[0], size[1], msg['forward']);
        fig.send_message('refresh', {});
    }
};

mpl.figure.prototype.handle_rubberband = function (fig, msg) {
    var x0 = msg['x0'] / fig.ratio;
    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
    var x1 = msg['x1'] / fig.ratio;
    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
    x0 = Math.floor(x0) + 0.5;
    y0 = Math.floor(y0) + 0.5;
    x1 = Math.floor(x1) + 0.5;
    y1 = Math.floor(y1) + 0.5;
    var min_x = Math.min(x0, x1);
    var min_y = Math.min(y0, y1);
    var width = Math.abs(x1 - x0);
    var height = Math.abs(y1 - y0);

    fig.rubberband_context.clearRect(
        0,
        0,
        fig.canvas.width / fig.ratio,
        fig.canvas.height / fig.ratio
    );

    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
};

mpl.figure.prototype.handle_figure_label = function (fig, msg) {
    // Updates the figure title.
    fig.header.textContent = msg['label'];
};

mpl.figure.prototype.handle_cursor = function (fig, msg) {
    fig.rubberband_canvas.style.cursor = msg['cursor'];
};

mpl.figure.prototype.handle_message = function (fig, msg) {
    fig.message.textContent = msg['message'];
};

mpl.figure.prototype.handle_draw = function (fig, _msg) {
    // Request the server to send over a new figure.
    fig.send_draw_message();
};

mpl.figure.prototype.handle_image_mode = function (fig, msg) {
    fig.image_mode = msg['mode'];
};

mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
    for (var key in msg) {
        if (!(key in fig.buttons)) {
            continue;
        }
        fig.buttons[key].disabled = !msg[key];
        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
    }
};

mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
    if (msg['mode'] === 'PAN') {
        fig.buttons['Pan'].classList.add('active');
        fig.buttons['Zoom'].classList.remove('active');
    } else if (msg['mode'] === 'ZOOM') {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.add('active');
    } else {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.remove('active');
    }
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Called whenever the canvas gets updated.
    this.send_message('ack', {});
};

// A function to construct a web socket function for onmessage handling.
// Called in the figure constructor.
mpl.figure.prototype._make_on_message_function = function (fig) {
    return function socket_on_message(evt) {
        if (evt.data instanceof Blob) {
            var img = evt.data;
            if (img.type !== 'image/png') {
                /* FIXME: We get "Resource interpreted as Image but
                 * transferred with MIME type text/plain:" errors on
                 * Chrome.  But how to set the MIME type?  It doesn't seem
                 * to be part of the websocket stream */
                img.type = 'image/png';
            }

            /* Free the memory for the previous frames */
            if (fig.imageObj.src) {
                (window.URL || window.webkitURL).revokeObjectURL(
                    fig.imageObj.src
                );
            }

            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
                img
            );
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        } else if (
            typeof evt.data === 'string' &&
            evt.data.slice(0, 21) === 'data:image/png;base64'
        ) {
            fig.imageObj.src = evt.data;
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        }

        var msg = JSON.parse(evt.data);
        var msg_type = msg['type'];

        // Call the  "handle_{type}" callback, which takes
        // the figure and JSON message as its only arguments.
        try {
            var callback = fig['handle_' + msg_type];
        } catch (e) {
            console.log(
                "No handler for the '" + msg_type + "' message type: ",
                msg
            );
            return;
        }

        if (callback) {
            try {
                // console.log("Handling '" + msg_type + "' message: ", msg);
                callback(fig, msg);
            } catch (e) {
                console.log(
                    "Exception inside the 'handler_" + msg_type + "' callback:",
                    e,
                    e.stack,
                    msg
                );
            }
        }
    };
};

// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas
mpl.findpos = function (e) {
    //this section is from http://www.quirksmode.org/js/events_properties.html
    var targ;
    if (!e) {
        e = window.event;
    }
    if (e.target) {
        targ = e.target;
    } else if (e.srcElement) {
        targ = e.srcElement;
    }
    if (targ.nodeType === 3) {
        // defeat Safari bug
        targ = targ.parentNode;
    }

    // pageX,Y are the mouse positions relative to the document
    var boundingRect = targ.getBoundingClientRect();
    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);
    var y = e.pageY - (boundingRect.top + document.body.scrollTop);

    return { x: x, y: y };
};

/*
 * return a copy of an object with only non-object keys
 * we need this to avoid circular references
 * https://stackoverflow.com/a/24161582/3208463
 */
function simpleKeys(original) {
    return Object.keys(original).reduce(function (obj, key) {
        if (typeof original[key] !== 'object') {
            obj[key] = original[key];
        }
        return obj;
    }, {});
}

mpl.figure.prototype.mouse_event = function (event, name) {
    var canvas_pos = mpl.findpos(event);

    if (name === 'button_press') {
        this.canvas.focus();
        this.canvas_div.focus();
    }

    var x = canvas_pos.x * this.ratio;
    var y = canvas_pos.y * this.ratio;

    this.send_message(name, {
        x: x,
        y: y,
        button: event.button,
        step: event.step,
        guiEvent: simpleKeys(event),
    });

    /* This prevents the web browser from automatically changing to
     * the text insertion cursor when the button is pressed.  We want
     * to control all of the cursor setting manually through the
     * 'cursor' event from matplotlib */
    event.preventDefault();
    return false;
};

mpl.figure.prototype._key_event_extra = function (_event, _name) {
    // Handle any extra behaviour associated with a key event
};

mpl.figure.prototype.key_event = function (event, name) {
    // Prevent repeat events
    if (name === 'key_press') {
        if (event.key === this._key) {
            return;
        } else {
            this._key = event.key;
        }
    }
    if (name === 'key_release') {
        this._key = null;
    }

    var value = '';
    if (event.ctrlKey && event.key !== 'Control') {
        value += 'ctrl+';
    }
    else if (event.altKey && event.key !== 'Alt') {
        value += 'alt+';
    }
    else if (event.shiftKey && event.key !== 'Shift') {
        value += 'shift+';
    }

    value += 'k' + event.key;

    this._key_event_extra(event, name);

    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
    return false;
};

mpl.figure.prototype.toolbar_button_onclick = function (name) {
    if (name === 'download') {
        this.handle_save(this, null);
    } else {
        this.send_message('toolbar_button', { name: name });
    }
};

mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
    this.message.textContent = tooltip;
};

///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
// prettier-ignore
var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home icon-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left icon-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right icon-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows icon-move", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o icon-check-empty", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o icon-save", "download"]];

mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif"];

mpl.default_extension = "png";/* global mpl */

var comm_websocket_adapter = function (comm) {
    // Create a "websocket"-like object which calls the given IPython comm
    // object with the appropriate methods. Currently this is a non binary
    // socket, so there is still some room for performance tuning.
    var ws = {};

    ws.binaryType = comm.kernel.ws.binaryType;
    ws.readyState = comm.kernel.ws.readyState;
    function updateReadyState(_event) {
        if (comm.kernel.ws) {
            ws.readyState = comm.kernel.ws.readyState;
        } else {
            ws.readyState = 3; // Closed state.
        }
    }
    comm.kernel.ws.addEventListener('open', updateReadyState);
    comm.kernel.ws.addEventListener('close', updateReadyState);
    comm.kernel.ws.addEventListener('error', updateReadyState);

    ws.close = function () {
        comm.close();
    };
    ws.send = function (m) {
        //console.log('sending', m);
        comm.send(m);
    };
    // Register the callback with on_msg.
    comm.on_msg(function (msg) {
        //console.log('receiving', msg['content']['data'], msg);
        var data = msg['content']['data'];
        if (data['blob'] !== undefined) {
            data = {
                data: new Blob(msg['buffers'], { type: data['blob'] }),
            };
        }
        // Pass the mpl event to the overridden (by mpl) onmessage function.
        ws.onmessage(data);
    });
    return ws;
};

mpl.mpl_figure_comm = function (comm, msg) {
    // This is the function which gets called when the mpl process
    // starts-up an IPython Comm through the "matplotlib" channel.

    var id = msg.content.data.id;
    // Get hold of the div created by the display call when the Comm
    // socket was opened in Python.
    var element = document.getElementById(id);
    var ws_proxy = comm_websocket_adapter(comm);

    function ondownload(figure, _format) {
        window.open(figure.canvas.toDataURL());
    }

    var fig = new mpl.figure(id, ws_proxy, ondownload, element);

    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
    // web socket which is closed, not our websocket->open comm proxy.
    ws_proxy.onopen();

    fig.parent_element = element;
    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
    if (!fig.cell_info) {
        console.error('Failed to find cell for figure', id, fig);
        return;
    }
    fig.cell_info[0].output_area.element.on(
        'cleared',
        { fig: fig },
        fig._remove_fig_handler
    );
};

mpl.figure.prototype.handle_close = function (fig, msg) {
    var width = fig.canvas.width / fig.ratio;
    fig.cell_info[0].output_area.element.off(
        'cleared',
        fig._remove_fig_handler
    );
    fig.resizeObserverInstance.unobserve(fig.canvas_div);

    // Update the output cell to use the data from the current canvas.
    fig.push_to_output();
    var dataURL = fig.canvas.toDataURL();
    // Re-enable the keyboard manager in IPython - without this line, in FF,
    // the notebook keyboard shortcuts fail.
    IPython.keyboard_manager.enable();
    fig.parent_element.innerHTML =
        '<img src="' + dataURL + '" width="' + width + '">';
    fig.close_ws(fig, msg);
};

mpl.figure.prototype.close_ws = function (fig, msg) {
    fig.send_message('closing', msg);
    // fig.ws.close()
};

mpl.figure.prototype.push_to_output = function (_remove_interactive) {
    // Turn the data on the canvas into data in the output cell.
    var width = this.canvas.width / this.ratio;
    var dataURL = this.canvas.toDataURL();
    this.cell_info[1]['text/html'] =
        '<img src="' + dataURL + '" width="' + width + '">';
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Tell IPython that the notebook contents must change.
    IPython.notebook.set_dirty(true);
    this.send_message('ack', {});
    var fig = this;
    // Wait a second, then push the new image to the DOM so
    // that it is saved nicely (might be nice to debounce this).
    setTimeout(function () {
        fig.push_to_output();
    }, 1000);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'btn-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'btn-group';
    var button;
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'btn-group';
            continue;
        }

        button = fig.buttons[name] = document.createElement('button');
        button.classList = 'btn btn-default';
        button.href = '#';
        button.title = name;
        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    // Add the status bar.
    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message pull-right';
    toolbar.appendChild(status_bar);
    this.message = status_bar;

    // Add the close button to the window.
    var buttongrp = document.createElement('div');
    buttongrp.classList = 'btn-group inline pull-right';
    button = document.createElement('button');
    button.classList = 'btn btn-mini btn-primary';
    button.href = '#';
    button.title = 'Stop Interaction';
    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
    button.addEventListener('click', function (_evt) {
        fig.handle_close(fig, {});
    });
    button.addEventListener(
        'mouseover',
        on_mouseover_closure('Stop Interaction')
    );
    buttongrp.appendChild(button);
    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
    titlebar.insertBefore(buttongrp, titlebar.firstChild);
};

mpl.figure.prototype._remove_fig_handler = function (event) {
    var fig = event.data.fig;
    if (event.target !== this) {
        // Ignore bubbled events from children.
        return;
    }
    fig.close_ws(fig, {});
};

mpl.figure.prototype._root_extra_style = function (el) {
    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
};

mpl.figure.prototype._canvas_extra_style = function (el) {
    // this is important to make the div 'focusable
    el.setAttribute('tabindex', 0);
    // reach out to IPython and tell the keyboard manager to turn it's self
    // off when our div gets focus

    // location in version 3
    if (IPython.notebook.keyboard_manager) {
        IPython.notebook.keyboard_manager.register_events(el);
    } else {
        // location in version 2
        IPython.keyboard_manager.register_events(el);
    }
};

mpl.figure.prototype._key_event_extra = function (event, _name) {
    // Check for shift+enter
    if (event.shiftKey && event.which === 13) {
        this.canvas_div.blur();
        // select the cell after this one
        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
        IPython.notebook.select(index + 1);
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    fig.ondownload(fig, null);
};

mpl.find_output_cell = function (html_output) {
    // Return the cell and output element which can be found *uniquely* in the notebook.
    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
    // IPython event is triggered only after the cells have been serialised, which for
    // our purposes (turning an active figure into a static one), is too late.
    var cells = IPython.notebook.get_cells();
    var ncells = cells.length;
    for (var i = 0; i < ncells; i++) {
        var cell = cells[i];
        if (cell.cell_type === 'code') {
            for (var j = 0; j < cell.output_area.outputs.length; j++) {
                var data = cell.output_area.outputs[j];
                if (data.data) {
                    // IPython >= 3 moved mimebundle to data attribute of output
                    data = data.data;
                }
                if (data['text/html'] === html_output) {
                    return [cell, data, j];
                }
            }
        }
    }
};

// Register the function which deals with the matplotlib target/channel.
// The kernel may be null if the page has been refreshed.
if (IPython.notebook.kernel !== null) {
    IPython.notebook.kernel.comm_manager.register_target(
        'matplotlib',
        mpl.mpl_figure_comm
    );
}

</script>
</div>

</div>

<div class="output_area">

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



<div class="output_html rendered_html output_subarea ">
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" 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<h2 id="Spectrum-for-various-surface-emissivities">Spectrum for various surface emissivities<a class="anchor-link" href="#Spectrum-for-various-surface-emissivities">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[4]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pylab</span> <span class="k">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">os</span>

<span class="c1"># Calculate irradiance with different emissivities</span>

<span class="n">emissivities</span><span class="o">=</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mf">1.1</span><span class="p">,</span><span class="mf">0.25</span><span class="p">)</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">emissivities</span><span class="p">)):</span>

    <span class="n">tmp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;./reptran.inp&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
    <span class="n">inp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;uvspec.inp&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>

    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;albedo </span><span class="si">%.2f</span><span class="s1"> </span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">%</span><span class="p">(</span><span class="mf">1.</span><span class="o">-</span><span class="n">emissivities</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;zout 0 TOA</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;rte_solver twostrebe </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    
    <span class="n">inp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

