Phylogenetic_trees_unsupervised_learning.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 20ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  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;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
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;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  display: none;
}
.command-shortcut:before {
  content: "(command)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
#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;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

    </style>
<style type="text/css">
    div#notebook {
 font-family: sans-serif;
 font-size: 13pt;
 line-height: 170%;
 color: #f8f8f0;
 -webkit-font-smoothing: antialiased !important;
}
body,
div.body {
 font-family: sans-serif;
 font-size: 13pt;
 color: #f8f8f0;
 background-color: #1e1e1e;
 background: #1e1e1e;
 -webkit-font-smoothing: antialiased !important;
}
body.notebook_app {
 padding: 0;
 background-color: #1e1e1e;
 background: #1e1e1e;
 padding-right: 0px !important;
 overflow-y: hidden;
}
a {
 font-family: sans-serif;
 color: #f8f8f0;
 -webkit-font-smoothing: antialiased !important;
}
a:hover,
a:focus {
 color: #f8f8f0;
 -webkit-font-smoothing: antialiased !important;
}
.list_header,
div#notebook_list_header.row.list_header {
 font-size: 14pt;
 color: #f8f8f0;
 background-color: transparent;
 height: 35px;
}
i.fa.fa-folder {
 display: inline-block;
 font: normal normal normal 14px "FontAwesome";
 font-family: "FontAwesome" !important;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 font-size: 18px;
 -moz-osx-font-smoothing: grayscale;
}
#running .panel-group .panel .panel-heading {
 font-size: 14pt;
 color: #f8f8f0;
 padding: 8px 8px;
 background: #2f2f2f;
 background-color: #2f2f2f;
}
#running .panel-group .panel .panel-heading a {
 font-size: 14pt;
 color: #f8f8f0;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
 font-size: 14pt;
 color: #f8f8f0;
}
#running .panel-group .panel .panel-body .list_container .list_item {
 background: #232323;
 background-color: #232323;
 padding: 2px;
 border-bottom: 2px solid rgba(93,92,82,.25);
}
#running .panel-group .panel .panel-body .list_container .list_item:hover {
 background: #232323;
 background-color: #232323;
}
#running .panel-group .panel .panel-body {
 padding: 2px;
}
button#refresh_running_list {
 border: none !important;
}
button#refresh_cluster_list {
 border: none !important;
}
div.running_list_info.toolbar_info {
 font-size: 15px;
 padding: 4px 0 4px 0;
 margin-top: 5px;
 margin-bottom: 8px;
 height: 24px;
 line-height: 24px;
 text-shadow: none;
}
.list_placeholder {
 font-weight: normal;
}
#tree-selector {
 padding: 0px;
 border-color: transparent;
}
#project_name > ul > li > a > i.fa.fa-home {
 color: #a6e22e;
 font-size: 17pt;
 display: inline-block;
 position: static;
 padding: 0px 0px;
 font-weight: normal;
 text-align: center;
 vertical-align: text-top;
}
.fa-folder:before {
 color: #ae81ff;
}
.fa-arrow-up:before {
 font-size: 14px;
}
.fa-arrow-down:before {
 font-size: 14px;
}
span#last-modified.btn.btn-xs.btn-default.sort-action:hover .fa,
span#sort-name.btn.btn-xs.btn-default.sort-action:hover .fa {
 color: #a6e22e;
}
.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: "\f07b";
 color: #ae81ff;
}
.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;
 color: #a6e22e !important;
 top: 0px;
}
.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: "\f15b";
 position: relative;
 top: 0px;
 color: #888888 !important;
}
#project_name a {
 display: inline-flex;
 padding-left: 7px;
 margin-left: -2px;
 text-align: -webkit-auto;
 vertical-align: baseline;
 font-size: 18px;
}
div#notebook_toolbar div.dynamic-instructions {
 font-family: sans-serif;
 font-size: 17px;
 color: #75715e;
}
span#login_widget > .button,
#logout {
 font-family: "Proxima Nova", sans-serif;
 color: #f8f8f0;
 background: transparent;
 background-color: transparent;
 border: 2px solid #2f2f2f;
 font-weight: normal;
 box-shadow: none;
 text-shadow: none;
 border-radius: 3px;
 margin-right: 10px;
 padding: 2px 7px;
}
span#login_widget > .button:hover,
#logout:hover {
 color: #a6e22e;
 background-color: transparent;
 background: transparent;
 border: 2px solid #a6e22e;
 background-image: none;
 box-shadow: none !important;
 border-radius: 3px;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus,
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
 color: #f8f8f2;
 background-color: #f8f8f0;
 background: #f8f8f0;
 border-color: #f8f8f0;
 background-image: none;
 box-shadow: none !important;
 border-radius: 2px;
}
body > #header #header-container {
 padding-bottom: 0px;
 padding-top: 4px;
 box-sizing: border-box;
 -moz-box-sizing: border-box;
 -webkit-box-sizing: border-box;
}
body > #header {
 background: #1e1e1e;
 background-color: #1e1e1e;
 position: relative;
 z-index: 100;
}
.list_container {
 font-size: 13pt;
 color: #f8f8f0;
 border: none;
 text-shadow: none !important;
}
.list_container > div {
 border-bottom: 1px solid rgba(93,92,82,.25);
 font-size: 13pt;
}
.list_header > div,
.list_item > div {
 padding-top: 6px;
 padding-bottom: 2px;
 padding-left: 0px;
}
.list_header > div .item_link,
.list_item > div .item_link {
 margin-left: -1px;
 vertical-align: middle;
 line-height: 22px;
 font-size: 13pt;
}
.item_icon {
 color: #ae81ff;
 font-size: 13pt;
 vertical-align: middle;
}
.list_item input:not([type="checkbox"]) {
 padding-right: 0px;
 height: 1.75em;
 width: 25%;
 margin: 0px 0 0;
 margin-top: 0px;
}
.list_header > div .item_link,
.list_item > div .item_link {
 margin-left: -1px;
 vertical-align: middle;
 line-height: 1.5em;
 font-size: 12pt;
 display: inline-table;
 position: static;
}
#button-select-all {
 height: 34px;
 min-width: 55px;
 z-index: 0;
 border: none !important;
 padding-top: 0px;
 padding-bottom: 0px;
 margin-bottom: 0px;
 margin-top: 0px;
 left: -3px;
 border-radius: 0px !important;
}
#button-select-all:focus,
#button-select-all:active:focus,
#button-select-all.active:focus,
#button-select-all.focus,
#button-select-all:active.focus,
#button-select-all.active.focus {
 background-color: #2f2f2f !important;
 background: #2f2f2f !important;
}
button#tree-selector-btn {
 height: 34px;
 font-size: 12.0pt;
 border: none;
 left: 0px;
 border-radius: 0px !important;
}
input#select-all.pull-left.tree-selector {
 margin-left: 7px;
 margin-right: 2px;
 margin-top: 2px;
 top: 4px;
}
input[type="radio"],
input[type="checkbox"] {
 margin-top: 1px;
 line-height: normal;
}
.delete-button {
 border: none !important;
}
i.fa.fa-trash {
 font-size: 13.5pt;
}
.list_container a {
 font-size: 16px;
 color: #f8f8f0;
 border: none;
 text-shadow: none !important;
 font-weight: normal;
 font-style: normal;
}
div.list_container a:hover {
 color: #f8f8f0;
}
.list_header > div input,
.list_item > div input {
 margin-right: 7px;
 margin-left: 12px;
 vertical-align: baseline;
 line-height: 22px;
 position: relative;
 top: -1px;
}
div.list_item:hover {
 background-color: rgba(93,92,82,.1);
}
.breadcrumb > li {
 font-size: 12.0pt;
 color: #f8f8f0;
 border: none;
 text-shadow: none !important;
}
.breadcrumb > li + li:before {
 content: "/\00a0";
 padding: 0px;
 color: #f8f8f0;
 font-size: 18px;
}
#project_name > .breadcrumb {
 padding: 0px;
 margin-bottom: 0px;
 background-color: transparent;
 font-weight: normal;
 margin-top: -2px;
}
ul#tabs a {
 font-family: sans-serif;
 font-size: 13.5pt;
 font-weight: normal;
 font-style: normal;
 text-shadow: none !important;
}
.nav-tabs {
 font-family: sans-serif;
 font-size: 13.5pt;
 font-weight: normal;
 font-style: normal;
 background-color: transparent;
 border-color: transparent;
 text-shadow: none !important;
 border: 2px solid transparent;
}
.nav-tabs > li > a:active,
.nav-tabs > li > a:focus,
.nav-tabs > li > a:hover,
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:focus,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
 color: #a6e22e;
 background-color: transparent;
 border-color: transparent;
 border-bottom: 2px solid transparent;
}
.nav > li.disabled > a,
.nav > li.disabled > a:hover {
 color: #75715e;
}
.nav-tabs > li > a:before {
 content: "";
 position: absolute;
 width: 100%;
 height: 2px;
 bottom: -2px;
 left: 0;
 background-color: #a6e22e;
 visibility: hidden;
 -webkit-transform: perspective(0)scaleX(0);
 transform: perspective(0)scaleX(0);
 -webkit-transition: ease 220ms;
 transition: ease 220ms;
 -webkit-font-smoothing: antialiased !important;
}
.nav-tabs > li > a:hover:before {
 visibility: visible;
 -webkit-transform: perspective(1)scaleX(1);
 transform: perspective(1)scaleX(1);
}
.nav-tabs > li.active > a:before {
 content: "";
 position: absolute;
 width: 100%;
 height: 2px;
 bottom: -2px;
 left: 0;
 background-color: #a6e22e;
 visibility: visible;
 -webkit-transform: perspective(1)scaleX(1);
 transform: perspective(1)scaleX(1);
 -webkit-font-smoothing: subpixel-antialiased !important;
}
div#notebook {
 font-family: sans-serif;
 font-size: 13pt;
 padding-top: 4px;
}
.notebook_app {
 background-color: #1e1e1e;
}
#notebook-container {
 padding: 13px 2px;
 background-color: #1e1e1e;
 min-height: 0px;
 box-shadow: none;
 width: 980px;
 margin-right: auto;
 margin-left: auto;
}
div#ipython-main-app.container {
 width: 980px;
 margin-right: auto;
 margin-left: auto;
 margin-right: auto;
 margin-left: auto;
}
.container {
 width: 980px;
 margin-right: auto;
 margin-left: auto;
}
div#menubar-container {
 width: 100%;
 width: 980px;
}
div#header-container {
 width: 980px;
}
.notebook_app #header,
.edit_app #header {
 box-shadow: none !important;
 background-color: #1e1e1e;
 border-bottom: 2px solid rgba(93,92,82,.25);
}
#header,
.edit_app #header {
 font-family: sans-serif;
 font-size: 13pt;
 box-shadow: none;
 background-color: #1e1e1e;
}
#header .header-bar,
.edit_app #header .header-bar {
 background: #1e1e1e;
 background-color: #1e1e1e;
}
body > #header .header-bar {
 width: 100%;
 background: #1e1e1e;
}
span.checkpoint_status,
span.autosave_status {
 font-size: small;
 display: none;
}
#menubar,
div#menubar {
 background-color: #1e1e1e;
 padding-top: 0px !important;
}
#menubar .navbar,
.navbar-default {
 background-color: #1e1e1e;
 margin-bottom: 0px;
 margin-top: 0px;
}
.navbar {
 border: none;
}
div.navbar-text,
.navbar-text,
.navbar-text.indicator_area,
p.navbar-text.indicator_area {
 margin-top: 8px !important;
 margin-bottom: 0px;
 color: #a6e22e;
}
.navbar-default {
 font-family: sans-serif;
 font-size: 13pt;
 background-color: #1e1e1e;
 border-color: rgba(93,92,82,.25);
 line-height: 1.5em;
 padding-bottom: 0px;
}
.navbar-default .navbar-nav > li > a {
 font-family: sans-serif;
 font-size: 13pt;
 color: #f8f8f0;
 display: block;
 line-height: 1.5em;
 padding-top: 14px;
 padding-bottom: 11px;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
 color: #f8f8f0;
 background-color: rgba(93,92,82,.25);
 border-color: rgba(93,92,82,.25);
 line-height: 1.5em;
 transition: 80ms ease;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
 color: #f8f8f2;
 background-color: #383838;
 border-color: #383838;
 line-height: 1.5em;
}
.navbar-nav > li > .dropdown-menu {
 margin-top: 0px;
}
.navbar-nav {
 margin: 0;
}
div.notification_widget.info,
.notification_widget.info,
.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,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {
 color: #f8f8f0 !important;
 background-color: transparent !important;
 border-color: transparent !important;
 padding-bottom: 0px !important;
 margin-bottom: 0px !important;
 font-size: 9pt !important;
 z-index: 0;
}
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn {
 font-size: 9pt !important;
 z-index: 0;
}
.notification_widget {
 color: #ae81ff;
 z-index: -500;
 font-size: 9pt;
 background: transparent;
 background-color: transparent;
 margin-right: 3px;
 border: none;
}
.notification_widget,
div.notification_widget {
 margin-right: 0px;
 margin-left: 0px;
 padding-right: 0px;
 vertical-align: text-top !important;
 margin-top: 6px !important;
 background: transparent !important;
 background-color: transparent !important;
 font-size: 9pt !important;
 border: none;
}
.navbar-btn.btn-xs:hover {
 border: none !important;
 background: transparent !important;
 background-color: transparent !important;
 color: #f8f8f0 !important;
}
div.notification_widget.info,
.notification_widget.info {
 display: none !important;
}
.edit_mode .modal_indicator:before {
 font-size: 18px;
 color: #a6e22e;
 opacity: 1.0;
 padding-bottom: 0px;
 vertical-align: -webkit-baseline-middle;
 margin-left: 1px;
 margin-bottom: 0px;
}
.command_mode .modal_indicator:before {
 font-family: sans-serif;
 font-size: 18px;
 color: #a6e22e;
 padding-bottom: 0px;
 vertical-align: -webkit-baseline-middle;
 margin-left: 1px;
 margin-bottom: 0px;
}
.item_icon {
 color: #ae81ff;
}
.item_buttons .kernel-name {
 font-size: 13pt;
 color: #ae81ff;
}
.running_notebook_icon:before {
 color: #a6e22e !important;
 font: normal normal normal 15px/1 FontAwesome;
 font-size: 15px;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 -moz-osx-font-smoothing: grayscale;
 content: "\f10c";
 vertical-align: middle;
 position: static;
 display: inherit;
}
.item_buttons .running-indicator {
 padding-top: 4px;
 color: #a6e22e;
 font-family: sans-serif;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
}
#notification_trusted {
 font-family: sans-serif;
 font-size: 17px !important;
 color: #ae81ff;
 border: none;
 background: transparent;
 background-color: transparent;
 margin-bottom: 0px !important;
 margin-top: 11px !important;
 vertical-align: middle !important;
}
#modal_indicator {
 float: right !important;
 color: #4c8be2;
 background: #1e1e1e;
 background-color: #1e1e1e;
 margin-top: 8px !important;
 margin-left: 0px;
}
#kernel_indicator {
 float: right !important;
 color: #a6e22e;
 background: #1e1e1e;
 background-color: #1e1e1e;
 border-left: 2px solid #a6e22e;
 padding-top: 0px;
 padding-bottom: 4px;
 margin-top: 8px !important;
 margin-left: -2px;
}
#kernel_indicator .kernel_indicator_name {
 font-size: 17px;
 color: #a6e22e;
 background: #1e1e1e;
 background-color: #1e1e1e;
 padding-left: 5px;
 padding-right: 5px;
 margin-top: 4px;
 vertical-align: -webkit-baseline-middle;
 padding-bottom: 0px;
}
.kernel_idle_icon:before {
 display: inline-block;
 font: normal normal normal 22px/1 FontAwesome;
 font-size: 22px;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 cursor: pointer;
 margin-left: 0px !important;
 opacity: 0.7;
 vertical-align: middle;
 margin-top: 1px;
 content: "\f1db";
}
.kernel_busy_icon:before {
 display: inline-block;
 font: normal normal normal 22px/1 FontAwesome;
 font-size: 22px;
 -webkit-animation: pulsate 2s infinite ease-out;
 animation: pulsate 2s infinite ease-out;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 cursor: pointer;
 margin-left: 0px !important;
 vertical-align: middle;
 margin-top: 1px;
 content: "\f111";
}
@-webkit-keyframes pulsate {
 0% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
 8% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
 50% {
  -webkit-transform: scale(0.75,0.75);
  opacity: 0.3;
 }
 92% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
 100% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
}
i#kernel_indicator_icon {
 vertical-align: sub;
}
div.notification_widget.info,
.notification_widget.info,
.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,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {
 color: #f8f8f0;
 background-color: #1e1e1e;
 border-color: #1e1e1e;
}
#notification_area,
div.notification_area {
 float: right !important;
 position: static;
}
.notification_widget,
div.notification_widget {
 margin-right: 0px;
 margin-left: 0px;
 padding-right: 0px;
 vertical-align: text-top !important;
 margin-top: 6px !important;
 z-index: 1000;
}
#kernel_logo_widget,
#kernel_logo_widget .current_kernel_logo {
 display: none;
}
div#ipython_notebook {
 display: none;
}
i.fa.fa-icon {
 -webkit-font-smoothing: antialiased;
 -moz-osx-font-smoothing: grayscale;
 text-rendering: auto;
}
.fa {
 display: inline-block;
 font: normal normal normal 10pt/1 "FontAwesome", sans-serif;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 -moz-osx-font-smoothing: grayscale;
}
.dropdown-menu {
 font-family: sans-serif;
 font-size: 13pt;
 box-shadow: none;
 padding: 0px;
 text-align: left;
 border: none;
 background-color: #383838;
 background: #383838;
 line-height: 1;
}
.dropdown-menu:hover {
 font-family: sans-serif;
 font-size: 13pt;
 box-shadow: none;
 padding: 0px;
 text-align: left;
 border: none;
 background-color: #383838;
 box-shadow: none;
 line-height: 1;
}
.dropdown-menu > li > a {
 font-family: sans-serif;
 font-size: 12.0pt;
 display: block;
 padding: 10px 20px 9px 10px;
 color: #f8f8f0;
 background-color: #383838;
 background: #383838;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
 color: #f8f8f0;
 background-color: rgba(93,92,82,.25);
 background: rgba(93,92,82,.25);
 border-color: rgba(93,92,82,.25);
 transition: 200ms ease;
}
.dropdown-menu .divider {
 height: 1px;
 margin: 0px 0px;
 overflow: hidden;
 background-color: rgba(93,92,82,.5);
}
.dropdown-submenu > .dropdown-menu {
 display: none;
 top: 2px !important;
 left: 100%;
 margin-top: -2px;
 margin-left: 0px;
 padding-top: 0px;
 transition: 200ms ease;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
 font-family: sans-serif;
 font-size: 12.0pt;
 font-weight: normal;
 color: #75715e;
 padding: none;
 display: block;
 clear: both;
 white-space: nowrap;
}
.dropdown-submenu > a:after {
 color: #f8f8f0;
 margin-right: -16px;
 margin-top: 0px;
 display: inline-block;
}
.dropdown-submenu:hover > a:after,
.dropdown-submenu:active > a:after,
.dropdown-submenu:focus > a:after,
.dropdown-submenu:visited > a:after {
 color: #a6e22e;
 margin-right: -16px;
 display: inline-block !important;
}
div.kse-dropdown > .dropdown-menu,
.kse-dropdown > .dropdown-menu {
 min-width: 0;
 top: 94%;
}
.btn,
.btn-default {
 font-family: sans-serif;
 color: #f8f8f0;
 background: #2f2f2f;
 background-color: #2f2f2f;
 border: 2px solid #2f2f2f;
 font-weight: normal;
 box-shadow: none;
 text-shadow: none;
 border-radius: 3px;
 font-size: initial;
}
.btn:hover,
.btn:active:hover,
.btn.active:hover,
.btn-default:hover,
.open > .dropdown-toggle.btn-default:hover,
.open > .dropdown-toggle.btn:hover {
 color: #a6e22e;
 border: 2px solid #2a2a2a;
 background-color: #2a2a2a;
 background: #2a2a2a;
 background-image: none;
 box-shadow: none !important;
 border-radius: 3px;
}
.btn:active,
.btn.active,
.btn:active:focus,
.btn.active:focus,
.btn:active.focus,
.btn.active.focus,
.btn-default:focus,
.btn-default.focus,
.btn-default:active,
.btn-default.active,
.btn-default:active:hover,
.btn-default.active:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn:focus,
.open > .dropdown-toggle.btn.focus,
.open > .dropdown-toggle.btn-default:hover,
.open > .dropdown-toggle.btn-default:focus,
.open > .dropdown-toggle.btn-default.hover,
.open > .dropdown-toggle.btn-default.focus {
 color: #a6e22e;
 border: 2px solid #2a2a2a;
 background-color: #2a2a2a !important;
 background: #2a2a2a !important;
 background-image: none;
 box-shadow: none !important;
 border-radius: 3px;
}
.btn-default:active:hover,
.btn-default.active:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.btn-default:active.focus,
.btn-default.active.focus {
 color: #a6e22e !important;
 background-color: #2f2f2f;
 border-color: #546745 !important;
 transition: 2000ms ease;
}
.btn:focus,
.btn.focus,
.btn:active:focus,
.btn.active:focus,
.btn:active,
.btn.active,
.btn:active.focus,
.btn.active.focus {
 color: #a6e22e !important;
 outline: none !important;
 outline-width: 0px !important;
 background: #546745 !important;
 background-color: #546745 !important;
 border-color: #546745 !important;
 transition: 200ms ease !important;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
 font-size: 13pt;
 background: transparent;
 background-color: transparent;
 border: 0px solid #2f2f2f;
 border-bottom: 2px solid transparent;
 margin-left: 5px;
 padding-top: 4px !important;
}
.item_buttons > .btn:hover,
.item_buttons > .btn-group:hover,
.item_buttons > .input-group:hover,
.item_buttons > .btn.active,
.item_buttons > .btn-group.active,
.item_buttons > .input-group.active,
.item_buttons > .btn.focus {
 margin-left: 5px;
 background: #2a2a2a;
 padding-top: 4px !important;
 background-color: transparent;
 border: 0px solid transparent;
 border-bottom: 2px solid #a6e22e;
 border-radius: 0px;
 transition: none;
}
.item_buttons {
 line-height: 1.5em !important;
}
.item_buttons .btn {
 min-width: 11ex;
}
.btn-group > .btn:first-child {
 margin-left: 3px;
}
.btn-group > .btn-mini,
.btn-sm,
.btn-group-sm > .btn,
.btn-xs,
.btn-group-xs > .btn,
.alternate_upload .btn-upload,
.btn-group,
.btn-group-vertical {
 font-size: inherit;
 font-weight: normal;
 height: inherit;
 line-height: inherit;
}
.btn-xs,
.btn-group-xs > .btn {
 font-size: initial !important;