    <span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; uvspec.inp &gt; uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">emissivities</span>[i])



<span class="c1"># plot results</span>

<span class="n">figure</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">emissivities</span><span class="p">)):</span>
    
    <span class="n">data</span><span class="o">=</span><span class="n">loadtxt</span><span class="p">(</span><span class="s1">&#39;uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">emissivities</span>[i])

    <span class="n">subplot</span><span class="p">(</span><span class="mi">221</span><span class="p">)</span>
    <span class="n">semilogx</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="mi">1</span><span class="p">::</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="mi">1</span><span class="p">::</span><span class="mi">2</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;</span><span class="si">%.2f</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">emissivities</span>[i])
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;TOA E$_</span><span class="si">{up}</span><span class="s1">$ [W/m$^2$/nm]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>
    
    <span class="n">subplot</span><span class="p">(</span><span class="mi">222</span><span class="p">)</span>
    <span class="n">semilogx</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="mi">1</span><span class="p">::</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="mi">1</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="n">label</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%.2f</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">emissivities</span>[i])
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;TOA E$_</span><span class="si">{dn}</span><span class="s1">$ [W/m$^2$/nm]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>
    
    <span class="n">subplot</span><span class="p">(</span><span class="mi">223</span><span class="p">)</span>
    <span class="n">semilogx</span><span class="p">(</span><span class="n">data</span><span class="p">[::</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</span><span class="p">[::</span><span class="mi">2</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;</span><span class="si">%.2f</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">emissivities</span>[i])
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;surface E$_</span><span class="si">{up}</span><span class="s1">$ [W/m$^2$/nm]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>
    
    <span class="n">subplot</span><span class="p">(</span><span class="mi">224</span><span class="p">)</span>
    <span class="n">semilogx</span><span class="p">(</span><span class="n">data</span><span class="p">[::</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</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="n">label</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%.2f</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">emissivities</span>[i])
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;surface E$_</span><span class="si">{dn}</span><span class="s1">$ [W/m$^2$/nm]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>

    <span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Impact of surface emissivity on thermal irradiance&#39;</span><span class="p">)</span>
    
    
</pre></div>

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<script type="text/javascript">
var element = $('#ea37ea34-9d92-4afc-a6a7-210e21e2dfa2');
/* Put everything inside the global mpl namespace */
/* global mpl */
window.mpl = {};

mpl.get_websocket_type = function () {
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        return MozWebSocket;
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                'Please try Chrome, Safari or Firefox ≥ 6. ' +
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                'have to enable WebSockets in about:config.'
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};

mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
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    this.ws = websocket;

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    if (!this.supports_binary) {
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        if (warnings) {
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    this.ws.onmessage = this._make_on_message_function(this);

    this.ondownload = ondownload;
};

mpl.figure.prototype._init_header = function () {
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};

mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};

mpl.figure.prototype._root_extra_style = function (_canvas_div) {};

mpl.figure.prototype._init_canvas = function () {
    var fig = this;

    var canvas_div = (this.canvas_div = document.createElement('div'));
    canvas_div.setAttribute(
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            'outline: 0;' +
            'overflow: hidden;' +
            'position: relative;' +
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    function on_keyboard_event_closure(name) {
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    canvas_div.addEventListener(
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    canvas_div.addEventListener(
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    this._canvas_extra_style(canvas_div);
    this.root.appendChild(canvas_div);

    var canvas = (this.canvas = document.createElement('canvas'));
    canvas.classList.add('mpl-canvas');
    canvas.setAttribute('style', 'box-sizing: content-box;');

    this.context = canvas.getContext('2d');

    var backingStore =
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        this.context.oBackingStorePixelRatio ||
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    this.ratio = (window.devicePixelRatio || 1) / backingStore;

    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
        'canvas'
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    rubberband_canvas.setAttribute(
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        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'
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    // Apply a ponyfill if ResizeObserver is not implemented by browser.
    if (this.ResizeObserver === undefined) {
        if (window.ResizeObserver !== undefined) {
            this.ResizeObserver = window.ResizeObserver;
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            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
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    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
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                    width = entry.contentBoxSize[0].inlineSize;
                    height = entry.contentBoxSize[0].blockSize;
                } else {
                    // Firefox implements old version of spec.
                    width = entry.contentBoxSize.inlineSize;
                    height = entry.contentBoxSize.blockSize;
                }
            } else {
                // Chrome <84 implements even older version of spec.
                width = entry.contentRect.width;
                height = entry.contentRect.height;
            }

            // Keep the size of the canvas and rubber band canvas in sync with
            // the canvas container.
            if (entry.devicePixelContentBoxSize) {
                // Chrome 84 implements new version of spec.
                canvas.setAttribute(
                    'width',
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                );
                canvas.setAttribute(
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                canvas.setAttribute('width', width * fig.ratio);
                canvas.setAttribute('height', height * fig.ratio);
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            // And update the size in Python. We ignore the initial 0/0 size
            // that occurs as the element is placed into the DOM, which should
            // otherwise not happen due to the minimum size styling.
            if (fig.ws.readyState == 1 && width != 0 && height != 0) {
                fig.request_resize(width, height);
            }
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    });
    this.resizeObserverInstance.observe(canvas_div);

    function on_mouse_event_closure(name) {
        return function (event) {
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    rubberband_canvas.addEventListener(
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    rubberband_canvas.addEventListener(
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    );

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    canvas_div.addEventListener('wheel', function (event) {
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    });

    canvas_div.appendChild(canvas);
    canvas_div.appendChild(rubberband_canvas);

    this.rubberband_context = rubberband_canvas.getContext('2d');
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    // Disable right mouse context menu.
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        return false;
    });

    function set_focus() {
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    window.setTimeout(set_focus, 100);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'mpl-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'mpl-button-group';
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'mpl-button-group';
            continue;
        }

        var button = (fig.buttons[name] = document.createElement('button'));
        button.classList = 'mpl-widget';
        button.setAttribute('role', 'button');
        button.setAttribute('aria-disabled', 'false');
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));

        var icon_img = document.createElement('img');
        icon_img.src = '_images/' + image + '.png';
        icon_img.srcset = '_images/' + image + '_large.png 2x';
        icon_img.alt = tooltip;
        button.appendChild(icon_img);

        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    var fmt_picker = document.createElement('select');
    fmt_picker.classList = 'mpl-widget';
    toolbar.appendChild(fmt_picker);
    this.format_dropdown = fmt_picker;

    for (var ind in mpl.extensions) {
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        var option = document.createElement('option');
        option.selected = fmt === mpl.default_extension;
        option.innerHTML = fmt;
        fmt_picker.appendChild(option);
    }

    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message';
    toolbar.appendChild(status_bar);
    this.message = status_bar;
};

mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
    // which will in turn request a refresh of the image.
    this.send_message('resize', { width: x_pixels, height: y_pixels });
};

mpl.figure.prototype.send_message = function (type, properties) {
    properties['type'] = type;
    properties['figure_id'] = this.id;
    this.ws.send(JSON.stringify(properties));
};

mpl.figure.prototype.send_draw_message = function () {
    if (!this.waiting) {
        this.waiting = true;
        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    var format_dropdown = fig.format_dropdown;
    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
    fig.ondownload(fig, format);
};

mpl.figure.prototype.handle_resize = function (fig, msg) {
    var size = msg['size'];
    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
        fig._resize_canvas(size[0], size[1], msg['forward']);
        fig.send_message('refresh', {});
    }
};

mpl.figure.prototype.handle_rubberband = function (fig, msg) {
    var x0 = msg['x0'] / fig.ratio;
    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
    var x1 = msg['x1'] / fig.ratio;
    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
    x0 = Math.floor(x0) + 0.5;
    y0 = Math.floor(y0) + 0.5;
    x1 = Math.floor(x1) + 0.5;
    y1 = Math.floor(y1) + 0.5;
    var min_x = Math.min(x0, x1);
    var min_y = Math.min(y0, y1);
    var width = Math.abs(x1 - x0);
    var height = Math.abs(y1 - y0);

    fig.rubberband_context.clearRect(
        0,
        0,
        fig.canvas.width / fig.ratio,
        fig.canvas.height / fig.ratio
    );

    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
};

mpl.figure.prototype.handle_figure_label = function (fig, msg) {
    // Updates the figure title.
    fig.header.textContent = msg['label'];
};

mpl.figure.prototype.handle_cursor = function (fig, msg) {
    fig.rubberband_canvas.style.cursor = msg['cursor'];
};

mpl.figure.prototype.handle_message = function (fig, msg) {
    fig.message.textContent = msg['message'];
};

mpl.figure.prototype.handle_draw = function (fig, _msg) {
    // Request the server to send over a new figure.
    fig.send_draw_message();
};

mpl.figure.prototype.handle_image_mode = function (fig, msg) {
    fig.image_mode = msg['mode'];
};

mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
    for (var key in msg) {
        if (!(key in fig.buttons)) {
            continue;
        }
        fig.buttons[key].disabled = !msg[key];
        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
    }
};

mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
    if (msg['mode'] === 'PAN') {
        fig.buttons['Pan'].classList.add('active');
        fig.buttons['Zoom'].classList.remove('active');
    } else if (msg['mode'] === 'ZOOM') {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.add('active');
    } else {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.remove('active');
    }
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Called whenever the canvas gets updated.
    this.send_message('ack', {});
};

// A function to construct a web socket function for onmessage handling.
// Called in the figure constructor.
mpl.figure.prototype._make_on_message_function = function (fig) {
    return function socket_on_message(evt) {
        if (evt.data instanceof Blob) {
            var img = evt.data;
            if (img.type !== 'image/png') {
                /* FIXME: We get "Resource interpreted as Image but
                 * transferred with MIME type text/plain:" errors on
                 * Chrome.  But how to set the MIME type?  It doesn't seem
                 * to be part of the websocket stream */
                img.type = 'image/png';
            }

            /* Free the memory for the previous frames */
            if (fig.imageObj.src) {
                (window.URL || window.webkitURL).revokeObjectURL(
                    fig.imageObj.src
                );
            }

            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
                img
            );
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        } else if (
            typeof evt.data === 'string' &&
            evt.data.slice(0, 21) === 'data:image/png;base64'
        ) {
            fig.imageObj.src = evt.data;
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        }

        var msg = JSON.parse(evt.data);
        var msg_type = msg['type'];

        // Call the  "handle_{type}" callback, which takes
        // the figure and JSON message as its only arguments.
        try {
            var callback = fig['handle_' + msg_type];
        } catch (e) {
            console.log(
                "No handler for the '" + msg_type + "' message type: ",
                msg
            );
            return;
        }

        if (callback) {
            try {
                // console.log("Handling '" + msg_type + "' message: ", msg);
                callback(fig, msg);
            } catch (e) {
                console.log(
                    "Exception inside the 'handler_" + msg_type + "' callback:",
                    e,
                    e.stack,
                    msg
                );
            }
        }
    };
};

// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas
mpl.findpos = function (e) {
    //this section is from http://www.quirksmode.org/js/events_properties.html
    var targ;
    if (!e) {
        e = window.event;
    }
    if (e.target) {
        targ = e.target;
    } else if (e.srcElement) {
        targ = e.srcElement;
    }
    if (targ.nodeType === 3) {
        // defeat Safari bug
        targ = targ.parentNode;
    }

    // pageX,Y are the mouse positions relative to the document
    var boundingRect = targ.getBoundingClientRect();
    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);
    var y = e.pageY - (boundingRect.top + document.body.scrollTop);

    return { x: x, y: y };
};

/*
 * return a copy of an object with only non-object keys
 * we need this to avoid circular references
 * https://stackoverflow.com/a/24161582/3208463
 */
function simpleKeys(original) {
    return Object.keys(original).reduce(function (obj, key) {
        if (typeof original[key] !== 'object') {
            obj[key] = original[key];
        }
        return obj;
    }, {});
}

mpl.figure.prototype.mouse_event = function (event, name) {
    var canvas_pos = mpl.findpos(event);

    if (name === 'button_press') {
        this.canvas.focus();
        this.canvas_div.focus();
    }

    var x = canvas_pos.x * this.ratio;
    var y = canvas_pos.y * this.ratio;

    this.send_message(name, {
        x: x,
        y: y,
        button: event.button,
        step: event.step,
        guiEvent: simpleKeys(event),
    });

    /* This prevents the web browser from automatically changing to
     * the text insertion cursor when the button is pressed.  We want
     * to control all of the cursor setting manually through the
     * 'cursor' event from matplotlib */
    event.preventDefault();
    return false;
};

mpl.figure.prototype._key_event_extra = function (_event, _name) {
    // Handle any extra behaviour associated with a key event
};

mpl.figure.prototype.key_event = function (event, name) {
    // Prevent repeat events
    if (name === 'key_press') {
        if (event.key === this._key) {
            return;
        } else {
            this._key = event.key;
        }
    }
    if (name === 'key_release') {
        this._key = null;
    }

    var value = '';
    if (event.ctrlKey && event.key !== 'Control') {
        value += 'ctrl+';
    }
    else if (event.altKey && event.key !== 'Alt') {
        value += 'alt+';
    }
    else if (event.shiftKey && event.key !== 'Shift') {
        value += 'shift+';
    }

    value += 'k' + event.key;

    this._key_event_extra(event, name);

    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
    return false;
};

mpl.figure.prototype.toolbar_button_onclick = function (name) {
    if (name === 'download') {
        this.handle_save(this, null);
    } else {
        this.send_message('toolbar_button', { name: name });
    }
};

mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
    this.message.textContent = tooltip;
};

///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
// prettier-ignore
var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home icon-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left icon-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right icon-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows icon-move", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o icon-check-empty", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o icon-save", "download"]];

mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif"];

mpl.default_extension = "png";/* global mpl */

var comm_websocket_adapter = function (comm) {
    // Create a "websocket"-like object which calls the given IPython comm
    // object with the appropriate methods. Currently this is a non binary
    // socket, so there is still some room for performance tuning.
    var ws = {};

    ws.binaryType = comm.kernel.ws.binaryType;
    ws.readyState = comm.kernel.ws.readyState;
    function updateReadyState(_event) {
        if (comm.kernel.ws) {
            ws.readyState = comm.kernel.ws.readyState;
        } else {
            ws.readyState = 3; // Closed state.
        }
    }
    comm.kernel.ws.addEventListener('open', updateReadyState);
    comm.kernel.ws.addEventListener('close', updateReadyState);
    comm.kernel.ws.addEventListener('error', updateReadyState);

    ws.close = function () {
        comm.close();
    };
    ws.send = function (m) {
        //console.log('sending', m);
        comm.send(m);
    };
    // Register the callback with on_msg.
    comm.on_msg(function (msg) {
        //console.log('receiving', msg['content']['data'], msg);
        var data = msg['content']['data'];
        if (data['blob'] !== undefined) {
            data = {
                data: new Blob(msg['buffers'], { type: data['blob'] }),
            };
        }
        // Pass the mpl event to the overridden (by mpl) onmessage function.
        ws.onmessage(data);
    });
    return ws;
};

mpl.mpl_figure_comm = function (comm, msg) {
    // This is the function which gets called when the mpl process
    // starts-up an IPython Comm through the "matplotlib" channel.

    var id = msg.content.data.id;
    // Get hold of the div created by the display call when the Comm
    // socket was opened in Python.
    var element = document.getElementById(id);
    var ws_proxy = comm_websocket_adapter(comm);

    function ondownload(figure, _format) {
        window.open(figure.canvas.toDataURL());
    }

    var fig = new mpl.figure(id, ws_proxy, ondownload, element);

    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
    // web socket which is closed, not our websocket->open comm proxy.
    ws_proxy.onopen();

    fig.parent_element = element;
    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
    if (!fig.cell_info) {
        console.error('Failed to find cell for figure', id, fig);
        return;
    }
    fig.cell_info[0].output_area.element.on(
        'cleared',
        { fig: fig },
        fig._remove_fig_handler
    );
};

mpl.figure.prototype.handle_close = function (fig, msg) {
    var width = fig.canvas.width / fig.ratio;
    fig.cell_info[0].output_area.element.off(
        'cleared',
        fig._remove_fig_handler
    );
    fig.resizeObserverInstance.unobserve(fig.canvas_div);

    // Update the output cell to use the data from the current canvas.
    fig.push_to_output();
    var dataURL = fig.canvas.toDataURL();
    // Re-enable the keyboard manager in IPython - without this line, in FF,
    // the notebook keyboard shortcuts fail.
    IPython.keyboard_manager.enable();
    fig.parent_element.innerHTML =
        '<img src="' + dataURL + '" width="' + width + '">';
    fig.close_ws(fig, msg);
};

mpl.figure.prototype.close_ws = function (fig, msg) {
    fig.send_message('closing', msg);
    // fig.ws.close()
};

mpl.figure.prototype.push_to_output = function (_remove_interactive) {
    // Turn the data on the canvas into data in the output cell.
    var width = this.canvas.width / this.ratio;
    var dataURL = this.canvas.toDataURL();
    this.cell_info[1]['text/html'] =
        '<img src="' + dataURL + '" width="' + width + '">';
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Tell IPython that the notebook contents must change.
    IPython.notebook.set_dirty(true);
    this.send_message('ack', {});
    var fig = this;
    // Wait a second, then push the new image to the DOM so
    // that it is saved nicely (might be nice to debounce this).
    setTimeout(function () {
        fig.push_to_output();
    }, 1000);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'btn-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'btn-group';
    var button;
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'btn-group';
            continue;
        }

        button = fig.buttons[name] = document.createElement('button');
        button.classList = 'btn btn-default';
        button.href = '#';
        button.title = name;
        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    // Add the status bar.
    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message pull-right';
    toolbar.appendChild(status_bar);
    this.message = status_bar;

    // Add the close button to the window.
    var buttongrp = document.createElement('div');
    buttongrp.classList = 'btn-group inline pull-right';
    button = document.createElement('button');
    button.classList = 'btn btn-mini btn-primary';
    button.href = '#';
    button.title = 'Stop Interaction';
    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
    button.addEventListener('click', function (_evt) {
        fig.handle_close(fig, {});
    });
    button.addEventListener(
        'mouseover',
        on_mouseover_closure('Stop Interaction')
    );
    buttongrp.appendChild(button);
    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
    titlebar.insertBefore(buttongrp, titlebar.firstChild);
};

mpl.figure.prototype._remove_fig_handler = function (event) {
    var fig = event.data.fig;
    if (event.target !== this) {
        // Ignore bubbled events from children.
        return;
    }
    fig.close_ws(fig, {});
};

mpl.figure.prototype._root_extra_style = function (el) {
    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
};

mpl.figure.prototype._canvas_extra_style = function (el) {
    // this is important to make the div 'focusable
    el.setAttribute('tabindex', 0);
    // reach out to IPython and tell the keyboard manager to turn it's self
    // off when our div gets focus

    // location in version 3
    if (IPython.notebook.keyboard_manager) {
        IPython.notebook.keyboard_manager.register_events(el);
    } else {
        // location in version 2
        IPython.keyboard_manager.register_events(el);
    }
};

mpl.figure.prototype._key_event_extra = function (event, _name) {
    // Check for shift+enter
    if (event.shiftKey && event.which === 13) {
        this.canvas_div.blur();
        // select the cell after this one
        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
        IPython.notebook.select(index + 1);
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    fig.ondownload(fig, null);
};

mpl.find_output_cell = function (html_output) {
    // Return the cell and output element which can be found *uniquely* in the notebook.
    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
    // IPython event is triggered only after the cells have been serialised, which for
    // our purposes (turning an active figure into a static one), is too late.
    var cells = IPython.notebook.get_cells();
    var ncells = cells.length;
    for (var i = 0; i < ncells; i++) {
        var cell = cells[i];
        if (cell.cell_type === 'code') {
            for (var j = 0; j < cell.output_area.outputs.length; j++) {
                var data = cell.output_area.outputs[j];
                if (data.data) {
                    // IPython >= 3 moved mimebundle to data attribute of output
                    data = data.data;
                }
                if (data['text/html'] === html_output) {
                    return [cell, data, j];
                }
            }
        }
    }
};

// Register the function which deals with the matplotlib target/channel.
// The kernel may be null if the page has been refreshed.
if (IPython.notebook.kernel !== null) {
    IPython.notebook.kernel.comm_manager.register_target(
        'matplotlib',
        mpl.mpl_figure_comm
    );
}

</script>
</div>

</div>

<div class="output_area">

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



<div class="output_html rendered_html output_subarea ">
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" 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<h2 id="Include-clouds">Include clouds<a class="anchor-link" href="#Include-clouds">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pylab</span> <span class="k">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">os</span>

<span class="c1"># Calculate irradiance with different emissivities</span>

<span class="n">cloud_heights</span><span class="o">=</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">15</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cloud_heights</span><span class="p">)):</span>

    <span class="n">tmp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;./reptran.inp&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
    <span class="n">inp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;uvspec.inp&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>

    <span class="c1"># write cloud input file</span>
    <span class="n">wc</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;wc.dat&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
    <span class="n">wc</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">%f</span><span class="s1"> 0 0 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">cloud_heights</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">+</span><span class="mf">1.</span><span class="p">))</span>
    <span class="n">wc</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">%f</span><span class="s1"> 0.1 10 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">cloud_heights</span>[i])
    <span class="n">wc</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;wc_file 1D wc.dat </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;wc_properties mie interpolate </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;wc_modify tau set 20 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;zout 0 TOA</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>

    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;mol_abs_param reptran coarse </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;rte_solver twostrebe </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    
    <span class="n">inp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

    <span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; uvspec.inp &gt; uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">cloud_heights</span>[i])



<span class="c1"># plot results</span>

<span class="n">figure</span><span class="p">(</span><span class="mi">4</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">8</span><span class="p">))</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cloud_heights</span><span class="p">)):</span>
    
    <span class="n">data</span><span class="o">=</span><span class="n">loadtxt</span><span class="p">(</span><span class="s1">&#39;uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">cloud_heights</span>[i])

    <span class="n">subplot</span><span class="p">(</span><span class="mi">211</span><span class="p">)</span>
    <span class="n">semilogx</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="mi">1</span><span class="p">::</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="mi">1</span><span class="p">::</span><span class="mi">2</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;</span><span class="si">%.2f</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">cloud_heights</span>[i])
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;TOA E$_</span><span class="si">{up}</span><span class="s1">$ [W/m$^2$/nm]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>
    
   
    <span class="n">subplot</span><span class="p">(</span><span class="mi">212</span><span class="p">)</span>
    <span class="n">semilogx</span><span class="p">(</span><span class="n">data</span><span class="p">[::</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</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="n">label</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%.2f</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">cloud_heights</span>[i])
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;surface E$_</span><span class="si">{dn}</span><span class="s1">$ [W/m$^2$/nm]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>

    <span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Impact of cloud height on thermal irradiance&#39;</span><span class="p">)</span>
    
    
</pre></div>

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};

mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
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    // which will in turn request a refresh of the image.
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};

mpl.figure.prototype.send_message = function (type, properties) {
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};

mpl.figure.prototype.send_draw_message = function () {
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};

mpl.figure.prototype.handle_save = function (fig, _msg) {
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};

mpl.figure.prototype.handle_resize = function (fig, msg) {
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};

mpl.figure.prototype.handle_rubberband = function (fig, msg) {
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    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
    x0 = Math.floor(x0) + 0.5;
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    var min_y = Math.min(y0, y1);
    var width = Math.abs(x1 - x0);
    var height = Math.abs(y1 - y0);

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};

mpl.figure.prototype.handle_figure_label = function (fig, msg) {
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};

mpl.figure.prototype.handle_cursor = function (fig, msg) {
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};

mpl.figure.prototype.handle_message = function (fig, msg) {
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};

mpl.figure.prototype.handle_draw = function (fig, _msg) {
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};

mpl.figure.prototype.handle_image_mode = function (fig, msg) {
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};

mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
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            continue;
        }
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        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
    }
};

mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
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        fig.buttons['Zoom'].classList.remove('active');
    } else if (msg['mode'] === 'ZOOM') {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.add('active');
    } else {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.remove('active');
    }
};

mpl.figure.prototype.updated_canvas_event = function () {
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    this.send_message('ack', {});
};

// A function to construct a web socket function for onmessage handling.
// Called in the figure constructor.
mpl.figure.prototype._make_on_message_function = function (fig) {
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        if (evt.data instanceof Blob) {
            var img = evt.data;
            if (img.type !== 'image/png') {
                /* FIXME: We get "Resource interpreted as Image but
                 * transferred with MIME type text/plain:" errors on
                 * Chrome.  But how to set the MIME type?  It doesn't seem
                 * to be part of the websocket stream */
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                img
            );
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        } else if (
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        ) {
            fig.imageObj.src = evt.data;
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        }

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        var msg_type = msg['type'];

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        // the figure and JSON message as its only arguments.
        try {
            var callback = fig['handle_' + msg_type];
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                "No handler for the '" + msg_type + "' message type: ",
                msg
            );
            return;
        }

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                callback(fig, msg);
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                    e,
                    e.stack,
                    msg
                );
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};

// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas
mpl.findpos = function (e) {
    //this section is from http://www.quirksmode.org/js/events_properties.html
    var targ;
    if (!e) {
        e = window.event;
    }
    if (e.target) {
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    } else if (e.srcElement) {
        targ = e.srcElement;
    }
    if (targ.nodeType === 3) {
        // defeat Safari bug
        targ = targ.parentNode;
    }

    // pageX,Y are the mouse positions relative to the document
    var boundingRect = targ.getBoundingClientRect();
    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);
    var y = e.pageY - (boundingRect.top + document.body.scrollTop);

    return { x: x, y: y };
};

/*
 * return a copy of an object with only non-object keys
 * we need this to avoid circular references
 * https://stackoverflow.com/a/24161582/3208463
 */
function simpleKeys(original) {
    return Object.keys(original).reduce(function (obj, key) {
        if (typeof original[key] !== 'object') {
            obj[key] = original[key];
        }
        return obj;
    }, {});
}

mpl.figure.prototype.mouse_event = function (event, name) {
    var canvas_pos = mpl.findpos(event);

    if (name === 'button_press') {
        this.canvas.focus();
        this.canvas_div.focus();
    }

    var x = canvas_pos.x * this.ratio;
    var y = canvas_pos.y * this.ratio;

    this.send_message(name, {
        x: x,
        y: y,
        button: event.button,
        step: event.step,
        guiEvent: simpleKeys(event),
    });

    /* This prevents the web browser from automatically changing to
     * the text insertion cursor when the button is pressed.  We want
     * to control all of the cursor setting manually through the
     * 'cursor' event from matplotlib */
    event.preventDefault();
    return false;
};

mpl.figure.prototype._key_event_extra = function (_event, _name) {
    // Handle any extra behaviour associated with a key event
};

mpl.figure.prototype.key_event = function (event, name) {
    // Prevent repeat events
    if (name === 'key_press') {
        if (event.key === this._key) {
            return;
        } else {
            this._key = event.key;
        }
    }
    if (name === 'key_release') {
        this._key = null;
    }

    var value = '';
    if (event.ctrlKey && event.key !== 'Control') {
        value += 'ctrl+';
    }
    else if (event.altKey && event.key !== 'Alt') {
        value += 'alt+';
    }
    else if (event.shiftKey && event.key !== 'Shift') {
        value += 'shift+';
    }

    value += 'k' + event.key;

    this._key_event_extra(event, name);

    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
    return false;
};

mpl.figure.prototype.toolbar_button_onclick = function (name) {
    if (name === 'download') {
        this.handle_save(this, null);
    } else {
        this.send_message('toolbar_button', { name: name });
    }
};

mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
    this.message.textContent = tooltip;
};