 background-image: none;
 font-weight: normal;
 text-shadow: none;
 display: inline-table;
 padding: 2px 5px;
 line-height: 1.45;
}
.btn-group > .btn:first-child {
 margin-left: 3px;
}
div#new-buttons > button,
#new-buttons > button,
div#refresh_notebook_list,
#refresh_notebook_list {
 background: transparent;
 background-color: transparent;
 border: none;
}
div#new-buttons > button:hover,
#new-buttons > button:hover,
div#refresh_notebook_list,
#refresh_notebook_list,
div.alternate_upload .btn-upload,
.alternate_upload .btn-upload,
div.dynamic-buttons > button,
.dynamic-buttons > button,
.dynamic-buttons > button:focus,
.dynamic-buttons > button:active:focus,
.dynamic-buttons > button.active:focus,
.dynamic-buttons > button.focus,
.dynamic-buttons > button:active.focus,
.dynamic-buttons > button.active.focus,
#new-buttons > button:focus,
#new-buttons > button:active:focus,
#new-buttons > button.active:focus,
#new-buttons > button.focus,
#new-buttons > button:active.focus,
#new-buttons > button.active.focus,
.alternate_upload .btn-upload:focus,
.alternate_upload .btn-upload:active:focus,
.alternate_upload .btn-upload.active:focus,
.alternate_upload .btn-upload.focus,
.alternate_upload .btn-upload:active.focus,
.alternate_upload .btn-upload.active.focus {
 background: transparent !important;
 background-color: transparent !important;
 border: none !important;
}
.alternate_upload input.fileinput {
 text-align: center;
 vertical-align: bottom;
 margin-left: -.5ex;
 display: inline-table;
 border: solid 0px #2f2f2f;
 margin-bottom: -1ex;
}
.alternate_upload .btn-upload {
 display: inline-table;
 background: transparent;
 border: none;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
 margin-left: -2px;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
 border-bottom-right-radius: 0;
 border-top-right-radius: 0;
 z-index: 2;
}
.dropdown-header {
 font-family: sans-serif !important;
 font-size: 13pt !important;
 color: #a6e22e !important;
 border-bottom: none !important;
 padding: 0px !important;
 margin: 6px 6px 0px !important;
}
span#last-modified.btn.btn-xs.btn-default.sort-action,
span#sort-name.btn.btn-xs.btn-default.sort-action {
 font-family: sans-serif;
 font-size: 16px;
 background-color: transparent;
 background: transparent;
 border: none;
 color: #f8f8f0;
 padding-bottom: 0px;
 margin-bottom: 0px;
 vertical-align: sub;
}
span#last-modified.btn.btn-xs.btn-default.sort-action {
 margin-left: 19px;
}
button.close {
 border: 0px none;
 font-family: sans-serif;
 font-size: 20pt;
 font-weight: normal;
}
.dynamic-buttons {
 padding-top: 0px;
 display: inline-block;
}
.close {
 color: #f92672;
 opacity: .5;
 text-shadow: none;
 font-weight: normal;
}
.close:hover {
 color: #f92672;
 opacity: 1;
 font-weight: normal;
}
div.nbext-enable-btns .btn[disabled],
div.nbext-enable-btns .btn[disabled]:hover,
.btn-default.disabled,
.btn-default[disabled],
.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 {
 color: #888888;
 background: #2c2c2c;
 background-color: #2c2c2c;
 border-color: #2c2c2c;
 transition: 200ms ease;
}
.input-group-addon {
 padding: 2px 5px;
 font-size: 13pt;
 font-weight: normal;
 height: auto;
 color: #f8f8f0;
 text-align: center;
 background-color: transparent;
 border: 2px solid transparent !important;
 text-transform: capitalize;
}
a.btn.btn-default.input-group-addon:hover {
 background: transparent !important;
 background-color: transparent !important;
}
.btn-group > .btn + .dropdown-toggle {
 padding-left: 8px;
 padding-right: 8px;
 height: 100%;
}
.btn-group > .btn + .dropdown-toggle:hover {
 background: #2a2a2a !important;
}
.input-group-btn {
 position: relative;
 font-size: inherit;
 white-space: nowrap;
 background: #2f2f2f;
 background-color: #2f2f2f;
 border: none;
}
.input-group-btn:hover {
 background: #2a2a2a;
 background-color: #2a2a2a;
 border: none;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
 background: #2f2f2f;
 background-color: #2f2f2f;
 border: none;
 margin-left: 2px;
 margin-right: -1px;
 font-size: inherit;
}
.input-group-btn:first-child > .btn:hover,
.input-group-btn:first-child > .btn-group:hover {
 background: #2a2a2a;
 background-color: #2a2a2a;
 border: none;
 font-size: inherit;
 transition: 200ms ease;
}
div.modal .btn-group > .btn:first-child {
 background: #2f2f2f;
 background-color: #2f2f2f;
 border: 1px solid #2c2c2c;
 margin-top: 0px !important;
 margin-left: 0px;
 margin-bottom: 2px;
}
div.modal .btn-group > .btn:first-child:hover {
 background: #2a2a2a;
 background-color: #2a2a2a;
 border: 1px solid #2a2a2a;
 transition: 200ms ease;
}
div.modal > button,
div.modal-footer > button {
 background: #2f2f2f;
 background-color: #2f2f2f;
 border-color: #2f2f2f;
}
div.modal > button:hover,
div.modal-footer > button:hover {
 background: #2a2a2a;
 background-color: #2a2a2a;
 border-color: #2a2a2a;
 transition: 200ms ease;
}
.modal-content {
 font-family: sans-serif;
 font-size: 12.0pt;
 position: relative;
 background: #2f2f2f;
 background-color: #2f2f2f;
 border: none;
 border-radius: 1px;
 background-clip: padding-box;
 outline: none;
}
.modal-header {
 font-family: sans-serif;
 font-size: 13pt;
 color: #f8f8f0;
 background: #2f2f2f;
 background-color: #2f2f2f;
 border-color: rgba(93,92,82,.25);
 padding: 12px;
 min-height: 16.4286px;
}
.modal-content h4 {
 font-family: sans-serif;
 font-size: 16pt;
 color: #f8f8f0;
 padding: 5px;
}
.modal-body {
 background-color: #232323;
 position: relative;
 padding: 15px;
}
.modal-footer {
 padding: 8px;
 text-align: right;
 background-color: #232323;
 border-top: none;
}
.alert-info {
 background-color: #2f2f2f;
 border-color: rgba(93,92,82,.25);
 color: #f8f8f0;
}
.modal-header .close {
 margin-top: -5px;
 font-size: 25pt;
}
.modal-backdrop,
.modal-backdrop.in {
 opacity: 0.85;
 background-color: notebook-bg;
}
div.panel,
div.panel-default,
.panel,
.panel-default {
 font-family: sans-serif;
 font-size: 13pt;
 background-color: #232323;
 color: #f8f8f0;
 margin-bottom: 14px;
 border: 0;
 box-shadow: none;
}
div.panel > .panel-heading,
div.panel-default > .panel-heading {
 font-size: 14pt;
 color: #f8f8f0;
 background: #2f2f2f;
 background-color: #2f2f2f;
 border: 0;
}
.modal .modal-dialog {
 min-width: 950px;
 margin: 50px auto;
}
div.container-fluid {
 margin-right: auto;
 margin-left: auto;
 padding-left: 0px;
 padding-right: 5px;
}
div.form-control,
.form-control {
 font-family: sans-serif;
 font-size: initial;
 color: #f8f8f0;
 background-color: #282828;
 border: 1px solid #282828 !important;
 margin-left: 2px;
 box-shadow: none;
 transition: border-color 0.15s ease-in-out 0s, box-shadow 0.15s ease-in-out 0s;
}
.form-control-static {
 min-height: inherit;
 height: inherit;
}
.form-group.list-group-item {
 color: #f8f8f0;
 background-color: #232323;
 border-color: rgba(93,92,82,.25);
 margin-bottom: 0px;
}
.form-group .input-group {
 float: left;
}
input,
button,
select,
textarea {
 background-color: #282828;
 font-weight: normal;
 border: 1px solid rgba(93,92,82,.25);
}
select.form-control.select-xs {
 height: 33px;
 font-size: 13pt;
}
.toolbar select,
.toolbar label {
 width: auto;
 vertical-align: middle;
 margin-right: 0px;
 margin-bottom: 0px;
 display: inline;
 font-size: 92%;
 margin-left: 10px;
 padding: 0px;
 background: #2f2f2f !important;
 background-color: #2f2f2f !important;
 border: 2px solid #2f2f2f !important;
}
.form-control:focus {
 border-color: #a6e22e;
 outline: 2px solid #49483e;
 -webkit-box-shadow: none;
}
::-webkit-input-placeholder {
 color: #75715e;
}
::-moz-placeholder {
 color: #75715e;
}
:-ms-input-placeholder {
 color: #75715e;
}
:-moz-placeholder {
 color: #75715e;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
 border: 2px solid rgba(93,92,82,.25) !important;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control:focus {
 border-color: #a6e22e;
 outline: 2px solid #49483e;
 -webkit-box-shadow: none;
 box-shadow: none;
}
div.output.output_scroll {
 box-shadow: none;
}
::-webkit-scrollbar {
 width: 11px;
 max-height: 9px;
 background-color: #2d2d2d;
 border-radius: 3px;
 border: none;
}
::-webkit-scrollbar-track {
 background: #2d2d2d;
 border: none;
 width: 11px;
 max-height: 9px;
}
::-webkit-scrollbar-thumb {
 border-radius: 2px;
 border: none;
 background: #49483e;
 background-clip: content-box;
 width: 11px;
}
HTML,
body,
div,
dl,
dt,
dd,
ul,
ol,
li,
h1,
h2,
h3,
h4,
h5,
h6,
pre,
code,
form,
fieldset,
legend,
input,
button,
textarea,
p,
blockquote,
th,
td,
span,
a {
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
}
div.input_area {
 background-color: #282828;
 background: #282828;
 padding-right: 1.2em;
 border: 0px;
 border-radius: 0px;
 border-top-right-radius: 3px;
 border-bottom-right-radius: 3px;
}
div.cell {
 padding: 0px;
 background: #1e1e1e;
 background-color: #1e1e1e;
 border: medium solid #1e1e1e;
 border-radius: 0px;
 top: 0;
}
div.cell.selected {
 background: #1e1e1e;
 background-color: #1e1e1e;
 border: medium solid #1e1e1e;
 padding: 0px;
 border-radius: 3px;
}
.edit_mode div.cell.selected {
 padding: 0px;
 background: #1e1e1e;
 background-color: #1e1e1e;
 border: medium solid #1e1e1e;
 border-radius: 3px;
}
div.cell.edit_mode {
 padding: 0px;
 background: #1e1e1e;
 background-color: #1e1e1e;
}
div.CodeMirror-sizer {
 margin-left: 0px;
 margin-bottom: -21px;
 border-right-width: 16px;
 min-height: 37px;
 padding-right: 0px;
 padding-bottom: 0px;
 margin-top: 0px;
}
div.cell.selected:before,
.edit_mode div.cell.selected:before,
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
 background: #282828;
 border: none;
 border-radius: 3px;
 position: absolute;
 display: block;
 top: 0px;
 left: 0px;
 width: 0px;
 height: 100%;
}
div.cell.code_cell .input {
 border-left: 5px solid #282828 !important;
 border-radius: 3px;
 border-bottom-left-radius: 3px;
 border-top-left-radius: 3px;
}
div.cell.code_cell.selected .input {
 border-left: 5px solid #57564b !important;
 border-radius: 3px;
}
.edit_mode div.cell.code_cell.selected .input {
 border-left: 5px solid #33322b !important;
 border-radius: 3px;
}
.edit_mode div.cell.selected:before {
 height: 100%;
 border-left: 5px solid #33322b !important;
 border-radius: 3px;
}
div.cell.jupyter-soft-selected,
div.cell.selected.jupyter-soft-selected {
 border-left-color: #33322b !important;
 border-left-width: 0px !important;
 padding-left: 7px !important;
 border-right-color: #33322b !important;
 border-right-width: 0px !important;
 background: #33322b !important;
 border-radius: 6px !important;
}
div.cell.selected.jupyter-soft-selected .input {
 border-left: 5px solid #282828 !important;
}
div.cell.selected.jupyter-soft-selected {
 border-left-color: #57564b;
 border-color: #1e1e1e;
 padding-left: 7px;
 border-radius: 6px;
}
div.cell.code_cell.selected .input {
 border-left: none;
 border-radius: 3px;
}
div.cell.selected.jupyter-soft-selected .prompt,
div.cell.text_cell.selected.jupyter-soft-selected .prompt {
 top: 0;
 border-left: #282828 !important;
 border-radius: 2px;
}
div.cell.text_cell.selected.jupyter-soft-selected .input_prompt {
 border-left: none !important;
}
div.cell.text_cell.jupyter-soft-selected,
div.cell.text_cell.selected.jupyter-soft-selected {
 border-left-color: #33322b !important;
 border-left-width: 0px !important;
 padding-left: 7px !important;
 border-right-color: #33322b !important;
 border-right-width: 0px !important;
 background: #33322b !important;
 border-radius: 6px !important;
}
div.prompt,
.prompt {
 font-family: monospace, monospace;
 font-size: 9pt !important;
 font-weight: normal;
 color: #75715e;
 line-height: 170%;
 padding: 0px;
 padding-top: 4px;
 padding-left: 0px;
 padding-right: 1px;
 text-align: right !important;
 min-width: 12.5ex !important;
 width: 12.5ex !important;
}
div.prompt.input_prompt {
 font-size: 9pt !important;
 background-color: #282828;
 border-top: 0px;
 border-top-right-radius: 0px;
 border-bottom-left-radius: 0px;
 border-bottom-right-radius: 0px;
 padding-right: 3px;
 min-width: 12.5ex;
 width: 12.5ex !important;
}
div.cell.code_cell .input_prompt {
 border-right: 2px solid #49483e;
}
div.cell.selected .prompt {
 top: 0;
}
.edit_mode div.cell.selected .prompt {
 top: 0;
}
.edit_mode div.cell.selected .prompt {
 top: 0;
}
div.output_wrapper {
 background-color: #232323;
 border: 0px;
 left: 0px;
 margin-bottom: 0em;
 margin-top: 0em;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
}
div.output_subarea.output_text.output_stream.output_stdout,
div.output_subarea.output_text {
 font-family: monospace, monospace;
 font-size: 8.5pt !important;
 line-height: 150% !important;
 background-color: #232323;
 color: #cccccc;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
}
div.output_area pre {
 font-family: monospace, monospace;
 font-size: 8.5pt !important;
 line-height: 151% !important;
 color: #cccccc;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
}
div.output_area {
 display: -webkit-box;
}
div.output_html {
 font-family: monospace, monospace;
 font-size: 8.5pt;
 color: #cccccc;
 background-color: #232323;
 background: #232323;
}
div.output_subarea {
 overflow-x: auto;
 padding: 0.8em !important;
 -webkit-box-flex: 1;
 -moz-box-flex: 1;
 box-flex: 1;
 flex: 1;
}
div.btn.btn-default.output_collapsed {
 background: #222222;
 background-color: #222222;
 border-color: #222222;
}
div.btn.btn-default.output_collapsed:hover {
 background: #1d1d1d;
 background-color: #1d1d1d;
 border-color: #1d1d1d;
}
div.prompt.output_prompt {
 font-family: monospace, monospace;
 font-size: 9.5pt !important;
 font-weight: bold !important;
 background-color: #232323;
 color: transparent;
 border-bottom-left-radius: 4px;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 border-bottom-right-radius: 0px;
 min-width: 12.5ex !important;
 width: 12.5ex !important;
 border-right: 2px solid transparent;
}
div.out_prompt_overlay.prompt {
 font-family: monospace, monospace;
 font-size: 9.5pt !important;
 font-weight: bold !important;
 background-color: #232323;
 border-bottom-left-radius: 2px;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 border-bottom-right-radius: 0px;
 min-width: 12.5ex !important;
 width: 12.5ex !important;
 border-right: 2px solid transparent;
 color: transparent;
}
div.out_prompt_overlay.prompt:hover {
 background-color: #49483e;
 box-shadow: none !important;
 border: none;
 border-bottom-left-radius: 2px;
 -webkit-border-: 2px;
 -moz-border-radius: 2px;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 min-width: 12.5ex !important;
 width: 12.5ex !important;
 border-right: 2px solid #49483e !important;
}
div.cell.code_cell .output_prompt {
 border-right: 2px solid transparent;
 color: transparent;
}
div.cell.selected .output_prompt,
div.cell.selected .out_prompt_overlay.prompt {
 border-left: 5px solid #33322b;
 border-right: 2px solid #232323;
 border-radius: 0px !important;
}
.edit_mode div.cell.selected .output_prompt,
.edit_mode div.cell.selected .out_prompt_overlay.prompt {
 border-left: 5px solid #33322b;
 border-right: 2px solid #232323;
 border-radius: 0px !important;
}
div.text_cell,
div.text_cell_render pre,
div.text_cell_render {
 font-family: sans-serif;
 font-size: 13pt;
 line-height: 130% !important;
 color: #f8f8f0;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
div .text_cell_render {
 padding: 0.4em 0.4em 0.4em 0.4em;
}
div.cell.text_cell .CodeMirror-lines {
 padding-top: .7em !important;
 padding-bottom: .4em !important;
 padding-left: .5em !important;
 padding-right: .5em !important;
 margin-top: .4em;
 margin-bottom: .3em;
}
div.cell.text_cell.unrendered div.input_area,
div.cell.text_cell.rendered div.input_area {
 background-color: #282828;
 background: #282828;
 border: 0px;
 border-radius: 2px;
}
div.cell.text_cell .CodeMirror,
div.cell.text_cell .CodeMirror pre {
 line-height: 170% !important;
}
div.cell.text_cell.rendered.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
div.cell.text_cell.unrendered.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
div.cell.text_cell.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
.edit_mode div.cell.text_cell.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
div.text_cell.unrendered,
div.text_cell.unrendered.selected,
div.edit_mode div.text_cell.unrendered {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
div.cell.text_cell .prompt {
 border-right: 0;
}
div.cell.text_cell.rendered .prompt {
 font-family: monospace, monospace;
 font-size: 9.5pt;
 font-weight: normal;
 color: #75715e !important;
 text-align: right !important;
 min-width: 12.5ex !important;
 width: 12.5ex !important;
 background-color: #282828;
 border-right: 2px solid #ae81ff;
 border-left: 5px solid #282828;
}
div.cell.text_cell.unrendered .prompt {
 font-family: monospace, monospace;
 font-size: 9.5pt;
 font-weight: normal;
 color: #75715e !important;
 text-align: right !important;
 min-width: 12.5ex !important;
 width: 12.5ex !important;
 border-right: 2px solid #ae81ff;
 border-left: 5px solid #282828;
}
div.cell.text_cell.rendered .prompt {
 border-right: 2px solid #ae81ff;
}
div.cell.text_cell.rendered.selected .prompt {
 top: 0;
 border-left: 5px solid #57564b;
 border-right: 2px solid #ae81ff;
}
div.text_cell.unrendered.selected .prompt {
 top: 0;
 background: #282828;
 border-left: 5px solid #33322b;
 border-right: 2px solid #ae81ff;
}
div.rendered_html code {
 font-family: monospace, monospace;
 font-size: 11pt;
 padding-top: 3px;
 padding-left: 2px;
 color: #f8f8f0;
 background: #282828;
 background-color: #282828;
}
pre,
code,
kbd,
samp {
 white-space: pre-wrap;
}
.well code,
code {
 font-family: monospace, monospace;
 font-size: 11pt !important;
 line-height: 170% !important;
 color: #f8f8f0;
 background: #282828;
 background-color: #282828;
 border-color: #282828;
}
kbd {
 padding: 1px;
 font-size: 11pt;
 font-weight: 800;
 color: #f8f8f0;
 background-color: transparent !important;
 border: 0;
 box-shadow: none;
}
pre {
 display: block;
 padding: 8.5px;
 margin: 0 0 9px;
 font-size: 12.0pt;
 line-height: 1.42857143;
 color: #f8f8f0;
 background-color: #282828;
 border: 1px solid #282828;
 border-radius: 2px;
}
div.rendered_html {
 color: #f8f8f0;
}
.rendered_html * + ul {
 margin-top: .4em;
 margin-bottom: .3em;
}
.rendered_html * + p {
 margin-top: .5em;
 margin-bottom: .5em;
}
div.rendered_html pre {
 font-family: monospace, monospace;
 font-size: 11pt !important;
 line-height: 170% !important;
 color: #f8f8f0;
 background: #282828;
 background-color: #282828;
 max-width: 80%;
 border-radius: 0px;
 border-left: 3px solid #282828;
 max-width: 80%;
 border-radius: 0px;
 padding-left: 5px;
 margin-left: 6px;
}
div.text_cell_render pre,
div.text_cell_render code {
 font-family: monospace, monospace;
 font-size: 11pt !important;
 line-height: 170% !important;
 color: #f8f8f0;
 background: #1e1e1e;
 background-color: #1e1e1e;
 max-width: 80%;
 border-radius: 0px;
 border-left: none;
}
div.text_cell_render pre {
 border-left: 3px solid #49483e !important;
 max-width: 80%;
 border-radius: 0px;
 padding-left: 5px;
 margin-left: 6px;
}
div.text_cell_render h1,
div.rendered_html h1,
div.text_cell_render h2,
div.rendered_html h2,
div.text_cell_render h3,
div.rendered_html h3,
div.text_cell_render h4,
div.rendered_html h4,
div.text_cell_render h5,
div.rendered_html h5 {
 font-family: sans-serif;
 margin: 0.4em .2em .3em .2em !important;
}
.rendered_html h1:first-child,
.rendered_html h2:first-child,
.rendered_html h3:first-child,
.rendered_html h4:first-child,
.rendered_html h5:first-child,
.rendered_html h6:first-child {
 margin-top: 0.2em !important;
 margin-bottom: 0.2em !important;
}
.rendered_html h1,
.text_cell_render h1 {
 color: #a6e22e;
 font-size: 200%;
 text-align: center;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h2,
.text_cell_render h2 {
 text-align: left;
 font-size: 170%;
 color: #b5c2d9;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h3,
.text_cell_render h3 {
 font-size: 140%;
 color: #b5c2d9;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h4,
.text_cell_render h4 {
 font-size: 110%;
 color: #b5c2d9;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h5,
.text_cell_render h5 {
 font-size: 100%;
 color: #f8f8f0;
 font-style: normal;
 font-weight: normal;
}
hr {
 margin-top: 8px;
 margin-bottom: 10px;
 border: 0;
 border-top: 1px solid #a6e22e;
}
.rendered_html hr {
 color: #a6e22e;
 background-color: #a6e22e;
 margin-right: 2em;
}
#complete > select > option:hover {
 background: rgba(93,92,82,.25);
 background-color: rgba(93,92,82,.25);
}
div#_vivaldi-spatnav-focus-indicator._vivaldi-spatnav-focus-indicator {
 position: absolute;
 z-index: 9999999999;
 top: 0px;
 left: 0px;
 box-shadow: none;
 pointer-events: none;
 border-radius: 2px;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
 text-align: left;
 vertical-align: middle;
 padding: 0.42em 0.47em;
 line-height: normal;
 white-space: normal;
 max-width: none;
 border: none;
}
.rendered_html td {
 font-family: sans-serif !important;
 font-size: 9.3pt;
}
.rendered_html table {
 font-family: sans-serif !important;