///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
// prettier-ignore
var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home icon-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left icon-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right icon-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows icon-move", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o icon-check-empty", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o icon-save", "download"]];

mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif"];

mpl.default_extension = "png";/* global mpl */

var comm_websocket_adapter = function (comm) {
    // Create a "websocket"-like object which calls the given IPython comm
    // object with the appropriate methods. Currently this is a non binary
    // socket, so there is still some room for performance tuning.
    var ws = {};

    ws.binaryType = comm.kernel.ws.binaryType;
    ws.readyState = comm.kernel.ws.readyState;
    function updateReadyState(_event) {
        if (comm.kernel.ws) {
            ws.readyState = comm.kernel.ws.readyState;
        } else {
            ws.readyState = 3; // Closed state.
        }
    }
    comm.kernel.ws.addEventListener('open', updateReadyState);
    comm.kernel.ws.addEventListener('close', updateReadyState);
    comm.kernel.ws.addEventListener('error', updateReadyState);

    ws.close = function () {
        comm.close();
    };
    ws.send = function (m) {
        //console.log('sending', m);
        comm.send(m);
    };
    // Register the callback with on_msg.
    comm.on_msg(function (msg) {
        //console.log('receiving', msg['content']['data'], msg);
        var data = msg['content']['data'];
        if (data['blob'] !== undefined) {
            data = {
                data: new Blob(msg['buffers'], { type: data['blob'] }),
            };
        }
        // Pass the mpl event to the overridden (by mpl) onmessage function.
        ws.onmessage(data);
    });
    return ws;
};

mpl.mpl_figure_comm = function (comm, msg) {
    // This is the function which gets called when the mpl process
    // starts-up an IPython Comm through the "matplotlib" channel.

    var id = msg.content.data.id;
    // Get hold of the div created by the display call when the Comm
    // socket was opened in Python.
    var element = document.getElementById(id);
    var ws_proxy = comm_websocket_adapter(comm);

    function ondownload(figure, _format) {
        window.open(figure.canvas.toDataURL());
    }

    var fig = new mpl.figure(id, ws_proxy, ondownload, element);

    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
    // web socket which is closed, not our websocket->open comm proxy.
    ws_proxy.onopen();

    fig.parent_element = element;
    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
    if (!fig.cell_info) {
        console.error('Failed to find cell for figure', id, fig);
        return;
    }
    fig.cell_info[0].output_area.element.on(
        'cleared',
        { fig: fig },
        fig._remove_fig_handler
    );
};

mpl.figure.prototype.handle_close = function (fig, msg) {
    var width = fig.canvas.width / fig.ratio;
    fig.cell_info[0].output_area.element.off(
        'cleared',
        fig._remove_fig_handler
    );
    fig.resizeObserverInstance.unobserve(fig.canvas_div);

    // Update the output cell to use the data from the current canvas.
    fig.push_to_output();
    var dataURL = fig.canvas.toDataURL();
    // Re-enable the keyboard manager in IPython - without this line, in FF,
    // the notebook keyboard shortcuts fail.
    IPython.keyboard_manager.enable();
    fig.parent_element.innerHTML =
        '<img src="' + dataURL + '" width="' + width + '">';
    fig.close_ws(fig, msg);
};

mpl.figure.prototype.close_ws = function (fig, msg) {
    fig.send_message('closing', msg);
    // fig.ws.close()
};

mpl.figure.prototype.push_to_output = function (_remove_interactive) {
    // Turn the data on the canvas into data in the output cell.
    var width = this.canvas.width / this.ratio;
    var dataURL = this.canvas.toDataURL();
    this.cell_info[1]['text/html'] =
        '<img src="' + dataURL + '" width="' + width + '">';
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Tell IPython that the notebook contents must change.
    IPython.notebook.set_dirty(true);
    this.send_message('ack', {});
    var fig = this;
    // Wait a second, then push the new image to the DOM so
    // that it is saved nicely (might be nice to debounce this).
    setTimeout(function () {
        fig.push_to_output();
    }, 1000);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'btn-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'btn-group';
    var button;
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'btn-group';
            continue;
        }

        button = fig.buttons[name] = document.createElement('button');
        button.classList = 'btn btn-default';
        button.href = '#';
        button.title = name;
        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    // Add the status bar.
    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message pull-right';
    toolbar.appendChild(status_bar);
    this.message = status_bar;

    // Add the close button to the window.
    var buttongrp = document.createElement('div');
    buttongrp.classList = 'btn-group inline pull-right';
    button = document.createElement('button');
    button.classList = 'btn btn-mini btn-primary';
    button.href = '#';
    button.title = 'Stop Interaction';
    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
    button.addEventListener('click', function (_evt) {
        fig.handle_close(fig, {});
    });
    button.addEventListener(
        'mouseover',
        on_mouseover_closure('Stop Interaction')
    );
    buttongrp.appendChild(button);
    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
    titlebar.insertBefore(buttongrp, titlebar.firstChild);
};

mpl.figure.prototype._remove_fig_handler = function (event) {
    var fig = event.data.fig;
    if (event.target !== this) {
        // Ignore bubbled events from children.
        return;
    }
    fig.close_ws(fig, {});
};

mpl.figure.prototype._root_extra_style = function (el) {
    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
};

mpl.figure.prototype._canvas_extra_style = function (el) {
    // this is important to make the div 'focusable
    el.setAttribute('tabindex', 0);
    // reach out to IPython and tell the keyboard manager to turn it's self
    // off when our div gets focus

    // location in version 3
    if (IPython.notebook.keyboard_manager) {
        IPython.notebook.keyboard_manager.register_events(el);
    } else {
        // location in version 2
        IPython.keyboard_manager.register_events(el);
    }
};

mpl.figure.prototype._key_event_extra = function (event, _name) {
    // Check for shift+enter
    if (event.shiftKey && event.which === 13) {
        this.canvas_div.blur();
        // select the cell after this one
        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
        IPython.notebook.select(index + 1);
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    fig.ondownload(fig, null);
};

mpl.find_output_cell = function (html_output) {
    // Return the cell and output element which can be found *uniquely* in the notebook.
    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
    // IPython event is triggered only after the cells have been serialised, which for
    // our purposes (turning an active figure into a static one), is too late.
    var cells = IPython.notebook.get_cells();
    var ncells = cells.length;
    for (var i = 0; i < ncells; i++) {
        var cell = cells[i];
        if (cell.cell_type === 'code') {
            for (var j = 0; j < cell.output_area.outputs.length; j++) {
                var data = cell.output_area.outputs[j];
                if (data.data) {
                    // IPython >= 3 moved mimebundle to data attribute of output
                    data = data.data;
                }
                if (data['text/html'] === html_output) {
                    return [cell, data, j];
                }
            }
        }
    }
};

// Register the function which deals with the matplotlib target/channel.
// The kernel may be null if the page has been refreshed.
if (IPython.notebook.kernel !== null) {
    IPython.notebook.kernel.comm_manager.register_target(
        'matplotlib',
        mpl.mpl_figure_comm
    );
}

</script>
</div>

</div>

<div class="output_area">

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



<div class="output_html rendered_html output_subarea ">
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" 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<h2 id="Include-aerosols">Include aerosols<a class="anchor-link" href="#Include-aerosols">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pylab</span> <span class="k">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">os</span>

<span class="c1"># Calculate irradiance with different aerosols</span>
<span class="n">aerosol_species</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;continental_clean&#39;</span><span class="p">,</span> <span class="s1">&#39;continental_average&#39;</span><span class="p">,</span> <span class="s1">&#39;continental_polluted&#39;</span><span class="p">,</span> <span class="s1">&#39;urban&#39;</span><span class="p">,</span> <span class="s1">&#39;maritime_clean&#39;</span><span class="p">,</span> <span class="s1">&#39;maritime_polluted&#39;</span><span class="p">,</span> <span class="s1">&#39;maritime_tropical&#39;</span><span class="p">,</span> <span class="s1">&#39;desert&#39;</span><span class="p">,</span> <span class="s1">&#39;antarctic&#39;</span><span class="p">]</span> 


<span class="n">tmp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;./reptran.inp&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
<span class="n">inp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;uvspec.inp&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;wavelength 5000 40000 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;zout 0 TOA</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;mol_abs_param reptran coarse </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;rte_solver twostrebe </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

<span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; uvspec.inp &gt; uvspec_clear.out&#39;</span><span class="p">)</span>



<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">aerosol_species</span><span class="p">)):</span>

    <span class="n">tmp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;./reptran.inp&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
    <span class="n">inp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;uvspec.inp&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>

    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;aerosol_default </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;aerosol_species_file </span><span class="si">%s</span><span class="s1"> </span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">aerosol_species</span>[i])
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;wavelength 5000 40000 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;zout 0 TOA</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>

    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;mol_abs_param reptran coarse </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    <span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;rte_solver twostrebe </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
    
    <span class="n">inp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

    <span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; uvspec.inp &gt; uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">aerosol_species</span>[i])



<span class="c1"># plot results</span>

<span class="n">figure</span><span class="p">(</span><span class="mi">5</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">10</span><span class="p">))</span>

<span class="n">clear</span><span class="o">=</span><span class="n">loadtxt</span><span class="p">(</span><span class="s1">&#39;uvspec_clear.out&#39;</span><span class="p">)</span>
<span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">)</span>
<span class="n">semilogx</span><span class="p">(</span><span class="n">clear</span><span class="p">[</span><span class="mi">1</span><span class="p">::</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">clear</span><span class="p">[</span><span class="mi">1</span><span class="p">::</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;clear&#39;</span><span class="p">)</span>
<span class="n">subplot</span><span class="p">(</span><span class="mi">122</span><span class="p">)</span>
<span class="n">semilogx</span><span class="p">(</span><span class="n">clear</span><span class="p">[::</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">clear</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="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;clear&#39;</span><span class="p">)</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">aerosol_species</span><span class="p">)):</span>
    
    <span class="n">data</span><span class="o">=</span><span class="n">loadtxt</span><span class="p">(</span><span class="s1">&#39;uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">aerosol_species</span>[i])

    <span class="n">subplot</span><span class="p">(</span><span class="mi">211</span><span class="p">)</span>
    <span class="n">semilogx</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="mi">1</span><span class="p">::</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="mi">1</span><span class="p">::</span><span class="mi">2</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;</span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">aerosol_species</span>[i])
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;TOA E$_</span><span class="si">{up}</span><span class="s1">$ [W/m$^2$/nm]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>
    
   
    <span class="n">subplot</span><span class="p">(</span><span class="mi">212</span><span class="p">)</span>
    <span class="n">semilogx</span><span class="p">(</span><span class="n">data</span><span class="p">[::</span><span class="mi">2</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</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="n">label</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">aerosol_species</span>[i])
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;surface E$_</span><span class="si">{dn}</span><span class="s1">$ [W/m$^2$/nm]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>

    <span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Impact of aerosols on thermal irradiance&#39;</span><span class="p">)</span>

<span class="c1">#subplots_adjust(wspace=0.3)</span>
</pre></div>

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mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
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mpl.figure.prototype.send_message = function (type, properties) {
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mpl.figure.prototype.handle_resize = function (fig, msg) {
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};

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};

mpl.figure.prototype.handle_cursor = function (fig, msg) {
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};

mpl.figure.prototype.handle_message = function (fig, msg) {
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};

mpl.figure.prototype.handle_draw = function (fig, _msg) {
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};

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};

mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
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};

mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
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    } else {
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};

mpl.figure.prototype.updated_canvas_event = function () {
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};

// A function to construct a web socket function for onmessage handling.
// Called in the figure constructor.
mpl.figure.prototype._make_on_message_function = function (fig) {
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            if (img.type !== 'image/png') {
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            fig.waiting = false;
            return;
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};

// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas
mpl.findpos = function (e) {
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    }
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    }
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    }

    // pageX,Y are the mouse positions relative to the document
    var boundingRect = targ.getBoundingClientRect();
    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);
    var y = e.pageY - (boundingRect.top + document.body.scrollTop);

    return { x: x, y: y };
};

/*
 * return a copy of an object with only non-object keys
 * we need this to avoid circular references
 * https://stackoverflow.com/a/24161582/3208463
 */
function simpleKeys(original) {
    return Object.keys(original).reduce(function (obj, key) {
        if (typeof original[key] !== 'object') {
            obj[key] = original[key];
        }
        return obj;
    }, {});
}

mpl.figure.prototype.mouse_event = function (event, name) {
    var canvas_pos = mpl.findpos(event);

    if (name === 'button_press') {
        this.canvas.focus();
        this.canvas_div.focus();
    }

    var x = canvas_pos.x * this.ratio;
    var y = canvas_pos.y * this.ratio;

    this.send_message(name, {
        x: x,
        y: y,
        button: event.button,
        step: event.step,
        guiEvent: simpleKeys(event),
    });

    /* This prevents the web browser from automatically changing to
     * the text insertion cursor when the button is pressed.  We want
     * to control all of the cursor setting manually through the
     * 'cursor' event from matplotlib */
    event.preventDefault();
    return false;
};

mpl.figure.prototype._key_event_extra = function (_event, _name) {
    // Handle any extra behaviour associated with a key event
};

mpl.figure.prototype.key_event = function (event, name) {
    // Prevent repeat events
    if (name === 'key_press') {
        if (event.key === this._key) {
            return;
        } else {
            this._key = event.key;
        }
    }
    if (name === 'key_release') {
        this._key = null;
    }

    var value = '';
    if (event.ctrlKey && event.key !== 'Control') {
        value += 'ctrl+';
    }
    else if (event.altKey && event.key !== 'Alt') {
        value += 'alt+';
    }
    else if (event.shiftKey && event.key !== 'Shift') {
        value += 'shift+';
    }

    value += 'k' + event.key;

    this._key_event_extra(event, name);

    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
    return false;
};

mpl.figure.prototype.toolbar_button_onclick = function (name) {
    if (name === 'download') {
        this.handle_save(this, null);
    } else {
        this.send_message('toolbar_button', { name: name });
    }
};

mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
    this.message.textContent = tooltip;
};

///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
// prettier-ignore
var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home icon-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left icon-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right icon-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows icon-move", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o icon-check-empty", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o icon-save", "download"]];

mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif"];

mpl.default_extension = "png";/* global mpl */

var comm_websocket_adapter = function (comm) {
    // Create a "websocket"-like object which calls the given IPython comm
    // object with the appropriate methods. Currently this is a non binary
    // socket, so there is still some room for performance tuning.
    var ws = {};

    ws.binaryType = comm.kernel.ws.binaryType;
    ws.readyState = comm.kernel.ws.readyState;
    function updateReadyState(_event) {
        if (comm.kernel.ws) {
            ws.readyState = comm.kernel.ws.readyState;
        } else {
            ws.readyState = 3; // Closed state.
        }
    }
    comm.kernel.ws.addEventListener('open', updateReadyState);
    comm.kernel.ws.addEventListener('close', updateReadyState);
    comm.kernel.ws.addEventListener('error', updateReadyState);

    ws.close = function () {
        comm.close();
    };
    ws.send = function (m) {
        //console.log('sending', m);
        comm.send(m);
    };
    // Register the callback with on_msg.
    comm.on_msg(function (msg) {
        //console.log('receiving', msg['content']['data'], msg);
        var data = msg['content']['data'];
        if (data['blob'] !== undefined) {
            data = {
                data: new Blob(msg['buffers'], { type: data['blob'] }),
            };
        }
        // Pass the mpl event to the overridden (by mpl) onmessage function.
        ws.onmessage(data);
    });
    return ws;
};

mpl.mpl_figure_comm = function (comm, msg) {
    // This is the function which gets called when the mpl process
    // starts-up an IPython Comm through the "matplotlib" channel.

    var id = msg.content.data.id;
    // Get hold of the div created by the display call when the Comm
    // socket was opened in Python.
    var element = document.getElementById(id);
    var ws_proxy = comm_websocket_adapter(comm);

    function ondownload(figure, _format) {
        window.open(figure.canvas.toDataURL());
    }

    var fig = new mpl.figure(id, ws_proxy, ondownload, element);

    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
    // web socket which is closed, not our websocket->open comm proxy.
    ws_proxy.onopen();

    fig.parent_element = element;
    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
    if (!fig.cell_info) {
        console.error('Failed to find cell for figure', id, fig);
        return;
    }
    fig.cell_info[0].output_area.element.on(
        'cleared',
        { fig: fig },
        fig._remove_fig_handler
    );
};

mpl.figure.prototype.handle_close = function (fig, msg) {
    var width = fig.canvas.width / fig.ratio;
    fig.cell_info[0].output_area.element.off(
        'cleared',
        fig._remove_fig_handler
    );
    fig.resizeObserverInstance.unobserve(fig.canvas_div);

    // Update the output cell to use the data from the current canvas.
    fig.push_to_output();
    var dataURL = fig.canvas.toDataURL();
    // Re-enable the keyboard manager in IPython - without this line, in FF,
    // the notebook keyboard shortcuts fail.
    IPython.keyboard_manager.enable();
    fig.parent_element.innerHTML =
        '<img src="' + dataURL + '" width="' + width + '">';
    fig.close_ws(fig, msg);
};

mpl.figure.prototype.close_ws = function (fig, msg) {
    fig.send_message('closing', msg);
    // fig.ws.close()
};

mpl.figure.prototype.push_to_output = function (_remove_interactive) {
    // Turn the data on the canvas into data in the output cell.
    var width = this.canvas.width / this.ratio;
    var dataURL = this.canvas.toDataURL();
    this.cell_info[1]['text/html'] =
        '<img src="' + dataURL + '" width="' + width + '">';
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Tell IPython that the notebook contents must change.
    IPython.notebook.set_dirty(true);
    this.send_message('ack', {});
    var fig = this;
    // Wait a second, then push the new image to the DOM so
    // that it is saved nicely (might be nice to debounce this).
    setTimeout(function () {
        fig.push_to_output();
    }, 1000);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'btn-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'btn-group';
    var button;
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'btn-group';
            continue;
        }

        button = fig.buttons[name] = document.createElement('button');
        button.classList = 'btn btn-default';
        button.href = '#';
        button.title = name;
        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    // Add the status bar.
    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message pull-right';
    toolbar.appendChild(status_bar);
    this.message = status_bar;

    // Add the close button to the window.
    var buttongrp = document.createElement('div');
    buttongrp.classList = 'btn-group inline pull-right';
    button = document.createElement('button');
    button.classList = 'btn btn-mini btn-primary';
    button.href = '#';
    button.title = 'Stop Interaction';
    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
    button.addEventListener('click', function (_evt) {
        fig.handle_close(fig, {});
    });
    button.addEventListener(
        'mouseover',
        on_mouseover_closure('Stop Interaction')
    );
    buttongrp.appendChild(button);
    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
    titlebar.insertBefore(buttongrp, titlebar.firstChild);
};

mpl.figure.prototype._remove_fig_handler = function (event) {
    var fig = event.data.fig;
    if (event.target !== this) {
        // Ignore bubbled events from children.
        return;
    }
    fig.close_ws(fig, {});
};

mpl.figure.prototype._root_extra_style = function (el) {
    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
};

mpl.figure.prototype._canvas_extra_style = function (el) {
    // this is important to make the div 'focusable
    el.setAttribute('tabindex', 0);
    // reach out to IPython and tell the keyboard manager to turn it's self
    // off when our div gets focus

    // location in version 3
    if (IPython.notebook.keyboard_manager) {
        IPython.notebook.keyboard_manager.register_events(el);
    } else {
        // location in version 2
        IPython.keyboard_manager.register_events(el);
    }
};

mpl.figure.prototype._key_event_extra = function (event, _name) {
    // Check for shift+enter
    if (event.shiftKey && event.which === 13) {
        this.canvas_div.blur();
        // select the cell after this one
        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
        IPython.notebook.select(index + 1);
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    fig.ondownload(fig, null);
};

mpl.find_output_cell = function (html_output) {
    // Return the cell and output element which can be found *uniquely* in the notebook.
    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
    // IPython event is triggered only after the cells have been serialised, which for
    // our purposes (turning an active figure into a static one), is too late.
    var cells = IPython.notebook.get_cells();
    var ncells = cells.length;
    for (var i = 0; i < ncells; i++) {
        var cell = cells[i];
        if (cell.cell_type === 'code') {
            for (var j = 0; j < cell.output_area.outputs.length; j++) {
                var data = cell.output_area.outputs[j];
                if (data.data) {
                    // IPython >= 3 moved mimebundle to data attribute of output
                    data = data.data;
                }
                if (data['text/html'] === html_output) {
                    return [cell, data, j];
                }
            }
        }
    }
};

// Register the function which deals with the matplotlib target/channel.
// The kernel may be null if the page has been refreshed.
if (IPython.notebook.kernel !== null) {
    IPython.notebook.kernel.comm_manager.register_target(
        'matplotlib',
        mpl.mpl_figure_comm
    );
}

</script>
</div>

</div>

<div class="output_area">

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



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" 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<h1 id="Thermal-heating-rate">Thermal heating rate<a class="anchor-link" href="#Thermal-heating-rate">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">atmosphere_file</span> <span class="n">midlatitude_summer</span>  <span class="c1"># Define atmosphere file</span>

<span class="n">rte_solver</span> <span class="n">twostrebe</span>     <span class="c1"># Radiative transfer equation solver</span>

<span class="c1"># use Fu absorption parameterization</span>
<span class="n">mol_abs_param</span> <span class="n">fu</span>

<span class="n">albedo</span> <span class="mi">0</span>                   <span class="c1"># set albedo to 0, emissivity to 1</span>
<span class="n">source</span> <span class="n">thermal</span>             <span class="c1"># thermal</span>


<span class="n">zout</span> <span class="mf">0.0</span> <span class="mf">0.2</span> <span class="mf">0.4</span> <span class="mf">0.6</span> <span class="mf">0.8</span> <span class="mf">1.0</span> <span class="mf">1.2</span> <span class="mf">1.4</span> <span class="mf">1.6</span> <span class="mf">1.8</span> <span class="mf">2.0</span> <span class="mf">2.2</span> <span class="mf">2.4</span> <span class="mf">2.6</span> <span class="mf">2.8</span> <span class="mf">3.0</span> <span class="mf">3.2</span> <span class="mf">3.4</span> <span class="mf">3.6</span> <span class="mf">3.8</span> <span class="mf">4.0</span> <span class="mf">4.2</span> <span class="mf">4.4</span> <span class="mf">4.6</span> <span class="mf">4.8</span> <span class="mf">5.0</span> <span class="mf">5.2</span> <span class="mf">5.4</span> <span class="mf">5.6</span> <span class="mf">5.8</span> <span class="mf">6.0</span> <span class="mf">6.2</span> <span class="mf">6.4</span> <span class="mf">6.6</span> <span class="mf">6.8</span> <span class="mf">7.0</span> <span class="mf">7.2</span> <span class="mf">7.4</span> <span class="mf">7.6</span> <span class="mf">7.8</span> <span class="mf">8.0</span> <span class="mf">8.2</span> <span class="mf">8.4</span> <span class="mf">8.6</span> <span class="mf">8.8</span> <span class="mf">9.0</span> <span class="mf">9.2</span> <span class="mf">9.4</span> <span class="mf">9.6</span> <span class="mf">9.8</span> <span class="mf">10.0</span> <span class="mf">10.2</span> <span class="mf">10.4</span> <span class="mf">10.6</span> <span class="mf">10.8</span> <span class="mf">11.0</span> <span class="mf">11.2</span> <span class="mf">11.4</span> <span class="mf">11.6</span> <span class="mf">11.8</span> <span class="mf">12.0</span> <span class="mf">12.2</span> <span class="mf">12.4</span> <span class="mf">12.6</span> <span class="mf">12.8</span> <span class="mf">13.0</span> <span class="mf">13.2</span> <span class="mf">13.4</span> <span class="mf">13.6</span> <span class="mf">13.8</span> <span class="mf">14.0</span> <span class="mf">14.2</span> <span class="mf">14.4</span> <span class="mf">14.6</span> <span class="mf">14.8</span> <span class="mf">15.0</span>

<span class="n">output_process</span> <span class="nb">sum</span>
<span class="n">output_user</span> <span class="n">zout</span> <span class="n">edn</span> <span class="n">eup</span> <span class="n">heat</span> 

<span class="n">quiet</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pylab</span> <span class="k">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">os</span>

<span class="c1"># Calculate integrated irradiances and heating rates</span>

<span class="c1"># Clear atmosphere</span>
<span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; ./fu_heating_rates.inp &gt; uvspec_clear.out&#39;</span><span class="p">)</span>

<span class="c1"># Increase water vapor concentration</span>
<span class="n">tmp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;./fu_heating_rates.inp&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
<span class="n">inp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;uvspec.inp&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;mol_modify H2O 50 MM </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span> <span class="c1"># MM corresponds approx. to kg/m^2</span>
<span class="n">inp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
<span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; uvspec.inp &gt; uvspec_humid.out&#39;</span><span class="p">)</span>

<span class="c1"># Include a water cloud</span>
<span class="n">tmp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;./fu_heating_rates.inp&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
<span class="n">inp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;uvspec.inp&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>
<span class="c1"># write cloud input file</span>
<span class="n">wc</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;wc.dat&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
<span class="n">wc</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;3 0 0 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">wc</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;2 0.1 10 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">wc</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;wc_file 1D wc.dat </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;wc_properties hu </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;wc_modify tau set 10 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
<span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; uvspec.inp &gt; uvspec_wc.out&#39;</span><span class="p">)</span>

<span class="c1"># Include an ice cloud</span>
<span class="n">tmp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;./fu_heating_rates.inp&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
<span class="n">inp</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;uvspec.inp&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>
<span class="n">wc</span><span class="o">=</span><span class="nb">open</span><span class="p">(</span><span class="s1">&#39;wc.dat&#39;</span><span class="p">,</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
<span class="n">wc</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;12 0 0 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">wc</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;10 0.1 30 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">wc</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;ic_file 1D wc.dat </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;ic_properties fu </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;ic_modify tau set 1 </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">inp</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
<span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; uvspec.inp &gt; uvspec_ic.out&#39;</span><span class="p">)</span>



<span class="c1"># plot results</span>
<span class="n">cases</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;clear&#39;</span><span class="p">,</span> <span class="s1">&#39;humid&#39;</span><span class="p">,</span> <span class="s1">&#39;wc&#39;</span><span class="p">,</span> <span class="s1">&#39;ic&#39;</span><span class="p">]</span>

<span class="n">figure</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cases</span><span class="p">)):</span>
    
    <span class="n">data</span><span class="o">=</span><span class="n">loadtxt</span><span class="p">(</span><span class="s1">&#39;uvspec_</span><span class="si">%s</span><span class="s1">.out&#39;</span><span class="o">%</span><span class="k">cases</span>[i])

    <span class="n">subplot</span><span class="p">(</span><span class="mi">131</span><span class="p">)</span>
    <span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">data</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">cases</span>[i])
    <span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;z [km]&#39;</span><span class="p">)</span>
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;E$_</span><span class="si">{dn}</span><span class="s1">$ [W/m$^2$]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>
    
    <span class="n">subplot</span><span class="p">(</span><span class="mi">132</span><span class="p">)</span>
    <span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[:,</span><span class="mi">2</span><span class="p">],</span> <span class="n">data</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">cases</span>[i])
    <span class="c1">#ylabel(&#39;z [km]&#39;)</span>
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;E$_</span><span class="si">{up}</span><span class="s1">$ [W/m$^2$]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>
   
    <span class="n">subplot</span><span class="p">(</span><span class="mi">133</span><span class="p">)</span>
    <span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[:,</span><span class="mi">3</span><span class="p">],</span> <span class="n">data</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="k">cases</span>[i])
    <span class="c1">#ylabel(&#39;z [km]&#39;)</span>
    <span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;heating rate [K/d]&#39;</span><span class="p">)</span>
    <span class="n">legend</span><span class="p">()</span>

    <span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Thermal heating rates&#39;</span><span class="p">)</span>
    