 margin-left: 8px;
 margin-right: auto;
 border: none;
 border-collapse: collapse;
 border-spacing: 0;
 color: #cccccc;
 table-layout: fixed;
}
.rendered_html thead {
 font-family: sans-serif !important;
 font-size: 10.3pt !important;
 background: #1e1e1e;
 color: #cccccc;
 border-bottom: 1px solid #1e1e1e;
 vertical-align: bottom;
}
.rendered_html tbody tr:nth-child(odd) {
 background: #282828;
}
.rendered_html tbody tr {
 background: #202020;
}
.rendered_html tbody tr:hover:nth-child(odd) {
 background: #252525;
}
.rendered_html tbody tr:hover {
 background: #1e1e1e;
}
.rendered_html * + table {
 margin-top: .05em;
}
div.widget-area {
 background-color: #232323;
 background: #232323;
 color: #cccccc;
}
div.widget-area a {
 font-family: sans-serif;
 font-size: 12.0pt;
 font-weight: normal;
 font-style: normal;
 color: #f8f8f0;
 text-shadow: none !important;
}
div.widget-area a:hover,
div.widget-area a:focus {
 font-family: sans-serif;
 font-size: 12.0pt;
 font-weight: normal;
 font-style: normal;
 color: #f8f8f0;
 background: rgba(93,92,82,.25);
 background-color: rgba(93,92,82,.25);
 border-color: transparent;
 background-image: none;
 text-shadow: none !important;
}
div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn,
div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn:hover {
 background: #2c2c2c;
 background-color: #2c2c2c;
 border: 2px solid #2c2c2c !important;
 font-size: inherit;
 z-index: 0;
}
div.jupyter-widgets.widget-hprogress.widget-hbox {
 display: inline-table !important;
 width: 38% !important;
 margin-left: 10px;
}
div.jupyter-widgets.widget-hprogress.widget-hbox .widget-label,
div.widget-hbox .widget-label,
.widget-hbox .widget-label,
.widget-inline-hbox .widget-label,
div.widget-label {
 text-align: -webkit-auto !important;
 margin-left: 15px !important;
 max-width: 240px !important;
 min-width: 100px !important;
 vertical-align: text-top !important;
 color: #cccccc !important;
 font-size: 14px !important;
}
.widget-hprogress .progress {
 flex-grow: 1;
 height: 20px;
 margin-top: auto;
 margin-left: 12px;
 margin-bottom: auto;
 width: 300px;
}
.progress {
 overflow: hidden;
 height: 22px;
 margin-bottom: 10px;
 padding-left: 10px;
 background-color: #49483e !important;
 border-radius: 2px;
 -webkit-box-shadow: none;
 box-shadow: none;
 z-index: 10;
}
.progress-bar-danger {
 background-color: #e74c3c !important;
}
.progress-bar-info {
 background-color: #3498db !important;
}
.progress-bar-warning {
 background-color: #ff914d !important;
}
.progress-bar-success {
 background-color: #83a83b !important;
}
.widget-select select {
 margin-left: 12px;
}
.rendered_html :link {
 font-family: sans-serif;
 font-size: 100%;
 color: #a6e22e;
 text-decoration: underline;
}
.rendered_html :visited,
.rendered_html :visited:active,
.rendered_html :visited:focus {
 color: #acdf45;
}
.rendered_html :visited:hover,
.rendered_html :link:hover {
 font-family: sans-serif;
 font-size: 100%;
 color: #97dc0b;
}
div.cell.text_cell a.anchor-link:link {
 font-size: inherit;
 text-decoration: none;
 padding: 0px 20px;
 visibility: none;
 color: rgba(0,0,0,.32);
}
div.cell.text_cell a.anchor-link:link:hover {
 font-size: inherit;
 color: rgba(148,204,114,.2);
}
.navbar-text {
 margin-top: 4px;
 margin-bottom: 0px;
}
#clusters > a {
 color: #a6e22e;
 text-decoration: underline;
 cursor: auto;
}
#clusters > a:hover {
 color: #ae81ff;
 text-decoration: underline;
 cursor: auto;
}
#nbextensions-configurator-container > div.row.container-fluid.nbext-selector > h3 {
 font-size: 17px;
 margin-top: 5px;
 margin-bottom: 8px;
 height: 24px;
 padding: 4px 0 4px 0;
}
div#nbextensions-configurator-container.container,
#nbextensions-configurator-container.container {
 width: 100%;
 margin-right: auto;
 margin-left: auto;
}
div.nbext-selector > nav > .nav > li > a {
 font-family: sans-serif;
 font-size: 10.5pt;
 padding: 2px 5px;
}
div.nbext-selector > nav > .nav > li > a:hover {
 background: transparent;
}
div.nbext-selector > nav > .nav > li:hover {
 background-color: rgba(93,92,82,.25) !important;
 background: rgba(93,92,82,.25) !important;
}
div.nbext-selector > nav > .nav > li.active:hover {
 background: transparent !important;
 background-color: transparent !important;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:active,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
 color: #f8f8f2;
 background-color: rgba(93,92,82,.25) !important;
 background: rgba(93,92,82,.25) !important;
 -webkit-backface-visibility: hidden;
 -webkit-font-smoothing: subpixel-antialiased !important;
}
div.nbext-readme > .nbext-readme-contents > .rendered_html {
 font-family: sans-serif;
 font-size: 11.5pt;
 line-height: 145%;
 padding: 1em 1em;
 color: #f8f8f0;
 background-color: #282828;
 -webkit-box-shadow: none;
 -moz-box-shadow: none;
 box-shadow: none;
}
.nbext-icon,
.nbext-desc,
.nbext-compat-div,
.nbext-enable-btns,
.nbext-params {
 margin-bottom: 8px;
 font-size: 11.5pt;
}
div.nbext-readme > .nbext-readme-contents {
 padding: 0;
 overflow-y: hidden;
}
div.nbext-readme > .nbext-readme-contents:not(:empty) {
 margin-top: 0.5em;
 margin-bottom: 2em;
 border: none;
 border-top-color: rgba(148,204,114,.2);
}
.nbext-showhide-incompat {
 padding-bottom: 0.5em;
 color: #888888;
 font-size: 10.5pt;
}
.nbext-filter-menu.dropdown-menu > li > a:hover,
.nbext-filter-menu.dropdown-menu > li > a:focus,
.nbext-filter-menu.dropdown-menu > li > a.ui-state-focus {
 color: #f8f8f0 !important;
 background-color: rgba(93,92,82,.25) !important;
 background: rgba(93,92,82,.25) !important;
 border-color: rgba(93,92,82,.25) !important;
}
.nbext-filter-input-wrap > .nbext-filter-input-subwrap,
.nbext-filter-input-wrap > .nbext-filter-input-subwrap > input {
 border: none;
 outline: none;
 background-color: transparent;
 padding: 0;
 vertical-align: middle;
 margin-top: -2px;
}
span.rendered_html code {
 background-color: transparent;
 color: #f8f8f0;
}
#nbextensions-configurator-container > div.row.container-fluid.nbext-selector {
 padding-left: 0px;
 padding-right: 0px;
}
.nbext-filter-menu {
 max-height: 55vh !important;
 overflow-y: auto;
 outline: none;
 border: none;
}
.nbext-filter-menu:hover {
 border: none;
}
.alert-warning {
 background-color: #232323;
 border-color: #232323;
 color: #f8f8f0;
}
.notification_widget.danger {
 color: #ffffff;
 background-color: #e74c3c;
 border-color: #e74c3c;
 padding-right: 5px;
}
#nbextensions-configurator-container > div.nbext-buttons.tree-buttons.no-padding.pull-right > span > button {
 border: none !important;
}
button#refresh_running_list {
 border: none !important;
}
mark,
.mark {
 background-color: #282828;
 color: #f8f8f0;
 padding: .15em;
}
a.text-warning,
a.text-warning:hover {
 color: #75715e;
}
a.text-warning.bg-warning {
 background-color: #1e1e1e;
}
span.bg-success.text-success {
 background-color: transparent;
 color: #a6e22e;
}
span.bg-danger.text-danger {
 background-color: #1e1e1e;
 color: #f92672;
}
.has-success .input-group-addon {
 color: #a6e22e;
 border-color: transparent;
 background: inherit;
 background-color: rgba(83,180,115,.10);
}
.has-success .form-control {
 border-color: #a6e22e;
 -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
 box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
}
.has-error .input-group-addon {
 color: #f92672;
 border-color: transparent;
 background: inherit;
 background-color: rgba(192,57,67,.10);
}
.has-error .form-control {
 border-color: #f92672;
 -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
 box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
}
.kse-input-group-pretty > kbd {
 font-family: monospace, monospace;
 color: #f8f8f0;
 font-weight: normal;
 background: transparent;
}
.kse-input-group-pretty > kbd {
 font-family: monospace, monospace;
 color: #f8f8f0;
 font-weight: normal;
 background: transparent;
}
div.nbext-enable-btns .btn[disabled],
div.nbext-enable-btns .btn[disabled]:hover,
.btn-default.disabled,
.btn-default[disabled] {
 background: #2c2c2c;
 background-color: #2c2c2c;
 color: #f3f3e6;
}
label#Keyword-Filter {
 display: none;
}
.input-group .nbext-list-btn-add,
.input-group-btn:last-child > .btn-group > .btn {
 background: #2f2f2f;
 background-color: #2f2f2f;
 border-color: #2f2f2f;
 border: 2px solid #2f2f2f;
}
.input-group .nbext-list-btn-add:hover,
.input-group-btn:last-child > .btn-group > .btn:hover {
 background: #2a2a2a;
 background-color: #2a2a2a;
 border-color: #2a2a2a;
 border: 2px solid #2a2a2a;
}
#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn {
 background: #2f2f2f;
 background-color: #2f2f2f;
 border-color: #2f2f2f;
}
#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn:hover {
 background: #2a2a2a;
 background-color: #2a2a2a;
 border-color: #2a2a2a;
}
.ui-widget-content {
 background: #2f2f2f;
 background-color: #2f2f2f;
 border: 2px solid #2f2f2f;
 color: #f8f8f0;
}
div.collapsible_headings_toggle {
 color: rgba(93,92,82,.5) !important;
}
div.collapsible_headings_toggle:hover {
 color: #a6e22e !important;
}
.collapsible_headings_toggle .h1,
.collapsible_headings_toggle .h2,
.collapsible_headings_toggle .h3,
.collapsible_headings_toggle .h4,
.collapsible_headings_toggle .h5,
.collapsible_headings_toggle .h6 {
 margin: 0.3em .4em 0em 0em !important;
 line-height: 1.2 !important;
}
div.collapsible_headings_toggle .fa-caret-down:before,
div.collapsible_headings_toggle .fa-caret-right:before {
 font-size: xx-large;
 transition: transform 1000ms;
 transform: none !important;
}
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h1:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h2:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h3:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h4:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h5:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h6:after {
 position: absolute;
 right: 0;
 bottom: 20% !important;
 content: "[\002026]";
 color: rgba(93,92,82,.5) !important;
 padding: 0.5em 0em 0em 0em !important;
}
.collapsible_headings_ellipsis .rendered_html h1,
.collapsible_headings_ellipsis .rendered_html h2,
.collapsible_headings_ellipsis .rendered_html h3,
.collapsible_headings_ellipsis .rendered_html h4,
.collapsible_headings_ellipsis .rendered_html h5,
.collapsible_headings_ellipsis .rendered_html h6,
.collapsible_headings_toggle .fa {
 transition: transform 1000ms !important;
 -webkit-transform: inherit !important;
 -moz-transform: inherit !important;
 -ms-transform: inherit !important;
 -o-transform: inherit !important;
 transform: inherit !important;
 padding-right: 0px !important;
}
input.raw_input {
 font-family: monospace, monospace;
 font-size: 11pt !important;
 color: #f8f8f0;
 background-color: #282828;
 border-color: #252525;
 background: #252525;
 width: auto;
 vertical-align: baseline;
 padding: 0em 0.25em;
 margin: 0em 0.25em;
 -webkit-box-shadow: none;
 box-shadow: none;
}
audio,
video {
 display: inline;
 vertical-align: middle;
 align-content: center;
 margin-left: 20%;
}
.cmd-palette .modal-body {
 padding: 0px;
 margin: 0px;
}
.cmd-palette form {
 background: #293547;
 background-color: #293547;
}
.typeahead-field input:last-child,
.typeahead-hint {
 background: #293547;
 background-color: #293547;
 z-index: 1;
}
.typeahead-field input {
 font-family: sans-serif;
 color: #f8f8f0;
 border: none;
 font-size: 28pt;
 display: inline-block;
 line-height: inherit;
 padding: 3px 10px;
 height: 70px;
}
.typeahead-select {
 background-color: #293547;
}
body > div.modal.cmd-palette.typeahead-field {
 display: table;
 border-collapse: separate;
 background-color: #2b3850;
}
.typeahead-container button {
 font-family: sans-serif;
 font-size: 28pt;
 background-color: #2f2f2f;
 border: none;
 display: inline-block;
 line-height: inherit;
 padding: 3px 10px;
 height: 70px;
}
.typeahead-search-icon {
 min-width: 40px;
 min-height: 55px;
 display: block;
 vertical-align: middle;
 text-align: center;
}
.typeahead-container button:focus,
.typeahead-container button:hover {
 color: #f8f8f0;
 background-color: #2a2a2a;
 border-color: #2a2a2a;
}
.typeahead-list > li.typeahead-group.active > a,
.typeahead-list > li.typeahead-group > a,
.typeahead-list > li.typeahead-group > a:focus,
.typeahead-list > li.typeahead-group > a:hover {
 display: none;
}
.typeahead-dropdown > li > a,
.typeahead-list > li > a {
 color: #f8f8f0;
 text-decoration: none;
}
.typeahead-dropdown,
.typeahead-list {
 font-family: sans-serif;
 font-size: 13pt;
 color: #f8f8f0;
 background-color: #202937;
 border: none;
 background-clip: padding-box;
 margin-top: 0px;
 padding: 3px 2px 3px 0px;
 line-height: 1.7;
}
.typeahead-dropdown > li.active > a,
.typeahead-dropdown > li > a:focus,
.typeahead-dropdown > li > a:hover,
.typeahead-list > li.active > a,
.typeahead-list > li > a:focus,
.typeahead-list > li > a:hover {
 color: #f8f8f0;
 background-color: #2b3850;
 border-color: #2b3850;
}
.command-shortcut:before {
 content: "(command)";
 padding-right: 3px;
 color: #75715e;
}
.edit-shortcut:before {
 content: "(edit)";
 padding-right: 3px;
 color: #75715e;
}
ul.typeahead-list i {
 margin-left: 1px;
 width: 18px;
 margin-right: 10px;
}
ul.typeahead-list {
 max-height: 50vh;
 overflow: auto;
}
.typeahead-list > li {
 position: relative;
 border: none;
}
div.input.typeahead-hint,
input.typeahead-hint,
body > div.modal.cmd-palette.in > div > div > div > form > div > div.typeahead-field > span.typeahead-query > input.typeahead-hint {
 color: #75715e !important;
 background-color: transparent;
 padding: 3px 10px;
}
.typeahead-dropdown > li > a,
.typeahead-list > li > a {
 display: block;
 padding: 5px;
 clear: both;
 font-weight: 400;
 line-height: 1.7;
 border: 1px solid #202937;
 border-bottom-color: rgba(93,92,82,.5);
}
body > div.modal.cmd-palette.in > div {
 min-width: 750px;
 margin: 150px auto;
}
.typeahead-container strong {
 font-weight: bolder;
 color: #a6e22e;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
 color: #ffffff;
 background-color: #57564b;
 border-color: #57564b;
 border-style: solid;
 border-width: 1px;
 border-radius: 0px;
}
#find-and-replace #replace-preview .replace .match {
 background-color: #f92672;
 border-color: #f92672;
 border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
 background-color: #a6e22e;
 border-color: #a6e22e;
 border-radius: 0px;
}
.jupyter-dashboard-menu-item.selected::before {
 font-family: 'FontAwesome' !important;
 content: '\f00c' !important;
 position: absolute !important;
 color: #a6e22e !important;
 left: 0px !important;
 top: 13px !important;
 font-size: 12px !important;
}
.shortcut_key,
span.shortcut_key {
 display: inline-block;
 width: 16ex;
 text-align: right;
 font-family: monospace;
}
.jupyter-keybindings {
 padding: 1px;
 line-height: 24px;
 border-bottom: 1px solid rgba(93,92,82,.25);
}
.jupyter-keybindings i {
 background: #282828;
 font-size: small;
 padding: 5px;
 margin-left: 7px;
}
div#short-key-bindings-intro.well,
.well {
 background-color: #2f2f2f;
 border: 1px solid #2f2f2f;
 color: #f8f8f0;
 border-radius: 2px;
 -webkit-box-shadow: none;
 box-shadow: none;
}
#texteditor-backdrop {
 background: #1e1e1e;
 background-color: #1e1e1e;
}
#texteditor-backdrop #texteditor-container .CodeMirror-gutter,
#texteditor-backdrop #texteditor-container .CodeMirror-gutters {
 background: #49483e;
 background-color: #49483e;
 color: #75715e;
}
.edit_app #menubar .navbar {
 margin-bottom: 0px;
}
#texteditor-backdrop #texteditor-container {
 padding: 0px;
 background-color: #282828;
 box-shadow: none;
}
.terminal-app {
 background: #1e1e1e;
}
.terminal-app .terminal {
 font-family: monospace, monospace;
 font-size: 11pt;
 line-height: 170%;
 color: #f8f8f0;
 background: #282828;
 padding: 0.4em;
 border-radius: 2px;
 -webkit-box-shadow: none;
 box-shadow: none;
}
.terminal .xterm-viewport {
 background-color: #282828;
 color: #f8f8f0;
 overflow-y: auto;
}
.terminal .xterm-color-0 {
 color: #a6e22e;
}
.terminal .xterm-color-1 {
 color: #a6e22e;
}
.terminal .xterm-color-2 {
 color: #f92672;
}
.terminal .xterm-color-3 {
 color: #a6e22e;
}
.terminal .xterm-color-4 {
 color: #ae81ff;
}
.terminal .xterm-color-5 {
 color: #e6db74;
}
.terminal .xterm-color-6 {
 color: #a6e22e;
}
.terminal .xterm-color-7 {
 color: #a6e22e;
}
.terminal .xterm-color-8 {
 color: #a6e22e;
}
.terminal .xterm-color-9 {
 color: #e6db74;
}
.terminal .xterm-color-10 {
 color: #a6e22e;
}
.terminal .xterm-color-14 {
 color: #a6e22e;
}
.terminal .xterm-bg-color-15 {
 background-color: #282828;
}
.terminal:not(.xterm-cursor-style-underline):not(.xterm-cursor-style-bar) .terminal-cursor {
 background-color: #a6e22e;
 color: #282828;
}
.terminal:not(.focus) .terminal-cursor {
 outline: 1px solid #a6e22e;
 outline-offset: -1px;
}
.celltoolbar {
 font-size: 100%;
 padding-top: 3px;
 border-color: transparent;
 border-bottom: thin solid rgba(148,204,114,.2);
 background: transparent;
}
.cell-tag,
.tags-input input,
.tags-input button {
 color: #f8f8f0;
 background-color: #1e1e1e;
 background-image: none;
 border: 1px solid #f8f8f0;
 border-radius: 1px;
 box-shadow: none;
 width: inherit;
 font-size: inherit;
 height: 22px;
 line-height: 22px;
}
#notebook-container > div.cell.code_cell.rendered.selected > div.input > div.inner_cell > div.ctb_hideshow.ctb_show > div > div > button,
#notebook-container > div.input > div.inner_cell > div.ctb_hideshow.ctb_show > div > div > button {
 font-size: 10pt;
 color: #f8f8f0;
 background-color: #1e1e1e;
 background-image: none;
 border: 1px solid #f8f8f0;
 border-radius: 1px;
 box-shadow: none;
 width: inherit;
 font-size: inherit;
 height: 22px;
 line-height: 22px;
}
div#pager #pager-contents {
 background: #1e1e1e !important;
 background-color: #1e1e1e !important;
}
div#pager pre {
 color: #f8f8f0 !important;
 background: #282828 !important;
 background-color: #282828 !important;
 padding: 0.4em;
}
div#pager .ui-resizable-handle {
 top: 0px;
 height: 8px;
 background: #a6e22e !important;
 border-top: 1px solid #a6e22e;
 border-bottom: 1px solid #a6e22e;
}
div.CodeMirror,
div.CodeMirror pre {
 font-family: monospace, monospace;
 font-size: 11pt;
 line-height: 170%;
 color: #f8f8f0;
}
div.CodeMirror-lines {
 padding-bottom: .9em;
 padding-left: .5em;
 padding-right: 1.5em;
 padding-top: .7em;
}
span.ansiblack,
.ansi-black-fg {
 color: #282828;
}
span.ansiblue,
.ansi-blue-fg,
.ansi-blue-intense-fg {
 color: #66d9ef;
}
span.ansigray,
.ansi-gray-fg,
.ansi-gray-intense-fg {
 color: #888888;
}
span.ansigreen,
.ansi-green-fg {
 color: #a6e22e;
}
.ansi-green-intense-fg {
 color: #888888;
}
span.ansipurple,
.ansi-purple-fg,
.ansi-purple-intense-fg {
 color: #ae81ff;
}
span.ansicyan,
.ansi-cyan-fg,
.ansi-cyan-intense-fg {
 color: #ae81ff;
}
span.ansiyellow,
.ansi-yellow-fg,
.ansi-yellow-intense-fg {
 color: #e6db74;
}
span.ansired,
.ansi-red-fg,
.ansi-red-intense-fg {
 color: #f92672;
}
div.output-stderr {
 background-color: #f92672;
}
div.output-stderr pre {
 color: #f8f8f2;
}
div.js-error {
 color: #f92672;
}
.ipython_tooltip {
 font-family: monospace, monospace;
 font-size: 11pt;
 line-height: 170%;
 border: 2px solid #141414;
 background: #282828;
 background-color: #282828;
 border-radius: 2px;
 overflow-x: visible;
 overflow-y: visible;
 box-shadow: none;
 position: absolute;
 z-index: 1000;
}
.ipython_tooltip .tooltiptext pre {
 font-family: monospace, monospace;
 font-size: 11pt;
 line-height: 170%;
 background: #282828;
 background-color: #282828;
 color: #f8f8f0;
 overflow-x: visible;
 overflow-y: visible;
 max-width: 900px;
}
div#tooltip.ipython_tooltip {
 overflow-x: wrap;
 overflow-y: visible;
 max-width: 800px;
}
div.tooltiptext.bigtooltip {
 overflow-x: visible;
 overflow-y: scroll;
 height: 400px;
 max-width: 800px;
}
.cm-s-ipython.CodeMirror {
 font-family: monospace, monospace;
 font-size: 11pt;
 background: #282828;
 color: #f8f8f0;
 border-radius: 2px;
 font-style: normal;
 font-weight: normal;
}
.cm-s-ipython div.CodeMirror-selected {
 background: #49483e;
}
.CodeMirror-gutters {
 border: none;
 border-right: 1px solid #49483e !important;
 background-color: #49483e !important;
 background: #49483e !important;
 border-radius: 0px;
 white-space: nowrap;
}
.cm-s-ipython .CodeMirror-gutters {
 background: #49483e;
 border: none;
 border-radius: 0px;
 width: 36px;
}
.cm-s-ipython .CodeMirror-linenumber {
 color: #75715e;
}
.CodeMirror-sizer {
 margin-left: 40px;
}
.CodeMirror-linenumber,
div.CodeMirror-linenumber,
.CodeMirror-gutter.CodeMirror-linenumberdiv.CodeMirror-gutter.CodeMirror-linenumber {
 padding-right: 1px;
 margin-left: 0px;
 margin: 0px;
 width: 26px !important;
 padding: 0px;
 text-align: right;
}
.CodeMirror-linenumber {
 color: #75715e;
}
.cm-s-ipython .CodeMirror-cursor {
 border-left: 2px solid #0095ff !important;
}
.cm-s-ipython span.cm-comment {
 color: #75715e;
 font-style: italic;
}
.cm-s-ipython span.cm-atom {
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<p>Title: Phylogenetic trees and unsupervised learning in the 16S rRNA region of bacteria</p>
<p>Author: Nyabuti Mainye</p>
<p>Date: 28/12/2017</p>

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<p>The phylogenetic tree analysis project structure:</p>
<ul>
<li>Introduction: About organism comparison, phylogenetics: measurements and evolution and importance of this analysis.</li>
<li>Data: Explanation about the data we'll be using and a glimpse of what we'll be trying to do</li>
<li>Exploratory data analysis: Summary statistics (mean, mode, median) for example of the nucleic acid sequences to reveal insights to proceed with the analysis.</li>
<li>Discussion: Based on what we've done in the previous step, a more detailed explanation of what's happening. </li>
<li>Conclusion: What i learned from the whole analysis.</li>
</ul>

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<h1 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h1>
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<p>These days the word DNA is being thrown around a lot and used as an excuse for observed traits in animals(phenotype this is called a trait you can observe). DNA is actually an acronymn meaning deoxyribonucleic acid, this is packaged in the nucleus of the cell, specifically in the chromosome and in mitochondrion in the context of animal cells. The good thing is that it's present in every living organism, DNA, i could be wrong. Some organisms such as viruses can have a variant of DNA rather a transcribed form of it; it's called RNA(ribonucleic acid). It can be single stranded or double stranded remember: measles virus and influenza virus those are great examples.</p>
<p>Long ago, no till now we've been using microscopy to see the differences between organisms. However, using this morphological standard is not the best method to classify organisms since some look the same as others and this can throw off your experiment for example <em>Mycobacterium</em> species. So in the work of Carl Woese, proposed using a conserved region called Ribosomal rna region(think of it as a string of characters consisting of ATGC) in bacteria. His discovery changed the world of microbial ecology and taxonomy since via he's method -- we can now discover more organisms than we could ever grow in culture media dealing with the <strong>great plate count anomaly</strong>. <strong>The amount of difference between the strings is a measure of the amount of evolution that separates the organisms</strong>. Remember this sentence it will come in handy in other sections of this study.</p>
<p>We are going to do phylogenetics which involves drawing tree diagrams similar to hierarchial clustering done in unsupervised learning, a technique in machine learning. This shows relationships between members and their sequences. The importance of such studies like this is to study evolutionary relationships, pattern divergence and generate hypotheses about gene and protein function.</p>