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            canvas_div.style.height = height + 'px';
        }
    };

    // Disable right mouse context menu.
    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {
        event.preventDefault();
        return false;
    });

    function set_focus() {
        canvas.focus();
        canvas_div.focus();
    }

    window.setTimeout(set_focus, 100);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'mpl-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'mpl-button-group';
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'mpl-button-group';
            continue;
        }

        var button = (fig.buttons[name] = document.createElement('button'));
        button.classList = 'mpl-widget';
        button.setAttribute('role', 'button');
        button.setAttribute('aria-disabled', 'false');
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));

        var icon_img = document.createElement('img');
        icon_img.src = '_images/' + image + '.png';
        icon_img.srcset = '_images/' + image + '_large.png 2x';
        icon_img.alt = tooltip;
        button.appendChild(icon_img);

        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    var fmt_picker = document.createElement('select');
    fmt_picker.classList = 'mpl-widget';
    toolbar.appendChild(fmt_picker);
    this.format_dropdown = fmt_picker;

    for (var ind in mpl.extensions) {
        var fmt = mpl.extensions[ind];
        var option = document.createElement('option');
        option.selected = fmt === mpl.default_extension;
        option.innerHTML = fmt;
        fmt_picker.appendChild(option);
    }

    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message';
    toolbar.appendChild(status_bar);
    this.message = status_bar;
};

mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
    // which will in turn request a refresh of the image.
    this.send_message('resize', { width: x_pixels, height: y_pixels });
};

mpl.figure.prototype.send_message = function (type, properties) {
    properties['type'] = type;
    properties['figure_id'] = this.id;
    this.ws.send(JSON.stringify(properties));
};

mpl.figure.prototype.send_draw_message = function () {
    if (!this.waiting) {
        this.waiting = true;
        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    var format_dropdown = fig.format_dropdown;
    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
    fig.ondownload(fig, format);
};

mpl.figure.prototype.handle_resize = function (fig, msg) {
    var size = msg['size'];
    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
        fig._resize_canvas(size[0], size[1], msg['forward']);
        fig.send_message('refresh', {});
    }
};

mpl.figure.prototype.handle_rubberband = function (fig, msg) {
    var x0 = msg['x0'] / fig.ratio;
    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
    var x1 = msg['x1'] / fig.ratio;
    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
    x0 = Math.floor(x0) + 0.5;
    y0 = Math.floor(y0) + 0.5;
    x1 = Math.floor(x1) + 0.5;
    y1 = Math.floor(y1) + 0.5;
    var min_x = Math.min(x0, x1);
    var min_y = Math.min(y0, y1);
    var width = Math.abs(x1 - x0);
    var height = Math.abs(y1 - y0);

    fig.rubberband_context.clearRect(
        0,
        0,
        fig.canvas.width / fig.ratio,
        fig.canvas.height / fig.ratio
    );

    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
};

mpl.figure.prototype.handle_figure_label = function (fig, msg) {
    // Updates the figure title.
    fig.header.textContent = msg['label'];
};

mpl.figure.prototype.handle_cursor = function (fig, msg) {
    fig.rubberband_canvas.style.cursor = msg['cursor'];
};

mpl.figure.prototype.handle_message = function (fig, msg) {
    fig.message.textContent = msg['message'];
};

mpl.figure.prototype.handle_draw = function (fig, _msg) {
    // Request the server to send over a new figure.
    fig.send_draw_message();
};

mpl.figure.prototype.handle_image_mode = function (fig, msg) {
    fig.image_mode = msg['mode'];
};

mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
    for (var key in msg) {
        if (!(key in fig.buttons)) {
            continue;
        }
        fig.buttons[key].disabled = !msg[key];
        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
    }
};

mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
    if (msg['mode'] === 'PAN') {
        fig.buttons['Pan'].classList.add('active');
        fig.buttons['Zoom'].classList.remove('active');
    } else if (msg['mode'] === 'ZOOM') {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.add('active');
    } else {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.remove('active');
    }
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Called whenever the canvas gets updated.
    this.send_message('ack', {});
};

// A function to construct a web socket function for onmessage handling.
// Called in the figure constructor.
mpl.figure.prototype._make_on_message_function = function (fig) {
    return function socket_on_message(evt) {
        if (evt.data instanceof Blob) {
            var img = evt.data;
            if (img.type !== 'image/png') {
                /* FIXME: We get "Resource interpreted as Image but
                 * transferred with MIME type text/plain:" errors on
                 * Chrome.  But how to set the MIME type?  It doesn't seem
                 * to be part of the websocket stream */
                img.type = 'image/png';
            }

            /* Free the memory for the previous frames */
            if (fig.imageObj.src) {
                (window.URL || window.webkitURL).revokeObjectURL(
                    fig.imageObj.src
                );
            }

            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
                img
            );
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        } else if (
            typeof evt.data === 'string' &&
            evt.data.slice(0, 21) === 'data:image/png;base64'
        ) {
            fig.imageObj.src = evt.data;
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        }

        var msg = JSON.parse(evt.data);
        var msg_type = msg['type'];

        // Call the  "handle_{type}" callback, which takes
        // the figure and JSON message as its only arguments.
        try {
            var callback = fig['handle_' + msg_type];
        } catch (e) {
            console.log(
                "No handler for the '" + msg_type + "' message type: ",
                msg
            );
            return;
        }

        if (callback) {
            try {
                // console.log("Handling '" + msg_type + "' message: ", msg);
                callback(fig, msg);
            } catch (e) {
                console.log(
                    "Exception inside the 'handler_" + msg_type + "' callback:",
                    e,
                    e.stack,
                    msg
                );
            }
        }
    };
};

// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas
mpl.findpos = function (e) {
    //this section is from http://www.quirksmode.org/js/events_properties.html
    var targ;
    if (!e) {
        e = window.event;
    }
    if (e.target) {
        targ = e.target;
    } else if (e.srcElement) {
        targ = e.srcElement;
    }
    if (targ.nodeType === 3) {
        // defeat Safari bug
        targ = targ.parentNode;
    }

    // pageX,Y are the mouse positions relative to the document
    var boundingRect = targ.getBoundingClientRect();
    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);
    var y = e.pageY - (boundingRect.top + document.body.scrollTop);

    return { x: x, y: y };
};

/*
 * return a copy of an object with only non-object keys
 * we need this to avoid circular references
 * https://stackoverflow.com/a/24161582/3208463
 */
function simpleKeys(original) {
    return Object.keys(original).reduce(function (obj, key) {
        if (typeof original[key] !== 'object') {
            obj[key] = original[key];
        }
        return obj;
    }, {});
}

mpl.figure.prototype.mouse_event = function (event, name) {
    var canvas_pos = mpl.findpos(event);

    if (name === 'button_press') {
        this.canvas.focus();
        this.canvas_div.focus();
    }

    var x = canvas_pos.x * this.ratio;
    var y = canvas_pos.y * this.ratio;

    this.send_message(name, {
        x: x,
        y: y,
        button: event.button,
        step: event.step,
        guiEvent: simpleKeys(event),
    });

    /* This prevents the web browser from automatically changing to
     * the text insertion cursor when the button is pressed.  We want
     * to control all of the cursor setting manually through the
     * 'cursor' event from matplotlib */
    event.preventDefault();
    return false;
};

mpl.figure.prototype._key_event_extra = function (_event, _name) {
    // Handle any extra behaviour associated with a key event
};

mpl.figure.prototype.key_event = function (event, name) {
    // Prevent repeat events
    if (name === 'key_press') {
        if (event.key === this._key) {
            return;
        } else {
            this._key = event.key;
        }
    }
    if (name === 'key_release') {
        this._key = null;
    }

    var value = '';
    if (event.ctrlKey && event.key !== 'Control') {
        value += 'ctrl+';
    }
    else if (event.altKey && event.key !== 'Alt') {
        value += 'alt+';
    }
    else if (event.shiftKey && event.key !== 'Shift') {
        value += 'shift+';
    }

    value += 'k' + event.key;

    this._key_event_extra(event, name);

    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
    return false;
};

mpl.figure.prototype.toolbar_button_onclick = function (name) {
    if (name === 'download') {
        this.handle_save(this, null);
    } else {
        this.send_message('toolbar_button', { name: name });
    }
};

mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
    this.message.textContent = tooltip;
};

///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
// prettier-ignore
var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home icon-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left icon-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right icon-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows icon-move", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o icon-check-empty", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o icon-save", "download"]];

mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif"];

mpl.default_extension = "png";/* global mpl */

var comm_websocket_adapter = function (comm) {
    // Create a "websocket"-like object which calls the given IPython comm
    // object with the appropriate methods. Currently this is a non binary
    // socket, so there is still some room for performance tuning.
    var ws = {};

    ws.binaryType = comm.kernel.ws.binaryType;
    ws.readyState = comm.kernel.ws.readyState;
    function updateReadyState(_event) {
        if (comm.kernel.ws) {
            ws.readyState = comm.kernel.ws.readyState;
        } else {
            ws.readyState = 3; // Closed state.
        }
    }
    comm.kernel.ws.addEventListener('open', updateReadyState);
    comm.kernel.ws.addEventListener('close', updateReadyState);
    comm.kernel.ws.addEventListener('error', updateReadyState);

    ws.close = function () {
        comm.close();
    };
    ws.send = function (m) {
        //console.log('sending', m);
        comm.send(m);
    };
    // Register the callback with on_msg.
    comm.on_msg(function (msg) {
        //console.log('receiving', msg['content']['data'], msg);
        var data = msg['content']['data'];
        if (data['blob'] !== undefined) {
            data = {
                data: new Blob(msg['buffers'], { type: data['blob'] }),
            };
        }
        // Pass the mpl event to the overridden (by mpl) onmessage function.
        ws.onmessage(data);
    });
    return ws;
};

mpl.mpl_figure_comm = function (comm, msg) {
    // This is the function which gets called when the mpl process
    // starts-up an IPython Comm through the "matplotlib" channel.

    var id = msg.content.data.id;
    // Get hold of the div created by the display call when the Comm
    // socket was opened in Python.
    var element = document.getElementById(id);
    var ws_proxy = comm_websocket_adapter(comm);

    function ondownload(figure, _format) {
        window.open(figure.canvas.toDataURL());
    }

    var fig = new mpl.figure(id, ws_proxy, ondownload, element);

    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
    // web socket which is closed, not our websocket->open comm proxy.
    ws_proxy.onopen();

    fig.parent_element = element;
    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
    if (!fig.cell_info) {
        console.error('Failed to find cell for figure', id, fig);
        return;
    }
    fig.cell_info[0].output_area.element.on(
        'cleared',
        { fig: fig },
        fig._remove_fig_handler
    );
};

mpl.figure.prototype.handle_close = function (fig, msg) {
    var width = fig.canvas.width / fig.ratio;
    fig.cell_info[0].output_area.element.off(
        'cleared',
        fig._remove_fig_handler
    );
    fig.resizeObserverInstance.unobserve(fig.canvas_div);

    // Update the output cell to use the data from the current canvas.
    fig.push_to_output();
    var dataURL = fig.canvas.toDataURL();
    // Re-enable the keyboard manager in IPython - without this line, in FF,
    // the notebook keyboard shortcuts fail.
    IPython.keyboard_manager.enable();
    fig.parent_element.innerHTML =
        '<img src="' + dataURL + '" width="' + width + '">';
    fig.close_ws(fig, msg);
};

mpl.figure.prototype.close_ws = function (fig, msg) {
    fig.send_message('closing', msg);
    // fig.ws.close()
};

mpl.figure.prototype.push_to_output = function (_remove_interactive) {
    // Turn the data on the canvas into data in the output cell.
    var width = this.canvas.width / this.ratio;
    var dataURL = this.canvas.toDataURL();
    this.cell_info[1]['text/html'] =
        '<img src="' + dataURL + '" width="' + width + '">';
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Tell IPython that the notebook contents must change.
    IPython.notebook.set_dirty(true);
    this.send_message('ack', {});
    var fig = this;
    // Wait a second, then push the new image to the DOM so
    // that it is saved nicely (might be nice to debounce this).
    setTimeout(function () {
        fig.push_to_output();
    }, 1000);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'btn-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'btn-group';
    var button;
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'btn-group';
            continue;
        }

        button = fig.buttons[name] = document.createElement('button');
        button.classList = 'btn btn-default';
        button.href = '#';
        button.title = name;
        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    // Add the status bar.
    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message pull-right';
    toolbar.appendChild(status_bar);
    this.message = status_bar;

    // Add the close button to the window.
    var buttongrp = document.createElement('div');
    buttongrp.classList = 'btn-group inline pull-right';
    button = document.createElement('button');
    button.classList = 'btn btn-mini btn-primary';
    button.href = '#';
    button.title = 'Stop Interaction';
    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
    button.addEventListener('click', function (_evt) {
        fig.handle_close(fig, {});
    });
    button.addEventListener(
        'mouseover',
        on_mouseover_closure('Stop Interaction')
    );
    buttongrp.appendChild(button);
    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
    titlebar.insertBefore(buttongrp, titlebar.firstChild);
};

mpl.figure.prototype._remove_fig_handler = function (event) {
    var fig = event.data.fig;
    if (event.target !== this) {
        // Ignore bubbled events from children.
        return;
    }
    fig.close_ws(fig, {});
};

mpl.figure.prototype._root_extra_style = function (el) {
    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
};

mpl.figure.prototype._canvas_extra_style = function (el) {
    // this is important to make the div 'focusable
    el.setAttribute('tabindex', 0);
    // reach out to IPython and tell the keyboard manager to turn it's self
    // off when our div gets focus