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<h1 id="Data">Data<a class="anchor-link" href="#Data">&#182;</a></h1>
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<p>We'll use a multifasta file, a common way of representing genomic features. However, they are usually for a similar region/locus of different organisms. In our case we'll be dealing with several microbial regions 16S ribosomal ribonucleic acid region in short, 16S rRNA, a part of the 30S small subunit of a prokaryotic ribosome. Why did i choose this region? it is a small region about 1500 nucleotides long with conserved and variable regions. The conserved region helps us identify the gene especially the V4 region where as the variable tell the species apart. This region doesn't evolve quickly and it also codes for the major ribosomal subunit.</p>
<p>We'll be working with similar regions of 6 bacterial 16S Rrna regions from <a href="https://www.ncbi.nlm.nih.gov/">NCBI</a>- obtained from 
mostly wounds of human beings. The organisms chosen are potentially dangerous since they could cause wound infections leading to bacteriema or septicemia. Intially, i was interested in look
ing at antibiotic resistant strains only but they proved to be very difficult to find in the
database mentioned. Below are the accession numbers, the names of the bacteria(italicized), the region and number of nucleotides(I counted these separately then appended the result):</p>
<p>NB. the .1 means the version of that particular record</p>
<ul>
<li>AM157442.1 <em>Streptococcus pneumoniae</em> 16S rRNA gene, clone 4V4 1,555 bp</li>
<li>U01332.1 <em>Helicobacter pylori isolate</em> MC903 16S rRNA gene 1,503 bp</li>
<li>LN871587.1 <em>Staphylococcus aureus partial</em> 16S rRNA gene, isolate A5 790bp</li>
<li>FM207520.1 <em>Acinetobacter baumannii</em> partial 16S rRNA gene, strain CWS18 735bp</li>
<li>HF564650.1 <em>Escherichia coli</em> partial 16S rRNA gene, isolate A2M11 844 bp</li>
<li>FM207545.1 <em>Klebsiella pneumoniae</em> partial 16S rRNA gene, strain CWS45 679 bp</li>
</ul>
<p>But the sequences are supposed to be ~1500 bases/nucleotides? For the organisms, i was interested in that wasn't the case. So i just worked with what i could get. The upside is that the sequences are not ranges within the gene. Hopefully, they'll align during the multiple sequence alignment.</p>
<p>A glimpse of the data we'll be working with:</p>
<blockquote><p>S.aureus_LN871587.1
CGGGGGGGTTTTTTTTTTTTAAGAGTTTTCCTCGTAGGATGAACGCTGGCGGCGTGCCTAATACATGCAA
GTCGAGCGAACGGACGAGAAGCTTGCTTCTCTGATGTTAGCGGCGGACGGGTGAGTAACACGTGGATAAC
CTACCTATAAGACTGGGATAACTTCGGGAAACCGGAGCTAATACCGGATAATATTTTGAACCGCATGGTT
CAAAAGTGAAAGACGGTCTTGCTGTCACTTATAGATGGATCCGCGCTGCATTAGCTAGTTGGTAAGGTAA
CGGCTTACCAAGGCAACGATGCATAGCCGACCTGAGAGGGTGATCGGCCACACTGGAACTGAGACACGGT
CCAGACTCCTACGGGAGGCAGCAGTAGGGAATCTTCCGCAATGGGCGAAAGCCTGACGGAGCAACGCCGC
GTGAGTGATGAAGGTCTTCGGATCGTAAAACTCTGTTATTAGGGAAGAACATATGTGTAAGTAACTGTGC
ACATCTTGACGGTACCTAATCAGAAAGCCACGGCTAACTACGTGCCAGCAGCCGCGGTAATACGTAGGTG
GCAAGCGTTATCCGGAATTATTGGGCGTAAAGCGCGCGTAGGCGGTTTTTTAAGTCTGATGTGAAAGCCC
ACGGCTCAACCGTGGAGGGTCATTGGAAACTGGAAAACTTGAGTGCAGAAGAGGAAAGTGGAATTCCATG
TGTAGCGGTGAAATGCGCAGAGATATGGAGGAACACCAGTGGCGAAGGCGACTTTCTGGTCTGTAACTGA
CGCTGATTGCGAAAGATCGC</p>
<p>A.baumannii_FM207520.1
GCTGGCGGCAGGCTTAACACATGCAAGTCGAGCGGGGGAAGGTAGCTTGCTACTGGACCTAGCGGCGGAC
GGGTGAGTAATGCTTAGGAATCTGCCTATTAGTGGGGGACAACATCTCGAAAGGGATGCTAATACCGCAT
ACGTCCTACGGGAGAAAGCAGGGGATCTTCGGACCTTGCGCTAATAGATGAGCCTAAGTCGGATTAGCTA
GTTGGTGGGGTAAAGGCCTACCAAGGCGACGATCTGTAGCGGGTCTGAGAGGATGATCCGCCACACTGGG
ACTGAGACACGGCCCAGACTCCTACGGGAGGCAGCAGTGGGGAATATTGGACAATGGGGGGAACCCTGAT
CCAGCCATGCCGCGTGTGTGAAGAAGGCCTTATGGTTGTAAAGCACTTTAAGCGAGGAGGAGGCTACTTT
AGTTAATACCTAGAGATAGTGGACGTTACTCGCAGAATAAGCACCGGCTAACTCTGTGCCAGCAGCCGCG
GTAATACAGAGGGTGCGAGCGTTAATCGGATTTACTGGGCGTAAAGCGTGCGTAGGCGGCTTATTAAGTC
GGATGTGAAATCCCCGAGCTTAACTTGGGAATTGCATTCGATACTGGTGAGCTAGAGTATGGGAGAGGAT
GGTAGAATTCCAGGTGTAGCGGTGAAATGCGTAGAGTCTGGAGGAATACCGATGGCGAAGGCAGCCATCT
GGCCTAATACTGACGCTGAGGTACGAAAGCAGGGG</p>
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<h1 id="Exploratory-Data-analysis">Exploratory Data analysis<a class="anchor-link" href="#Exploratory-Data-analysis">&#182;</a></h1>
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<p>If you were expecting summary statitstics and a graph here. Then you got it! What we are going to do here. Let's first count the number of bases per region in the different organisms.</p>

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<p>Pseudocode:</p>
<p>Find a way to import the bases to your notebook.</p>
<p>Count the number of bases in each organism.</p>
<p>Generate summary status especially the median.</p>
<p>Draw a graph to see distribution of each nitrogenous base/base.</p>

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    <span class="sd">&#39;&#39;&#39;displays text copied onto clipboard and shows the result</span>
<span class="sd">    Returns the text copied&#39;&#39;&#39;</span>
    <span class="n">organism</span> <span class="o">=</span> <span class="n">pyperclip</span><span class="o">.</span><span class="n">paste</span><span class="p">()</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">organism</span><span class="p">)</span>
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<span class="nb">print</span> <span class="p">(</span><span class="n">s_aureus</span><span class="p">)</span>
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<pre>CGGGGGGGTTTTTTTTTTTTAAGAGTTTTCCTCGTAGGATGAACGCTGGCGGCGTGCCTAATACATGCAA
GTCGAGCGAACGGACGAGAAGCTTGCTTCTCTGATGTTAGCGGCGGACGGGTGAGTAACACGTGGATAAC
CTACCTATAAGACTGGGATAACTTCGGGAAACCGGAGCTAATACCGGATAATATTTTGAACCGCATGGTT
CAAAAGTGAAAGACGGTCTTGCTGTCACTTATAGATGGATCCGCGCTGCATTAGCTAGTTGGTAAGGTAA
CGGCTTACCAAGGCAACGATGCATAGCCGACCTGAGAGGGTGATCGGCCACACTGGAACTGAGACACGGT
CCAGACTCCTACGGGAGGCAGCAGTAGGGAATCTTCCGCAATGGGCGAAAGCCTGACGGAGCAACGCCGC
GTGAGTGATGAAGGTCTTCGGATCGTAAAACTCTGTTATTAGGGAAGAACATATGTGTAAGTAACTGTGC
ACATCTTGACGGTACCTAATCAGAAAGCCACGGCTAACTACGTGCCAGCAGCCGCGGTAATACGTAGGTG
GCAAGCGTTATCCGGAATTATTGGGCGTAAAGCGCGCGTAGGCGGTTTTTTAAGTCTGATGTGAAAGCCC
ACGGCTCAACCGTGGAGGGTCATTGGAAACTGGAAAACTTGAGTGCAGAAGAGGAAAGTGGAATTCCATG
TGTAGCGGTGAAATGCGCAGAGATATGGAGGAACACCAGTGGCGAAGGCGACTTTCTGGTCTGTAACTGA
CGCTGATTGCGAAAGATCGC
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">a_baumannii</span> <span class="o">=</span> <span class="n">import_nuc_segments</span><span class="p">()</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">a_baumannii</span><span class="p">)</span>
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<pre>GCTGGCGGCAGGCTTAACACATGCAAGTCGAGCGGGGGAAGGTAGCTTGCTACTGGACCTAGCGGCGGAC
GGGTGAGTAATGCTTAGGAATCTGCCTATTAGTGGGGGACAACATCTCGAAAGGGATGCTAATACCGCAT
ACGTCCTACGGGAGAAAGCAGGGGATCTTCGGACCTTGCGCTAATAGATGAGCCTAAGTCGGATTAGCTA
GTTGGTGGGGTAAAGGCCTACCAAGGCGACGATCTGTAGCGGGTCTGAGAGGATGATCCGCCACACTGGG
ACTGAGACACGGCCCAGACTCCTACGGGAGGCAGCAGTGGGGAATATTGGACAATGGGGGGAACCCTGAT
CCAGCCATGCCGCGTGTGTGAAGAAGGCCTTATGGTTGTAAAGCACTTTAAGCGAGGAGGAGGCTACTTT
AGTTAATACCTAGAGATAGTGGACGTTACTCGCAGAATAAGCACCGGCTAACTCTGTGCCAGCAGCCGCG
GTAATACAGAGGGTGCGAGCGTTAATCGGATTTACTGGGCGTAAAGCGTGCGTAGGCGGCTTATTAAGTC
GGATGTGAAATCCCCGAGCTTAACTTGGGAATTGCATTCGATACTGGTGAGCTAGAGTATGGGAGAGGAT
GGTAGAATTCCAGGTGTAGCGGGAAATGCGTAGAGTCTGGAGGAATACCGATGGCGAAGGCAGCCATCT
GGCCTAATACTGACGCTGAGGTACGAAAGCAGGGG
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<span class="nb">print</span> <span class="p">(</span><span class="n">e_coli</span><span class="p">)</span>
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<pre>TGCAGTCGAACGGTAACAGGAAGCAGCTTGCTGCTTTGCTGACGAGTGGCGGACGGGTGAGTAATGTCTG
GGAAACTGCCTGATGGAGGGGGATAACTACTGGAAACGGTAGCTAATACCGCATAACGTCGCAAGACCAA
AGAGGGGGACCTTCGGGCCTCTTGCCATCGGATGTGCCCAGATGGGATTAGCTAGTAGGTGGGGTAACGG
CTCACCTAGGCGACGATCCCTAGCTGGTCTGAGAGGATGACCAGCCACACTGGAACTGAGACACGGTCCA
GACTCCTACGGGAGGCAGCAGTGGGGAATATTGCACAATGGGCGCAAGCCTGATGCAGCCATGCCGCGTG
TATGAAGAAGGCCTTCGGGTTGTAAAGTACTTTCAGCGGGGAGGAAGGGAGTAAAGTTAATACCTTTGCT
CATTGACGTTACCCGCAGAAGAAGCACCGGCTAACTCCGTGCCAGCAGCCGCGGTAATACGGAGGGTGCA
AGCGTTAATCGGAATTACTGGGCGTAAAGCGCACGCAGGCGGTTTGTTAAGTCAGATGTGAAATCCCCGG
GCTCAACCTGGGAACTGCATCTGATACTGGCAAGCTTGAGTCTCGTAGAGGGGGGTAGAATTCCAGGTGT
AGCGGTGAAATGCGTAGAGATCTGGAGGAATACCGGTGGCGAAGGCGGCCCCCTGGACGAAGACTGACGC
TCAGGTGCGAAAGCGTGGGGAGCAAACAGGATTAGATACCCTGGTAGTCCACGCCGTAAACGATGTCGAC
TTGGAGGTTGTGCCCTTGAGGCGTGGCTTCCGGAGCTAACGCGTTAAGTCGACCGCCTGGGGAGTACGGC
CGCA
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<span class="nb">print</span> <span class="p">(</span><span class="n">k_pneumoniae</span><span class="p">)</span>
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<pre>CGAGCGGTAGCACAGAGAGCTTGCTCTCGGGTGACGAGCGGCGGACGGGTGAGTAATGTCTGGGAAACTG
CCTGATGGAGGGGGATAACTACTGGAAACGGTAGCTAATACCGCATAACGTCGCAAGACCAAAGTGGGGG
ACCTTCGGGCCTCATGCCATCAGATGTGCCCAGATGGGATTAGCTAGTAGGTGGGGTAACGGCTCACCTA
GGCGACGATCCCTAGCTGGTCTGAGAGGATGACCAGCCACACTGGAACTGAGACACGGTCCAGACTCCTA
CGGGAGGCAGCAGTGGGGAATATTGCACAATGGGCGCAAGCCTGATGCAAGCCATGCCGCGTGTGTGAAG
AAGGCCTTCGGGTTGTAAAGCACTTTCAGCGGGGAGGAAGGCGATAAGGTTAATAACCTTGTCGATTGAC
GTTACCCGCAGAAGAAGCCCCGGCTAACTCCGTGCCAGCAGCCGCGGTAATACGGAGGGTGCAAGCGTTA
ATCGGAATTACTGGGCGTAAAGCGCACGCAGGCGGTCTGTCAAGTCGGATGTGAAATCCCCGGGCTCAAC
CTGGGAACTGCATTCGAAACTGGCAGGCTAGAGTCTTGTAGAGGGGGGTAGAATTCCAGGTGTAGCGGTG
AAATGCGTAGAGATCTGGAGGAATACCGGTGGCGAAGGCGGCCCCCTGG
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">s_pneumoniae</span> <span class="o">=</span> <span class="n">import_nuc_segments</span><span class="p">()</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">s_pneumoniae</span><span class="p">)</span>
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<pre>TACGGTTACCTTGTTACGACTTCACCCCAATCATCTATCCCACCTTAGGCGGCTGGCTCCTTACGGTTAC
CTCACCGACTTCGGGTGTTACAAACTCTCGTGGTGTGACGGGCGGTGTGTACAAGGCCCGGGAACGTATT
CACCGCGGCGTGCTGATCCGCGATTACTAGCGATTCCGACTTCATGTAGGCGAGTTGCAGCCTACAATCC
GAACTGAGACTGGCTTTAAGAGATTAGCTTGCCGTCACCGGCTTGCGACTCGTTGTACCAGCCATTGTAG
CACGTGTGTAGCCCAGGTCATAAGGGGCATGATGATTTGACGTCATCCCCACCTTCCTCCGGTTTATTAC
CGGCAGTCTCGCTAGAGTGCCCAACTCAATGATGGCAACTAACAATAGGGGTTGCGCTCGTTGCGGGACT
TAACCCAACATCTCACGACACGAGCTGACGACAACCATGCACCACCTGTCACCTCTGTCCCGAAGGAAAG
CTCTATCTCTAGAGCGGTCAGAGGGATGTCAAGACCTGGTAAGGTTCTTCGCGTTGCTTCGAATTAAACC
ACATGCTCCACCGCTTGTGCGGGCCCCCGTCAATTCCTTTGAGTTTCAACCTTGCGGTCGTACTCCCCAG
GCGGAGTGCTTAATGCGTTAGCTACGGCACTAAACCCCGGAAAGGGTCTAACACCTAGCACTCATCGTTT
ACGGCGTGGACTACCAGGGTATCTAATCCTGTTTGCTCCCCACGCTTTCGAGCCTCAGCGTCAGTTACAA
GCCAGAGAGCCGCTTTCGCCACCGGTGTTCCTCCATATATCTACGCATTTCACCGCTACACATGGAATTC
CACTCTCCCCTCTTGCACTCAAGTTAAACAGTTTCTAAAGCGTACTATGGTTAAGCCACAGCCTTTAACT
TCAGACTTATCTAACCGCCTGCGGCTCGCTTTACGCCCAATAAATCCGGACAACGCTCGGGACCTACGTA
TTACCGCGGCTGCTGGCACGTAGTTAGCCGTCCCTTTCTGGTAAGATACCGTCACAGTGTGAACTTTCCA
CTCTCACACTCGTTCTTCTCTTACAACAGAGCTTTACGATCCGAAAACCTTCTTCACTCACGCGGCGTTG
CTCGGTCAGACTTCCGTCCATTGCCGAAGATTCCCTACTGCTGCCTCCCGTAGGAGTCTGGGCCGTGTCT
CAGTCCCAGTGTGGCCGATCACCCTCTCAGGTCGGCTATGTATCGTCGCCTTGGTGAGCCGTTACCCCAC
CAACTAGCTAATACAACGCAGGTCCATCTGGTAGTGATGCAATTGCACCTTTCAAACAGTTGTCATACAA
CAACTACTATTATGCGGTATTAGCTATCGTTTCCAATAGTTATCCCCCGCTACCAGGCAGGTTACCTACG
CGTTACTCACCCGTTCGCAACTCATCCAGAGAAGCAAGCTCCTCCTTCAGCGTTCTACTTGCATGTATTA
GGCACGCCGCCAGCGTTCGTCCTGAGCCAGAATCAAACTCTAATCGAATTCCCGCGGCCGCCATGGCGGC
CGGAGCTGCRCTCGC
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">h_pylori</span> <span class="o">=</span> <span class="n">import_nuc_segments</span><span class="p">()</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">h_pylori</span><span class="p">)</span>
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<pre>TTTATGGAGAGTTTGATCCTGGCTCAGAGTGAACGCTGGCGGCGTGCCTAATACATGCAAGTCGAACGAT
GAAGCTTCTAGCTTGCTAGAATGCTGATTAGTGGCGCACGGGTGAGTAACGCATAGGTCATGTGCCTCTT
AGTTTGGGATAGCCATTGGAAACGATGATTAATACCAGATACTCCCTACGGGGGAAAGATTTATCGCTAA
GAGATCAGCCTATGTCCTATCAGCTTGTTGGTAAGGTAATGGCTTACCAAGGCTATGACGGGTATCCGGC
CTGAGAGGGTGAACGGACACACTGGAACTGAGACACGGTCCAGACTCCTACGGGAGGCAGCAGTAGGGAA
TATTGCTCAATGGGGGAAACCCTGAAGCAGCAACGCCGCGTGGAGGATGAAGGTTTTAGGATTGTAAACT
CCTTTTGTTAGAGAAGATAATGACGGTATCTAACGAATAAGCACCGGCTAACTCCGTGCCAGCAGCCGCG
GTAATACGGAGGGTGCAAGCGTTACTCGGAATCACTGGGCGTAAAGAGCGCGTAGGCGGGATAGTCAGTC
AGGTGTGAAATCCTATGGCTTAACCATAGAACTGCATTTGAAACTACTATTCTAGAGTGTGGGAGAGGTA
GGTGGAATTCTTGGTGTAGGGGTAAAATCCGTAGAGATCAAGAGGAATACTCATTGCGAAGGCGACCTGC
TGGAACATTACTGACGCTGATTGCGCGAAAGCGTGGGGAGCAAACAGGATTAGATACCCTGGTAGTCCAC
GCCCTAAACGATGGATGCTAGTTGTTGGAGGGCTTAGTCTCTCCAGTAATGCAGCTAACGCATTAAGCAT
CCCGCCTGGGGAGTACGGTCGCAAGATTAAAACTCAAAGGAATAGACGGGGACCCGCACAAGCGGTGGAG
CATGTGGTTTAATTCGAAGATACACGAAGAACCTTACCTAGGCTTGACATTGAGAGAATCCGCTAGAAAT
AGTGGAGTGTCTGGCTTGCTAGACCTTGAAAACAGGTGCTGCACGGCTGTCGTCAGCTCGTGTCGTGAGA
TGTTGGGTTAAGTCCCGCAACGAGCGCAACCCCCTTTCTTAGTTGCTAACAGGTCATGCTGAGAACTCTA
AGGATACTGCCTCCGTAAGGAGGAGGAAGGTGGGGACGACGTCAAGTCATCATGGCCCTTACGCCTAGGG
CTACACACGTGCTACAATGGGGTGCACAAAGAGAAGCAATACTGCGAAGTGGAGTCAATCTTCAAAACAC
CTCTCAGTTCGGATTGTAGGCTGCAACTCGCCTGCATGAAGCTGGAATCGCTAGTAATCGCAAATCAGCC
ATGTTGCGGTGAATACGTTCCCGGGTCTTGTACTCACCGCCCGTCACACCATGGGAGTTGTGTTTGCCTT
AAGTCAGGATGCTAAATTGGCTACTGCCCACGGCACACACAGCGACTGGGGTGAAGTCGTAACAAGGTAA
CCGTAGGTGAACCTGCGGCTGGATCACCTCCTT
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<p>We already know then length of each sequence. Let's proceed to the next step. Counting each base for the different organisms.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">Counter</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">count_nucleotide</span> <span class="p">(</span><span class="n">organismbases</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;A function that takes a string of letters e.g ATCG, computes the number of bases, </span>
<span class="sd">    sum of the bases and the most common bases provided.&#39;&#39;&#39;</span>
    <span class="n">organismbases</span> <span class="o">=</span> <span class="n">organismbases</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span> <span class="c1"># removing newline characters</span>
    <span class="n">count_base</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">organismbases</span><span class="p">)</span> <span class="c1"># count each base</span>
    <span class="n">most_comm_base</span> <span class="o">=</span> <span class="n">count_base</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="c1"># method to display the 2 most common bases</span>
    <span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;The three results are the number of each nucleotide, sum of all nucleotides and the 2 most common bases found.&quot;</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">count_base</span><span class="p">,</span> <span class="nb">sum</span><span class="p">(</span><span class="n">count_base</span><span class="o">.</span><span class="n">values</span><span class="p">()),</span><span class="n">most_comm_base</span> <span class="c1"># cumulating the results </span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span> <span class="p">(</span><span class="n">count_nucleotide</span><span class="p">(</span><span class="n">s_aureus</span><span class="p">))</span> 
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<pre>The three results are the number of each nucleotide, sum of all nucleotides and the 2 most common bases found.
(Counter({&#39;G&#39;: 239, &#39;A&#39;: 213, &#39;T&#39;: 178, &#39;C&#39;: 160}), 790, [(&#39;G&#39;, 239), (&#39;A&#39;, 213)])
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">count_nucleotide</span><span class="p">(</span><span class="n">a_baumannii</span><span class="p">))</span>
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<pre>The three results are the number of each nucleotide, sum of all nucleotides and the 2 most common bases found.
(Counter({&#39;G&#39;: 246, &#39;A&#39;: 190, &#39;T&#39;: 151, &#39;C&#39;: 147}), 734, [(&#39;G&#39;, 246), (&#39;A&#39;, 190)])
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">count_nucleotide</span><span class="p">(</span><span class="n">e_coli</span><span class="p">))</span>
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<pre>The three results are the number of each nucleotide, sum of all nucleotides and the 2 most common bases found.
(Counter({&#39;G&#39;: 283, &#39;A&#39;: 207, &#39;C&#39;: 191, &#39;T&#39;: 163}), 844, [(&#39;G&#39;, 283), (&#39;A&#39;, 207)])
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span> <span class="p">(</span><span class="n">count_nucleotide</span><span class="p">(</span><span class="n">h_pylori</span><span class="p">))</span>
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<pre>The three results are the number of each nucleotide, sum of all nucleotides and the 2 most common bases found.
(Counter({&#39;G&#39;: 434, &#39;A&#39;: 401, &#39;T&#39;: 342, &#39;C&#39;: 326}), 1503, [(&#39;G&#39;, 434), (&#39;A&#39;, 401)])
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">count_nucleotide</span><span class="p">(</span><span class="n">s_pneumoniae</span><span class="p">))</span>
<span class="c1"># Ignore the &quot;R&quot; for now</span>
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<pre>The three results are the number of each nucleotide, sum of all nucleotides and the 2 most common bases found.
(Counter({&#39;C&#39;: 481, &#39;T&#39;: 394, &#39;G&#39;: 345, &#39;A&#39;: 334, &#39;R&#39;: 1}), 1555, [(&#39;C&#39;, 481), (&#39;T&#39;, 394)])
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">count_nucleotide</span><span class="p">(</span><span class="n">k_pneumoniae</span><span class="p">))</span>
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<pre>The three results are the number of each nucleotide, sum of all nucleotides and the 2 most common bases found.
(Counter({&#39;G&#39;: 232, &#39;A&#39;: 168, &#39;C&#39;: 155, &#39;T&#39;: 124}), 679, [(&#39;G&#39;, 232), (&#39;A&#39;, 168)])
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<p>Interesting. Check the abundances of "G" and "A" they are the most common in almost every sequence, we've imported. Intially, while i was mindmapping writing this i wanted to use GC content. Now, i wanna use GA content. Not all organisms have the more GA notice <em>S.pneumoniae</em> is CT. Since our sequences differ in length which we will confirm later. Let's do more summary statistics and draw a graph.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="n">nuc_length</span> <span class="o">=</span> <span class="p">[</span><span class="mi">790</span><span class="p">,</span><span class="mi">735</span><span class="p">,</span><span class="mi">844</span><span class="p">,</span><span class="mi">679</span><span class="p">,</span><span class="mi">1555</span><span class="p">,</span><span class="mi">1503</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;median nucleotide content&quot;</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">median</span><span class="p">(</span><span class="n">nuc_length</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;mean nucleotide content&quot;</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">nuc_length</span><span class="p">)))</span>