    // location in version 3
    if (IPython.notebook.keyboard_manager) {
        IPython.notebook.keyboard_manager.register_events(el);
    } else {
        // location in version 2
        IPython.keyboard_manager.register_events(el);
    }
};

mpl.figure.prototype._key_event_extra = function (event, _name) {
    // Check for shift+enter
    if (event.shiftKey && event.which === 13) {
        this.canvas_div.blur();
        // select the cell after this one
        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
        IPython.notebook.select(index + 1);
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    fig.ondownload(fig, null);
};

mpl.find_output_cell = function (html_output) {
    // Return the cell and output element which can be found *uniquely* in the notebook.
    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
    // IPython event is triggered only after the cells have been serialised, which for
    // our purposes (turning an active figure into a static one), is too late.
    var cells = IPython.notebook.get_cells();
    var ncells = cells.length;
    for (var i = 0; i < ncells; i++) {
        var cell = cells[i];
        if (cell.cell_type === 'code') {
            for (var j = 0; j < cell.output_area.outputs.length; j++) {
                var data = cell.output_area.outputs[j];
                if (data.data) {
                    // IPython >= 3 moved mimebundle to data attribute of output
                    data = data.data;
                }
                if (data['text/html'] === html_output) {
                    return [cell, data, j];
                }
            }
        }
    }
};

// Register the function which deals with the matplotlib target/channel.
// The kernel may be null if the page has been refreshed.
if (IPython.notebook.kernel !== null) {
    IPython.notebook.kernel.comm_manager.register_target(
        'matplotlib',
        mpl.mpl_figure_comm
    );
}

</script>
</div>

</div>

<div class="output_area">

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



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<h1 id="Line-by-line-simulations">Line-by-line simulations<a class="anchor-link" href="#Line-by-line-simulations">&#182;</a></h1>
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<h3 id="libRadtran-input-file-(uvspec_lbl.ir.disort.inp):">libRadtran input file (uvspec_lbl.ir.disort.inp):<a class="anchor-link" href="#libRadtran-input-file-(uvspec_lbl.ir.disort.inp):">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># data_files_path /home/data/daten/public/rt-data/libRadtran_data/</span>

<span class="c1"># Standard atmospheres in ARTS defined up to 95km, the atmosphere</span>
<span class="c1"># file here has to correspond to the atmosphere used to generate the </span>
<span class="c1"># molecular_tau_file  </span>
<span class="n">atmosphere_file</span>  <span class="n">afglms</span><span class="o">.</span><span class="n">dat</span>
<span class="n">source</span> <span class="n">thermal</span>

<span class="n">wavelength</span> <span class="mi">10000</span> <span class="mi">10010</span>

<span class="c1"># Read ARTS generated molecular_tau_file</span>
<span class="n">mol_tau_file</span> <span class="nb">abs</span> <span class="n">moltau_example</span><span class="o">.</span><span class="n">nc</span>

<span class="c1"># Use disort2 solver</span>
<span class="n">rte_solver</span>  <span class="n">disort</span>        <span class="c1"># Radiative transfer equation solver</span>

<span class="c1"># Calculate upwelling nadir radiance at TOA</span>
<span class="n">zout</span> <span class="n">toa</span>
<span class="n">umu</span> <span class="mf">1.0</span>
<span class="n">phi</span> <span class="mi">0</span>

<span class="n">output_process</span> <span class="n">per_nm</span>
<span class="n">output_user</span> <span class="k">lambda</span> <span class="n">uu</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pylab</span> <span class="k">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">os</span>

<span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s1">&#39;uvspec &lt; ex7_line_by_line/uvspec_lbl.ir.disort.inp &gt; ex7_line_by_line/disort_lbl.out&#39;</span><span class="p">)</span>
<span class="n">result</span><span class="o">=</span><span class="n">loadtxt</span><span class="p">(</span><span class="s1">&#39;ex7_line_by_line/disort_lbl.out&#39;</span><span class="p">)</span> 

<span class="n">figure</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">plot</span><span class="p">(</span><span class="n">result</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">result</span><span class="p">[:,</span><span class="mi">1</span><span class="p">])</span>
<span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;wavelength [nm]&#39;</span><span class="p">)</span>
<span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;nadir radiance TOA [W/m$^2$/nm/sr]&#39;</span><span class="p">);</span>
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    }
};

mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
    this.id = figure_id;

    this.ws = websocket;

    this.supports_binary = this.ws.binaryType !== undefined;

    if (!this.supports_binary) {
        var warnings = document.getElementById('mpl-warnings');
        if (warnings) {
            warnings.style.display = 'block';
            warnings.textContent =
                'This browser does not support binary websocket messages. ' +
                'Performance may be slow.';
        }
    }

    this.imageObj = new Image();

    this.context = undefined;
    this.message = undefined;
    this.canvas = undefined;
    this.rubberband_canvas = undefined;
    this.rubberband_context = undefined;
    this.format_dropdown = undefined;

    this.image_mode = 'full';

    this.root = document.createElement('div');
    this.root.setAttribute('style', 'display: inline-block');
    this._root_extra_style(this.root);

    parent_element.appendChild(this.root);

    this._init_header(this);
    this._init_canvas(this);
    this._init_toolbar(this);

    var fig = this;

    this.waiting = false;

    this.ws.onopen = function () {
        fig.send_message('supports_binary', { value: fig.supports_binary });
        fig.send_message('send_image_mode', {});
        if (fig.ratio !== 1) {
            fig.send_message('set_device_pixel_ratio', {
                device_pixel_ratio: fig.ratio,
            });
        }
        fig.send_message('refresh', {});
    };

    this.imageObj.onload = function () {
        if (fig.image_mode === 'full') {
            // Full images could contain transparency (where diff images
            // almost always do), so we need to clear the canvas so that
            // there is no ghosting.
            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
        }
        fig.context.drawImage(fig.imageObj, 0, 0);
    };

    this.imageObj.onunload = function () {
        fig.ws.close();
    };

    this.ws.onmessage = this._make_on_message_function(this);

    this.ondownload = ondownload;
};

mpl.figure.prototype._init_header = function () {
    var titlebar = document.createElement('div');
    titlebar.classList =
        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
    var titletext = document.createElement('div');
    titletext.classList = 'ui-dialog-title';
    titletext.setAttribute(
        'style',
        'width: 100%; text-align: center; padding: 3px;'
    );
    titlebar.appendChild(titletext);
    this.root.appendChild(titlebar);
    this.header = titletext;
};

mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};

mpl.figure.prototype._root_extra_style = function (_canvas_div) {};

mpl.figure.prototype._init_canvas = function () {
    var fig = this;

    var canvas_div = (this.canvas_div = document.createElement('div'));
    canvas_div.setAttribute(
        'style',
        'border: 1px solid #ddd;' +
            'box-sizing: content-box;' +
            'clear: both;' +
            'min-height: 1px;' +
            'min-width: 1px;' +
            'outline: 0;' +
            'overflow: hidden;' +
            'position: relative;' +
            'resize: both;'
    );

    function on_keyboard_event_closure(name) {
        return function (event) {
            return fig.key_event(event, name);
        };
    }

    canvas_div.addEventListener(
        'keydown',
        on_keyboard_event_closure('key_press')
    );
    canvas_div.addEventListener(
        'keyup',
        on_keyboard_event_closure('key_release')
    );

    this._canvas_extra_style(canvas_div);
    this.root.appendChild(canvas_div);

    var canvas = (this.canvas = document.createElement('canvas'));
    canvas.classList.add('mpl-canvas');
    canvas.setAttribute('style', 'box-sizing: content-box;');

    this.context = canvas.getContext('2d');

    var backingStore =
        this.context.backingStorePixelRatio ||
        this.context.webkitBackingStorePixelRatio ||
        this.context.mozBackingStorePixelRatio ||
        this.context.msBackingStorePixelRatio ||
        this.context.oBackingStorePixelRatio ||
        this.context.backingStorePixelRatio ||
        1;

    this.ratio = (window.devicePixelRatio || 1) / backingStore;

    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
        'canvas'
    ));
    rubberband_canvas.setAttribute(
        'style',
        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'
    );

    // Apply a ponyfill if ResizeObserver is not implemented by browser.
    if (this.ResizeObserver === undefined) {
        if (window.ResizeObserver !== undefined) {
            this.ResizeObserver = window.ResizeObserver;
        } else {
            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
            this.ResizeObserver = obs.ResizeObserver;
        }
    }

    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
        var nentries = entries.length;
        for (var i = 0; i < nentries; i++) {
            var entry = entries[i];
            var width, height;
            if (entry.contentBoxSize) {
                if (entry.contentBoxSize instanceof Array) {
                    // Chrome 84 implements new version of spec.
                    width = entry.contentBoxSize[0].inlineSize;
                    height = entry.contentBoxSize[0].blockSize;
                } else {
                    // Firefox implements old version of spec.
                    width = entry.contentBoxSize.inlineSize;
                    height = entry.contentBoxSize.blockSize;
                }
            } else {
                // Chrome <84 implements even older version of spec.
                width = entry.contentRect.width;
                height = entry.contentRect.height;
            }

            // Keep the size of the canvas and rubber band canvas in sync with
            // the canvas container.
            if (entry.devicePixelContentBoxSize) {
                // Chrome 84 implements new version of spec.
                canvas.setAttribute(
                    'width',
                    entry.devicePixelContentBoxSize[0].inlineSize
                );
                canvas.setAttribute(
                    'height',
                    entry.devicePixelContentBoxSize[0].blockSize
                );
            } else {
                canvas.setAttribute('width', width * fig.ratio);
                canvas.setAttribute('height', height * fig.ratio);
            }
            canvas.setAttribute(
                'style',
                'width: ' + width + 'px; height: ' + height + 'px;'
            );

            rubberband_canvas.setAttribute('width', width);
            rubberband_canvas.setAttribute('height', height);

            // And update the size in Python. We ignore the initial 0/0 size
            // that occurs as the element is placed into the DOM, which should
            // otherwise not happen due to the minimum size styling.
            if (fig.ws.readyState == 1 && width != 0 && height != 0) {
                fig.request_resize(width, height);
            }
        }
    });
    this.resizeObserverInstance.observe(canvas_div);

    function on_mouse_event_closure(name) {
        return function (event) {
            return fig.mouse_event(event, name);
        };
    }

    rubberband_canvas.addEventListener(
        'mousedown',
        on_mouse_event_closure('button_press')
    );
    rubberband_canvas.addEventListener(
        'mouseup',
        on_mouse_event_closure('button_release')
    );
    rubberband_canvas.addEventListener(
        'dblclick',
        on_mouse_event_closure('dblclick')
    );
    // Throttle sequential mouse events to 1 every 20ms.
    rubberband_canvas.addEventListener(
        'mousemove',
        on_mouse_event_closure('motion_notify')
    );

    rubberband_canvas.addEventListener(
        'mouseenter',
        on_mouse_event_closure('figure_enter')
    );
    rubberband_canvas.addEventListener(
        'mouseleave',
        on_mouse_event_closure('figure_leave')
    );

    canvas_div.addEventListener('wheel', function (event) {
        if (event.deltaY < 0) {
            event.step = 1;
        } else {
            event.step = -1;
        }
        on_mouse_event_closure('scroll')(event);
    });

    canvas_div.appendChild(canvas);
    canvas_div.appendChild(rubberband_canvas);

    this.rubberband_context = rubberband_canvas.getContext('2d');
    this.rubberband_context.strokeStyle = '#000000';

    this._resize_canvas = function (width, height, forward) {
        if (forward) {
            canvas_div.style.width = width + 'px';
            canvas_div.style.height = height + 'px';
        }
    };

    // Disable right mouse context menu.
    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {
        event.preventDefault();
        return false;
    });

    function set_focus() {
        canvas.focus();
        canvas_div.focus();
    }

    window.setTimeout(set_focus, 100);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'mpl-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'mpl-button-group';
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'mpl-button-group';
            continue;
        }

        var button = (fig.buttons[name] = document.createElement('button'));
        button.classList = 'mpl-widget';
        button.setAttribute('role', 'button');
        button.setAttribute('aria-disabled', 'false');
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));

        var icon_img = document.createElement('img');
        icon_img.src = '_images/' + image + '.png';
        icon_img.srcset = '_images/' + image + '_large.png 2x';
        icon_img.alt = tooltip;
        button.appendChild(icon_img);

        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    var fmt_picker = document.createElement('select');
    fmt_picker.classList = 'mpl-widget';
    toolbar.appendChild(fmt_picker);
    this.format_dropdown = fmt_picker;

    for (var ind in mpl.extensions) {
        var fmt = mpl.extensions[ind];
        var option = document.createElement('option');
        option.selected = fmt === mpl.default_extension;
        option.innerHTML = fmt;
        fmt_picker.appendChild(option);
    }

    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message';
    toolbar.appendChild(status_bar);
    this.message = status_bar;
};

mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
    // which will in turn request a refresh of the image.
    this.send_message('resize', { width: x_pixels, height: y_pixels });
};

mpl.figure.prototype.send_message = function (type, properties) {
    properties['type'] = type;
    properties['figure_id'] = this.id;
    this.ws.send(JSON.stringify(properties));
};

mpl.figure.prototype.send_draw_message = function () {
    if (!this.waiting) {
        this.waiting = true;
        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    var format_dropdown = fig.format_dropdown;
    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
    fig.ondownload(fig, format);
};

mpl.figure.prototype.handle_resize = function (fig, msg) {
    var size = msg['size'];
    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
        fig._resize_canvas(size[0], size[1], msg['forward']);
        fig.send_message('refresh', {});
    }
};

mpl.figure.prototype.handle_rubberband = function (fig, msg) {
    var x0 = msg['x0'] / fig.ratio;
    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
    var x1 = msg['x1'] / fig.ratio;
    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
    x0 = Math.floor(x0) + 0.5;
    y0 = Math.floor(y0) + 0.5;
    x1 = Math.floor(x1) + 0.5;
    y1 = Math.floor(y1) + 0.5;
    var min_x = Math.min(x0, x1);
    var min_y = Math.min(y0, y1);
    var width = Math.abs(x1 - x0);
    var height = Math.abs(y1 - y0);

    fig.rubberband_context.clearRect(
        0,
        0,
        fig.canvas.width / fig.ratio,
        fig.canvas.height / fig.ratio
    );