<span class="c1"># working with small length of the sequence, we know that already</span>
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<pre>median nucleotide content 817.0
mean nucleotide content 1017.6666666666666
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Make a dataframe to use in the subsequent steps of the analysis</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s2">&quot;S.aureus&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">239</span><span class="p">,</span> <span class="mi">213</span><span class="p">,</span> <span class="mi">178</span><span class="p">,</span> <span class="mi">160</span><span class="p">],</span>
                   <span class="s2">&quot;A.baumanii&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">246</span><span class="p">,</span> <span class="mi">190</span><span class="p">,</span> <span class="mi">151</span><span class="p">,</span> <span class="mi">147</span><span class="p">],</span>
                   <span class="s2">&quot;E.coli&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">283</span><span class="p">,</span> <span class="mi">207</span><span class="p">,</span> <span class="mi">163</span><span class="p">,</span> <span class="mi">191</span><span class="p">],</span>
                   <span class="s2">&quot;K.pneumoniae&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">232</span><span class="p">,</span> <span class="mi">168</span><span class="p">,</span> <span class="mi">124</span><span class="p">,</span> <span class="mi">155</span><span class="p">],</span>
                   <span class="s2">&quot;S.pneumoniae&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">345</span><span class="p">,</span> <span class="mi">334</span><span class="p">,</span> <span class="mi">394</span><span class="p">,</span> <span class="mi">481</span><span class="p">],</span>
                   <span class="s2">&quot;H.pylori&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">434</span><span class="p">,</span> <span class="mi">401</span><span class="p">,</span> <span class="mi">342</span><span class="p">,</span> <span class="mi">326</span><span class="p">]},</span> <span class="n">index</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;G&quot;</span><span class="p">,</span> <span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;T&quot;</span><span class="p">,</span> <span class="s2">&quot;C&quot;</span><span class="p">])</span>

<span class="c1"># A different version of the above dataframe</span>
<span class="n">df2</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s2">&quot;G&quot;</span><span class="p">:[</span><span class="mi">246</span><span class="p">,</span><span class="mi">283</span><span class="p">,</span><span class="mi">434</span><span class="p">,</span><span class="mi">232</span><span class="p">,</span><span class="mi">239</span><span class="p">,</span><span class="mi">345</span><span class="p">],</span>
                    <span class="s2">&quot;A&quot;</span><span class="p">:[</span><span class="mi">190</span><span class="p">,</span><span class="mi">207</span><span class="p">,</span><span class="mi">401</span><span class="p">,</span><span class="mi">168</span><span class="p">,</span><span class="mi">213</span><span class="p">,</span><span class="mi">334</span><span class="p">],</span>
                    <span class="s2">&quot;T&quot;</span><span class="p">:[</span><span class="mi">151</span><span class="p">,</span><span class="mi">163</span><span class="p">,</span><span class="mi">342</span><span class="p">,</span><span class="mi">124</span><span class="p">,</span><span class="mi">178</span><span class="p">,</span><span class="mi">394</span><span class="p">],</span>
                    <span class="s2">&quot;C&quot;</span><span class="p">:[</span><span class="mi">147</span><span class="p">,</span><span class="mi">191</span><span class="p">,</span><span class="mi">326</span><span class="p">,</span><span class="mi">155</span><span class="p">,</span><span class="mi">160</span><span class="p">,</span><span class="mi">481</span><span class="p">],</span>
                    <span class="s2">&quot;organism&quot;</span><span class="p">:[</span><span class="s2">&quot;A.baumanii&quot;</span><span class="p">,</span><span class="s2">&quot;E.coli&quot;</span><span class="p">,</span><span class="s2">&quot;H.pylori&quot;</span><span class="p">,</span><span class="s2">&quot;K.pneumoniae&quot;</span>
                                <span class="p">,</span><span class="s2">&quot;S.aureus&quot;</span><span class="p">,</span><span class="s2">&quot;S.pneumoniae&quot;</span><span class="p">]})</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">df2</span><span class="p">)</span>
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<pre>   A.baumanii  E.coli  H.pylori  K.pneumoniae  S.aureus  S.pneumoniae
G         246     283       434           232       239           345
A         190     207       401           168       213           334
T         151     163       342           124       178           394
C         147     191       326           155       160           481

     A    C    G    T      organism
0  190  147  246  151    A.baumanii
1  207  191  283  163        E.coli
2  401  326  434  342      H.pylori
3  168  155  232  124  K.pneumoniae
4  213  160  239  178      S.aureus
5  334  481  345  394  S.pneumoniae
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># get the appropriate bases to count</span>
<span class="c1"># cs</span>
<span class="k">def</span> <span class="nf">gc_content</span><span class="p">(</span><span class="n">seq</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;gc_content takes a sequence of characters</span>
<span class="sd">    counts the number of Cs and Gs within in the sequence</span>
<span class="sd">    returns (g+c)/(number of all characters) * 100 - percentage&#39;&#39;&#39;</span>
    <span class="n">gc</span> <span class="o">=</span> <span class="p">(</span><span class="n">seq</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s2">&quot;C&quot;</span><span class="p">)</span> <span class="o">+</span> <span class="n">seq</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s2">&quot;G&quot;</span><span class="p">))</span> <span class="o">/</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">seq</span><span class="p">))</span> <span class="o">*</span> <span class="mi">100</span>
    <span class="k">return</span> <span class="n">gc</span>

<span class="k">def</span> <span class="nf">ga_content</span><span class="p">(</span><span class="n">seq</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;ga_content takes a sequence of characters counts the number of Gs and As</span>
<span class="sd">    within the sequence</span>
<span class="sd">    returns (g+a)/(number of all characters) * 100 - percentage&#39;&#39;&#39;</span>
    <span class="n">ga</span> <span class="o">=</span> <span class="p">(</span><span class="n">seq</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s2">&quot;G&quot;</span><span class="p">)</span> <span class="o">+</span> <span class="n">seq</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s2">&quot;A&quot;</span><span class="p">))</span> <span class="o">/</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">seq</span><span class="p">))</span>  <span class="o">*</span> <span class="mi">100</span>
    <span class="k">return</span> <span class="n">ga</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># applying the function to each sequence we imported for the different organisms</span>
<span class="n">gc_a_baumanii</span> <span class="o">=</span> <span class="n">gc_content</span><span class="p">(</span><span class="n">a_baumannii</span><span class="p">)</span>
<span class="n">gc_e_coli</span> <span class="o">=</span> <span class="n">gc_content</span><span class="p">(</span><span class="n">e_coli</span><span class="p">)</span>
<span class="n">gc_h_pylori</span> <span class="o">=</span> <span class="n">gc_content</span><span class="p">(</span><span class="n">h_pylori</span><span class="p">)</span>
<span class="n">gc_k_pneumoniae</span> <span class="o">=</span> <span class="n">gc_content</span><span class="p">(</span><span class="n">k_pneumoniae</span><span class="p">)</span>
<span class="n">gc_s_aureus</span> <span class="o">=</span> <span class="n">gc_content</span><span class="p">(</span><span class="n">s_aureus</span><span class="p">)</span>
<span class="n">gc_s_pneumoniae</span> <span class="o">=</span> <span class="n">gc_content</span><span class="p">(</span><span class="n">s_pneumoniae</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Do the same thing to each</span>
<span class="n">ga_a_baumanii</span> <span class="o">=</span> <span class="n">ga_content</span><span class="p">(</span><span class="n">a_baumannii</span><span class="p">)</span>
<span class="n">ga_e_coli</span> <span class="o">=</span> <span class="n">ga_content</span><span class="p">(</span><span class="n">e_coli</span><span class="p">)</span>
<span class="n">ga_h_pylori</span> <span class="o">=</span> <span class="n">ga_content</span><span class="p">(</span><span class="n">h_pylori</span><span class="p">)</span>
<span class="n">ga_k_pneumoniae</span> <span class="o">=</span> <span class="n">ga_content</span><span class="p">(</span><span class="n">k_pneumoniae</span><span class="p">)</span>
<span class="n">ga_s_aureus</span> <span class="o">=</span> <span class="n">ga_content</span><span class="p">(</span><span class="n">s_aureus</span><span class="p">)</span>
<span class="n">ga_s_pneumoniae</span> <span class="o">=</span> <span class="n">ga_content</span><span class="p">(</span><span class="n">s_pneumoniae</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># make new columns to populate the dataframe with appropriate contents : GC and GA</span>
<span class="n">df2</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">column</span><span class="o">=</span><span class="s1">&#39;GC_content&#39;</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="p">[</span><span class="n">gc_a_baumanii</span><span class="p">,</span> <span class="n">gc_e_coli</span><span class="p">,</span> <span class="n">gc_h_pylori</span><span class="p">,</span> <span class="n">gc_k_pneumoniae</span><span class="p">,</span> <span class="n">gc_s_aureus</span>
                                           <span class="p">,</span><span class="n">gc_s_pneumoniae</span><span class="p">])</span> 