    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
};

mpl.figure.prototype.handle_figure_label = function (fig, msg) {
    // Updates the figure title.
    fig.header.textContent = msg['label'];
};

mpl.figure.prototype.handle_cursor = function (fig, msg) {
    fig.rubberband_canvas.style.cursor = msg['cursor'];
};

mpl.figure.prototype.handle_message = function (fig, msg) {
    fig.message.textContent = msg['message'];
};

mpl.figure.prototype.handle_draw = function (fig, _msg) {
    // Request the server to send over a new figure.
    fig.send_draw_message();
};

mpl.figure.prototype.handle_image_mode = function (fig, msg) {
    fig.image_mode = msg['mode'];
};

mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
    for (var key in msg) {
        if (!(key in fig.buttons)) {
            continue;
        }
        fig.buttons[key].disabled = !msg[key];
        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
    }
};

mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
    if (msg['mode'] === 'PAN') {
        fig.buttons['Pan'].classList.add('active');
        fig.buttons['Zoom'].classList.remove('active');
    } else if (msg['mode'] === 'ZOOM') {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.add('active');
    } else {
        fig.buttons['Pan'].classList.remove('active');
        fig.buttons['Zoom'].classList.remove('active');
    }
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Called whenever the canvas gets updated.
    this.send_message('ack', {});
};

// A function to construct a web socket function for onmessage handling.
// Called in the figure constructor.
mpl.figure.prototype._make_on_message_function = function (fig) {
    return function socket_on_message(evt) {
        if (evt.data instanceof Blob) {
            var img = evt.data;
            if (img.type !== 'image/png') {
                /* FIXME: We get "Resource interpreted as Image but
                 * transferred with MIME type text/plain:" errors on
                 * Chrome.  But how to set the MIME type?  It doesn't seem
                 * to be part of the websocket stream */
                img.type = 'image/png';
            }

            /* Free the memory for the previous frames */
            if (fig.imageObj.src) {
                (window.URL || window.webkitURL).revokeObjectURL(
                    fig.imageObj.src
                );
            }

            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
                img
            );
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        } else if (
            typeof evt.data === 'string' &&
            evt.data.slice(0, 21) === 'data:image/png;base64'
        ) {
            fig.imageObj.src = evt.data;
            fig.updated_canvas_event();
            fig.waiting = false;
            return;
        }

        var msg = JSON.parse(evt.data);
        var msg_type = msg['type'];

        // Call the  "handle_{type}" callback, which takes
        // the figure and JSON message as its only arguments.
        try {
            var callback = fig['handle_' + msg_type];
        } catch (e) {
            console.log(
                "No handler for the '" + msg_type + "' message type: ",
                msg
            );
            return;
        }

        if (callback) {
            try {
                // console.log("Handling '" + msg_type + "' message: ", msg);
                callback(fig, msg);
            } catch (e) {
                console.log(
                    "Exception inside the 'handler_" + msg_type + "' callback:",
                    e,
                    e.stack,
                    msg
                );
            }
        }
    };
};

// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas
mpl.findpos = function (e) {
    //this section is from http://www.quirksmode.org/js/events_properties.html
    var targ;
    if (!e) {
        e = window.event;
    }
    if (e.target) {
        targ = e.target;
    } else if (e.srcElement) {
        targ = e.srcElement;
    }
    if (targ.nodeType === 3) {
        // defeat Safari bug
        targ = targ.parentNode;
    }

    // pageX,Y are the mouse positions relative to the document
    var boundingRect = targ.getBoundingClientRect();
    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);
    var y = e.pageY - (boundingRect.top + document.body.scrollTop);

    return { x: x, y: y };
};

/*
 * return a copy of an object with only non-object keys
 * we need this to avoid circular references
 * https://stackoverflow.com/a/24161582/3208463
 */
function simpleKeys(original) {
    return Object.keys(original).reduce(function (obj, key) {
        if (typeof original[key] !== 'object') {
            obj[key] = original[key];
        }
        return obj;
    }, {});
}

mpl.figure.prototype.mouse_event = function (event, name) {
    var canvas_pos = mpl.findpos(event);

    if (name === 'button_press') {
        this.canvas.focus();
        this.canvas_div.focus();
    }

    var x = canvas_pos.x * this.ratio;
    var y = canvas_pos.y * this.ratio;

    this.send_message(name, {
        x: x,
        y: y,
        button: event.button,
        step: event.step,
        guiEvent: simpleKeys(event),
    });

    /* This prevents the web browser from automatically changing to
     * the text insertion cursor when the button is pressed.  We want
     * to control all of the cursor setting manually through the
     * 'cursor' event from matplotlib */
    event.preventDefault();
    return false;
};

mpl.figure.prototype._key_event_extra = function (_event, _name) {
    // Handle any extra behaviour associated with a key event
};

mpl.figure.prototype.key_event = function (event, name) {
    // Prevent repeat events
    if (name === 'key_press') {
        if (event.key === this._key) {
            return;
        } else {
            this._key = event.key;
        }
    }
    if (name === 'key_release') {
        this._key = null;
    }

    var value = '';
    if (event.ctrlKey && event.key !== 'Control') {
        value += 'ctrl+';
    }
    else if (event.altKey && event.key !== 'Alt') {
        value += 'alt+';
    }
    else if (event.shiftKey && event.key !== 'Shift') {
        value += 'shift+';
    }

    value += 'k' + event.key;

    this._key_event_extra(event, name);

    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
    return false;
};

mpl.figure.prototype.toolbar_button_onclick = function (name) {
    if (name === 'download') {
        this.handle_save(this, null);
    } else {
        this.send_message('toolbar_button', { name: name });
    }
};

mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
    this.message.textContent = tooltip;
};

///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
// prettier-ignore
var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home icon-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left icon-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right icon-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows icon-move", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o icon-check-empty", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o icon-save", "download"]];

mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif"];

mpl.default_extension = "png";/* global mpl */

var comm_websocket_adapter = function (comm) {
    // Create a "websocket"-like object which calls the given IPython comm
    // object with the appropriate methods. Currently this is a non binary
    // socket, so there is still some room for performance tuning.
    var ws = {};

    ws.binaryType = comm.kernel.ws.binaryType;
    ws.readyState = comm.kernel.ws.readyState;
    function updateReadyState(_event) {
        if (comm.kernel.ws) {
            ws.readyState = comm.kernel.ws.readyState;
        } else {
            ws.readyState = 3; // Closed state.
        }
    }
    comm.kernel.ws.addEventListener('open', updateReadyState);
    comm.kernel.ws.addEventListener('close', updateReadyState);
    comm.kernel.ws.addEventListener('error', updateReadyState);

    ws.close = function () {
        comm.close();
    };
    ws.send = function (m) {
        //console.log('sending', m);
        comm.send(m);
    };
    // Register the callback with on_msg.
    comm.on_msg(function (msg) {
        //console.log('receiving', msg['content']['data'], msg);
        var data = msg['content']['data'];
        if (data['blob'] !== undefined) {
            data = {
                data: new Blob(msg['buffers'], { type: data['blob'] }),
            };
        }
        // Pass the mpl event to the overridden (by mpl) onmessage function.
        ws.onmessage(data);
    });
    return ws;
};

mpl.mpl_figure_comm = function (comm, msg) {
    // This is the function which gets called when the mpl process
    // starts-up an IPython Comm through the "matplotlib" channel.

    var id = msg.content.data.id;
    // Get hold of the div created by the display call when the Comm
    // socket was opened in Python.
    var element = document.getElementById(id);
    var ws_proxy = comm_websocket_adapter(comm);

    function ondownload(figure, _format) {
        window.open(figure.canvas.toDataURL());
    }

    var fig = new mpl.figure(id, ws_proxy, ondownload, element);

    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
    // web socket which is closed, not our websocket->open comm proxy.
    ws_proxy.onopen();

    fig.parent_element = element;
    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
    if (!fig.cell_info) {
        console.error('Failed to find cell for figure', id, fig);
        return;
    }
    fig.cell_info[0].output_area.element.on(
        'cleared',
        { fig: fig },
        fig._remove_fig_handler
    );
};

mpl.figure.prototype.handle_close = function (fig, msg) {
    var width = fig.canvas.width / fig.ratio;
    fig.cell_info[0].output_area.element.off(
        'cleared',
        fig._remove_fig_handler
    );
    fig.resizeObserverInstance.unobserve(fig.canvas_div);

    // Update the output cell to use the data from the current canvas.
    fig.push_to_output();
    var dataURL = fig.canvas.toDataURL();
    // Re-enable the keyboard manager in IPython - without this line, in FF,
    // the notebook keyboard shortcuts fail.
    IPython.keyboard_manager.enable();
    fig.parent_element.innerHTML =
        '<img src="' + dataURL + '" width="' + width + '">';
    fig.close_ws(fig, msg);
};

mpl.figure.prototype.close_ws = function (fig, msg) {
    fig.send_message('closing', msg);
    // fig.ws.close()
};

mpl.figure.prototype.push_to_output = function (_remove_interactive) {
    // Turn the data on the canvas into data in the output cell.
    var width = this.canvas.width / this.ratio;
    var dataURL = this.canvas.toDataURL();
    this.cell_info[1]['text/html'] =
        '<img src="' + dataURL + '" width="' + width + '">';
};

mpl.figure.prototype.updated_canvas_event = function () {
    // Tell IPython that the notebook contents must change.
    IPython.notebook.set_dirty(true);
    this.send_message('ack', {});
    var fig = this;
    // Wait a second, then push the new image to the DOM so
    // that it is saved nicely (might be nice to debounce this).
    setTimeout(function () {
        fig.push_to_output();
    }, 1000);
};

mpl.figure.prototype._init_toolbar = function () {
    var fig = this;

    var toolbar = document.createElement('div');
    toolbar.classList = 'btn-toolbar';
    this.root.appendChild(toolbar);

    function on_click_closure(name) {
        return function (_event) {
            return fig.toolbar_button_onclick(name);
        };
    }

    function on_mouseover_closure(tooltip) {
        return function (event) {
            if (!event.currentTarget.disabled) {
                return fig.toolbar_button_onmouseover(tooltip);
            }
        };
    }

    fig.buttons = {};
    var buttonGroup = document.createElement('div');
    buttonGroup.classList = 'btn-group';
    var button;
    for (var toolbar_ind in mpl.toolbar_items) {
        var name = mpl.toolbar_items[toolbar_ind][0];
        var tooltip = mpl.toolbar_items[toolbar_ind][1];
        var image = mpl.toolbar_items[toolbar_ind][2];
        var method_name = mpl.toolbar_items[toolbar_ind][3];

        if (!name) {
            /* Instead of a spacer, we start a new button group. */
            if (buttonGroup.hasChildNodes()) {
                toolbar.appendChild(buttonGroup);
            }
            buttonGroup = document.createElement('div');
            buttonGroup.classList = 'btn-group';
            continue;
        }

        button = fig.buttons[name] = document.createElement('button');
        button.classList = 'btn btn-default';
        button.href = '#';
        button.title = name;
        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
        button.addEventListener('click', on_click_closure(method_name));
        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
        buttonGroup.appendChild(button);
    }

    if (buttonGroup.hasChildNodes()) {
        toolbar.appendChild(buttonGroup);
    }

    // Add the status bar.
    var status_bar = document.createElement('span');
    status_bar.classList = 'mpl-message pull-right';
    toolbar.appendChild(status_bar);
    this.message = status_bar;

    // Add the close button to the window.
    var buttongrp = document.createElement('div');
    buttongrp.classList = 'btn-group inline pull-right';
    button = document.createElement('button');
    button.classList = 'btn btn-mini btn-primary';
    button.href = '#';
    button.title = 'Stop Interaction';
    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
    button.addEventListener('click', function (_evt) {
        fig.handle_close(fig, {});
    });
    button.addEventListener(
        'mouseover',
        on_mouseover_closure('Stop Interaction')
    );
    buttongrp.appendChild(button);
    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
    titlebar.insertBefore(buttongrp, titlebar.firstChild);
};

mpl.figure.prototype._remove_fig_handler = function (event) {
    var fig = event.data.fig;
    if (event.target !== this) {
        // Ignore bubbled events from children.
        return;
    }
    fig.close_ws(fig, {});
};

mpl.figure.prototype._root_extra_style = function (el) {
    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
};

mpl.figure.prototype._canvas_extra_style = function (el) {
    // this is important to make the div 'focusable
    el.setAttribute('tabindex', 0);
    // reach out to IPython and tell the keyboard manager to turn it's self
    // off when our div gets focus

    // location in version 3
    if (IPython.notebook.keyboard_manager) {
        IPython.notebook.keyboard_manager.register_events(el);
    } else {
        // location in version 2
        IPython.keyboard_manager.register_events(el);
    }
};

mpl.figure.prototype._key_event_extra = function (event, _name) {
    // Check for shift+enter
    if (event.shiftKey && event.which === 13) {
        this.canvas_div.blur();
        // select the cell after this one
        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
        IPython.notebook.select(index + 1);
    }
};

mpl.figure.prototype.handle_save = function (fig, _msg) {
    fig.ondownload(fig, null);
};

mpl.find_output_cell = function (html_output) {
    // Return the cell and output element which can be found *uniquely* in the notebook.
    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
    // IPython event is triggered only after the cells have been serialised, which for
    // our purposes (turning an active figure into a static one), is too late.
    var cells = IPython.notebook.get_cells();
    var ncells = cells.length;
    for (var i = 0; i < ncells; i++) {
        var cell = cells[i];
        if (cell.cell_type === 'code') {
            for (var j = 0; j < cell.output_area.outputs.length; j++) {
                var data = cell.output_area.outputs[j];
                if (data.data) {
                    // IPython >= 3 moved mimebundle to data attribute of output
                    data = data.data;
                }
                if (data['text/html'] === html_output) {
                    return [cell, data, j];
                }
            }
        }
    }
};

// Register the function which deals with the matplotlib target/channel.
// The kernel may be null if the page has been refreshed.
if (IPython.notebook.kernel !== null) {
    IPython.notebook.kernel.comm_manager.register_target(
        'matplotlib',
        mpl.mpl_figure_comm
    );
}

</script>
</div>

</div>

<div class="output_area">

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



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" 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