<span class="n">df2</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">column</span><span class="o">=</span><span class="s1">&#39;GA_content&#39;</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="p">[</span><span class="n">ga_a_baumanii</span><span class="p">,</span> <span class="n">ga_e_coli</span><span class="p">,</span> <span class="n">ga_h_pylori</span><span class="p">,</span> <span class="n">ga_k_pneumoniae</span><span class="p">,</span> <span class="n">ga_s_aureus</span><span class="p">,</span>
                                              <span class="n">ga_s_pneumoniae</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># confirmation</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">df2</span><span class="p">)</span>
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<pre>     A    C    G    T  GC_content  GA_content      organism
0  190  147  246  151   52.822581   58.602151    A.baumanii
1  207  191  283  163   55.373832   57.242991        E.coli
2  401  326  434  342   49.868766   54.790026      H.pylori
3  168  155  232  124   56.250000   58.139535  K.pneumoniae
4  213  160  239  178   49.812734   56.429463      S.aureus
5  334  481  345  394   52.377933   43.056436  S.pneumoniae
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># for clustering</span>
<span class="n">content_nuc</span> <span class="o">=</span> <span class="n">df2</span><span class="p">[[</span><span class="s2">&quot;GC_content&quot;</span><span class="p">,</span><span class="s2">&quot;GA_content&quot;</span><span class="p">]]</span>

<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">content_nuc</span><span class="p">))</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">content_nuc</span><span class="p">)</span>
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<pre>
&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;

   GC_content  GA_content
0   52.822581   58.602151
1   55.373832   57.242991
2   49.868766   54.790026
3   56.250000   58.139535
4   49.812734   56.429463
5   52.377933   43.056436
</pre>
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<p>Now that we've made preparations to our data. We can proceed to do the next step. Which was "Draw a graph to see distribution of each base".</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">bokeh.plotting</span> <span class="k">import</span> <span class="n">figure</span>
<span class="kn">from</span> <span class="nn">bokeh.io</span> <span class="k">import</span> <span class="n">output_notebook</span><span class="p">,</span> <span class="n">show</span>
<span class="kn">from</span> <span class="nn">bokeh.charts</span> <span class="k">import</span> <span class="n">Bar</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">bokeh.models.widgets</span> <span class="k">import</span> <span class="n">Tabs</span><span class="p">,</span> <span class="n">Panel</span>
<span class="kn">from</span> <span class="nn">bokeh.layouts</span> <span class="k">import</span> <span class="n">column</span><span class="p">,</span> <span class="n">row</span>
<span class="kn">from</span> <span class="nn">bokeh.palettes</span> <span class="k">import</span> <span class="n">Spectral5</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># draw all the bar plots</span>
<span class="n">p</span> <span class="o">=</span> <span class="n">Bar</span><span class="p">(</span><span class="n">df2</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;organism&#39;</span><span class="p">,</span> <span class="n">values</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span><span class="n">agg</span> <span class="o">=</span><span class="s2">&quot;sum&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;organism&quot;</span><span class="p">,</span><span class="n">plot_width</span><span class="o">=</span><span class="mi">450</span><span class="p">)</span>
<span class="n">p2</span> <span class="o">=</span> <span class="n">Bar</span><span class="p">(</span><span class="n">df2</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;organism&#39;</span><span class="p">,</span> <span class="n">values</span><span class="o">=</span><span class="s2">&quot;T&quot;</span><span class="p">,</span><span class="n">agg</span> <span class="o">=</span><span class="s2">&quot;sum&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;organism&quot;</span><span class="p">,</span><span class="n">plot_width</span><span class="o">=</span><span class="mi">450</span><span class="p">)</span>
<span class="n">p3</span> <span class="o">=</span> <span class="n">Bar</span><span class="p">(</span><span class="n">df2</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;organism&#39;</span><span class="p">,</span> <span class="n">values</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span><span class="n">agg</span> <span class="o">=</span><span class="s2">&quot;sum&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;organism&quot;</span><span class="p">,</span><span class="n">plot_width</span><span class="o">=</span><span class="mi">450</span><span class="p">)</span>
<span class="n">p4</span> <span class="o">=</span> <span class="n">Bar</span><span class="p">(</span><span class="n">df2</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;organism&#39;</span><span class="p">,</span> <span class="n">values</span><span class="o">=</span><span class="s2">&quot;G&quot;</span><span class="p">,</span><span class="n">agg</span> <span class="o">=</span><span class="s2">&quot;sum&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;organism&quot;</span><span class="p">,</span><span class="n">plot_width</span><span class="o">=</span><span class="mi">450</span><span class="p">)</span>

<span class="c1"># make a Panels to store the plot objects: check out the docs in the references.txt</span>
<span class="n">first_second</span> <span class="o">=</span> <span class="n">Panel</span><span class="p">(</span><span class="n">child</span><span class="o">=</span><span class="n">row</span><span class="p">(</span><span class="n">p</span><span class="p">,</span><span class="n">p2</span><span class="p">),</span> <span class="n">title</span> <span class="o">=</span> <span class="s2">&quot;A and T&quot;</span><span class="p">)</span>
<span class="n">third_fourth</span> <span class="o">=</span> <span class="n">Panel</span><span class="p">(</span><span class="n">child</span><span class="o">=</span><span class="n">row</span><span class="p">(</span><span class="n">p3</span><span class="p">,</span><span class="n">p4</span><span class="p">),</span> <span class="n">title</span> <span class="o">=</span> <span class="s2">&quot;C and G&quot;</span><span class="p">)</span>

<span class="c1"># make tabs like the ones you use in browsers</span>
<span class="n">tabs</span> <span class="o">=</span> <span class="n">Tabs</span><span class="p">(</span><span class="n">tabs</span><span class="o">=</span><span class="p">[</span><span class="n">first_second</span><span class="p">,</span> <span class="n">third_fourth</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># store the output in the notebook and show the plot</span>
<span class="c1"># if you can&#39;t see some colors well you can just change them</span>
<span class="n">output_notebook</span><span class="p">()</span>
<span class="n">show</span><span class="p">(</span><span class="n">tabs</span><span class="p">)</span>
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<p>One quick observation you can see is <em>H.pylori</em> and <em>S.pneumoniae</em> have the most of each base. This is due to the fact we got the whole sequence. Remember that the whole sequence ~1500 bases. On the contrary, the rest are lower compared those two. Also, the GC content calculated above is rather high -- this is indicative of prokaryotic DNA whereas, eukaryotic DNA such as Human beings(<em>Homo sapiens</em>) DNA is about 50%. We can use these differences in GC content to differenciate them.</p>

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<p>Back to phylogeny. I went ahead and made phylogenetic trees with the maximum likelihood method and distance based methods -- I'll talk about these later. They both produced different types of output. Yet i used the default parameters in different implementations. To add on this, i used online tools <a href="https://www.ebi.ac.uk/Tools/msa/clustalo/">Clustal Omega</a> which is a quick way of doing this.</p>

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<img src="images/clustal_omega_msa_defaultparams_phylogenetics.png" width="550"> <br>
<figcaption>Above is a tree generated with clustal omega default parameters Maximum likelihood.</figcaption>
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<img src="images/mega7_ML_bootstrap_phylotree.png" width="550"> <br>
<figcaption>The last one uses Neigbour joining method. Also, done using [MEGA7](http://megasoftware.net/).</figcaption>
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<img src="images/mega7_NJ_boostrap_phylotree.png" width="550"> <br>
<figcaption>The last one uses Neigbour joining method. Also, done using MEGA7.</figcaption>
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<p>Before moving into the discussion. Let's try making the above tree diagrams with an unsupervised learning method: Hierarchical clustering.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># scipy library can help out with this</span>
<span class="kn">from</span> <span class="nn">scipy.cluster.hierarchy</span> <span class="k">import</span> <span class="n">dendrogram</span><span class="p">,</span> <span class="n">linkage</span><span class="p">,</span> <span class="n">ward</span>

<span class="c1"># we need a numpy arrays to continue to the next step so?</span>
<span class="c1"># you don&#39;t need the columns GC content, GA_content and organism</span>
<span class="n">samp_orgs</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;GC_content&quot;</span><span class="p">,</span><span class="s2">&quot;GA_content&quot;</span><span class="p">,</span><span class="s2">&quot;organism&quot;</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">values</span> 

<span class="c1"># test 1 with Linkage</span>
<span class="c1"># merges two clusters that have the smallest maximum distance between points (intro to ML)</span>
<span class="n">merge</span> <span class="o">=</span> <span class="n">linkage</span><span class="p">(</span><span class="n">samp_orgs</span><span class="p">,</span> <span class="n">method</span> <span class="o">=</span> <span class="s2">&quot;complete&quot;</span><span class="p">)</span>

<span class="c1"># test 2 with ward</span>
<span class="c1"># uses the ward variance minimization algorithm </span>
<span class="n">merge2</span> <span class="o">=</span> <span class="n">ward</span><span class="p">(</span><span class="n">samp_orgs</span><span class="p">)</span>
<span class="n">dendrogram</span><span class="p">(</span><span class="n">merge</span><span class="p">,</span>
           <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;A.baumanii&quot;</span><span class="p">,</span><span class="s2">&quot;E.coli&quot;</span><span class="p">,</span><span class="s2">&quot;H.pylori&quot;</span><span class="p">,</span><span class="s2">&quot;K.pneumoniae&quot;</span>
                                <span class="p">,</span><span class="s2">&quot;S.aureus&quot;</span><span class="p">,</span><span class="s2">&quot;S.pneumoniae&quot;</span><span class="p">],</span>
           <span class="n">leaf_rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">,</span>
           <span class="n">leaf_font_size</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span>
<span class="p">)</span>
<span class="c1"># show plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Organism&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Cluster distance&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># With the ward function</span>
<span class="n">dendrogram</span><span class="p">(</span><span class="n">merge2</span><span class="p">,</span>
           <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;A.baumanii&quot;</span><span class="p">,</span><span class="s2">&quot;E.coli&quot;</span><span class="p">,</span><span class="s2">&quot;H.pylori&quot;</span><span class="p">,</span><span class="s2">&quot;K.pneumoniae&quot;</span>
                                <span class="p">,</span><span class="s2">&quot;S.aureus&quot;</span><span class="p">,</span><span class="s2">&quot;S.pneumoniae&quot;</span><span class="p">],</span>
           <span class="n">leaf_rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">,</span>
           <span class="n">leaf_font_size</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span>
<span class="p">)</span>
<span class="c1"># label the axes and show the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Organism&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Cluster distance&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[32]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># using GC content alone</span>
<span class="c1"># test 3</span>
<span class="n">samp_gc_content</span> <span class="o">=</span> <span class="n">linkage</span><span class="p">(</span><span class="n">content_nuc</span><span class="p">,</span> <span class="n">method</span> <span class="o">=</span> <span class="s2">&quot;complete&quot;</span><span class="p">)</span>
<span class="n">dendrogram</span><span class="p">(</span><span class="n">samp_gc_content</span><span class="p">,</span>
           <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;A.baumanii&quot;</span><span class="p">,</span><span class="s2">&quot;E.coli&quot;</span><span class="p">,</span><span class="s2">&quot;H.pylori&quot;</span><span class="p">,</span><span class="s2">&quot;K.pneumoniae&quot;</span>
                                <span class="p">,</span><span class="s2">&quot;S.aureus&quot;</span><span class="p">,</span><span class="s2">&quot;S.pneumoniae&quot;</span><span class="p">],</span>
           <span class="n">leaf_rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">,</span>
           <span class="n">leaf_font_size</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span>
<span class="p">)</span>
<span class="c1"># label axes and show plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Organism&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Cluster distance&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<p>The trees generated with Hierarchial clustering are different with the <code>Linkage</code> function, we get 3 clusters depending on your cluster distance and using the <code>ward</code> function we get only 3 clades whereas, the one using the gc content got a totally different tree. Note that the organisms most similiar are grouped together indicated by a specific color. But what brought me close to the full arrangement found in the phylogenetic tree? We'll explore that in the discussion.</p>

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<p>Which one brought us closer to the full tree?</p>

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<img src="http://www.dhushara.com/book/unraveltree/root.jpg" width="900">

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<h1 id="Discussion">Discussion<a class="anchor-link" href="#Discussion">&#182;</a></h1>
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<p>From the calculations done above these sequences are different. They don't align so well -- check the file aligned_16S_Rrna.meg in the file data on my <a href="https://github.com/Shuyib/Phylogenetic-tree-study/tree/master/data">github repository</a>. This is due to a couple of reasons: we do not have the full sequence of the 16S Rrna gene for some organisms as i mentioned earlier, i've taken very few organisms that makes it even difficult for the software MEGA7 and clustal Omega to give better results in terms of making distance matrices between the bases. So what i'm doing is analogous to a situation of working with outliers. Removing them makes things worse since we won't have any sequences to compare.</p>
<p>What exactly is a distance matrix? Let's go back to phylogenetics tools -- they are two ways of comparing given sequences one are <strong>distance based methods</strong> and the other is <strong>character based methods</strong>. Guess what? We've used both in this analysis. You'll figure that out after reading this explanation i'm about to give.</p>
<p>A matrix consists of rows and columns of data of the same type. So when using distance based methods determining the number of mismatches between sequences sort of like this "AATTCC" == "AATTGG" == "AGGCC" but you do this with multiple sequences which gives rise to a pairwise distance matrix; this allows us to identify closely related species and the first two branches of the tree are formed. Then this matrix is remade, but from the previous step the most closely related species are found on the terminal branches. See the terminal node that is, marked red with <em>H.pylori</em> and <em>S.pneumoniae</em> 2nd last phylogenetic tree. In short, it involves estimating evolutionary distances and correcting for multiple events <em>Jukes &amp; Cantor 1969</em> then making of a tree diagram based on the evolutionary distance. For example, the <strong>Neighbour joining method</strong>.</p>
<p>Character based methods, aim to explain the relationship between the sequences that are most likely or give the simplest explanation observed in the data. They look at all possible trees and identify the single tree or set of trees that explains the data the best based on a specific criteria. For example <strong>Maximum Likelihood</strong>.</p>
<p>Notice the trees generated with MEGA7 don't give a good bootstrap support for example 49 at the clade (numbers above the branch of the trees); however, some a good &gt; 70 which is generally acceptable. I think also more parameter tuning could help of the following attributes: Gaps-Missing Data / Pairwise Deletion, Model / Nucleotide, Rates among sites / Different (Gamma Distributed) and Gamma Parameter in the MEGA 7 software.</p>
<p>Which tree brought us close to the full phylogenetic tree above? Let's try and make a small tree to find out. <em>K.pneumoniae</em> is not in the tree but according to many of it's properties: morphological and biochemical. I think it's safe to say it will be close to <em>E.coli</em> in fact they are on the same family Enterobacteriaceae. Whereas, <em>A.baumanii</em> is the phylum Proteobacteria with that in mind i suppose it will also be close to <em>E.coli</em> since it is also, in the proteobacteria phylum. Though, further way from <em>K.pneumoniae</em>. In summary, this is how i think the tree should look like (((<em>S.aureus</em>, <em>S.pneumoniae</em>), (<em>E.coli</em>, <em>K.pneumoniae</em>), <em>H.pylori</em>), <em>A.baumanii</em>) -- this is the newick representation of evolutionary relationships. NB. the strains used in the tree are different from the ones we used but it help us estimate a tree for our needs.</p>

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<h1 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h1>
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<p>From the short phylogenetic tree analysis, i've learned that to draw better trees we need to add more organisms - they don't have to be from the same phylum, the more variety the better. To deal with outliers like we've seen in the above analysis. It also seems like a good idea to use a variety of methods to draw phylogenetics trees like we did. On the other hand, parameter tuning is important. I think the tree that brought us closer to what the true phylogenetic tree would look like are, the one we got from Clustal Omega and the one i wrote in the newick representation. For the unsupervised learning methods, didn't do so good perhaps due to the different lengths of the nucleotides or a better numpy array could've been defined with more features exploring different things about the organisms.</p>

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