index.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />

<title>CMSC320_Final_Project</title>

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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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body {
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article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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}
audio,
canvas,
progress,
video {
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audio:not([controls]) {
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[hidden],
template {
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a {
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a:active,
a:hover {
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abbr[title] {
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b,
strong {
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dfn {
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h1 {
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mark {
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small {
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sub,
sup {
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sup {
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sub {
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img {
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svg:not(:root) {
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figure {
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hr {
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pre {
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code,
kbd,
pre,
samp {
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button,
input,
optgroup,
select,
textarea {
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button {
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button,
select {
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button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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button[disabled],
html input[disabled] {
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button::-moz-focus-inner,
input::-moz-focus-inner {
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input {
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input[type="checkbox"],
input[type="radio"] {
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input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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fieldset {
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legend {
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textarea {
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optgroup {
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table {
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td,
th {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
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}
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}
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}
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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><a href="https://colab.research.google.com/github/plato2000/covid19-datascience-tutorial/blob/master/CMSC320_Final_Project.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a></p>

</div>
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<h1 id="CMSC320-Final-Project:-Data-Science-with-COVID-19-Data">CMSC320 Final Project: Data Science with COVID-19 Data<a class="anchor-link" href="#CMSC320-Final-Project:-Data-Science-with-COVID-19-Data">&#182;</a></h1><h2 id="Parth-Oza,-Jagan-Prem-|-CMSC320-|-Spring-2020">Parth Oza, Jagan Prem | CMSC320 | Spring 2020<a class="anchor-link" href="#Parth-Oza,-Jagan-Prem-|-CMSC320-|-Spring-2020">&#182;</a></h2>
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<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p>In this tutorial, we will go through the entire data science pipeline in Python, from data curation/parsing/management, exploratory data analysis, hypothesis testing, and machine learning.</p>
<p>We will use COVID-19 testing data, as of 5/17/2020, in our analysis. We will look to answer the question, <em>how many deaths would the United States have had as of today if we had more testing than we did now?</em> Answering this question is critically important to determine if countries could have done more to reduce deaths due to COVID-19. If we would have had fewer deaths with more testing, the governments of countries which had lower testing are partially to blame for their increased deaths.</p>
<p>Data science is crucial in many similar applications to this. While some might believe it to be obvious that more testing would result in fewer deaths, doing a statistical analysis, as we will do in this tutorial, is very important to scientifically prove a correlation rather than relying on what people believe to be obvious. After all, different people may consider different things to be obvious, so proving statements with statistics is crucial.</p>

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<h2 id="Initial-Setup">Initial Setup<a class="anchor-link" href="#Initial-Setup">&#182;</a></h2><p>We will use some Python libraries to do our data analysis. Specifically, we will use <code>pandas</code> for data manipulation and analysis, <code>numpy</code> for math, <code>plotnine</code> for plotting (replicating R <code>ggplot</code>'s functionality), and <code>sklearn</code> for hypothesis testing and machine learning.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">plotnine</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">stats</span>
<span class="kn">from</span> <span class="nn">scipy.linalg</span> <span class="kn">import</span> <span class="n">sqrtm</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LinearRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">PolynomialFeatures</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
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<h2 id="Data-Curation,-Parsing,-and-Management">Data Curation, Parsing, and Management<a class="anchor-link" href="#Data-Curation,-Parsing,-and-Management">&#182;</a></h2><p>The first step to any data science project is to figure out what data we're going to use. In this case, we were able to find a well-formatted and up to date dataset simply by Googling "covid 19 data csv". From here, we can get our link to the CSV and feed it to <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html"><code>pandas</code>' <code>read_csv</code> function.</a></p>
<p>Our data was found from <a href="https://ourworldindata.org/coronavirus-source-data">https://ourworldindata.org/coronavirus-source-data</a>, which tells us they source their data from the European CDC (which collects data from around the world). From this site, we get the link for the complete dataset as a CSV file.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;https://covid.ourworldindata.org/data/owid-covid-data.csv&quot;</span><span class="p">,</span> <span class="n">parse_dates</span><span class="o">=</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;location&#39;</span><span class="p">,</span> <span class="s1">&#39;date&#39;</span><span class="p">,</span> <span class="s1">&#39;new_tests&#39;</span><span class="p">,</span> <span class="s1">&#39;total_tests_per_thousand&#39;</span><span class="p">,</span> <span class="s1">&#39;population_density&#39;</span><span class="p">,</span> <span class="s1">&#39;gdp_per_capita&#39;</span><span class="p">,</span> <span class="s1">&#39;total_deaths_per_million&#39;</span><span class="p">,</span> <span class="s1">&#39;male_smokers&#39;</span><span class="p">,</span> <span class="s1">&#39;female_smokers&#39;</span><span class="p">])</span>
<span class="n">df</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>iso_code</th>
      <th>location</th>
      <th>date</th>
      <th>total_cases</th>
      <th>new_cases</th>
      <th>total_deaths</th>
      <th>new_deaths</th>
      <th>total_cases_per_million</th>
      <th>new_cases_per_million</th>
      <th>total_deaths_per_million</th>
      <th>new_deaths_per_million</th>
      <th>total_tests</th>
      <th>new_tests</th>
      <th>total_tests_per_thousand</th>
      <th>new_tests_per_thousand</th>
      <th>tests_units</th>
      <th>population</th>
      <th>population_density</th>
      <th>median_age</th>
      <th>aged_65_older</th>
      <th>aged_70_older</th>
      <th>gdp_per_capita</th>
      <th>extreme_poverty</th>
      <th>cvd_death_rate</th>
      <th>diabetes_prevalence</th>
      <th>female_smokers</th>
      <th>male_smokers</th>
      <th>handwashing_facilities</th>
      <th>hospital_beds_per_100k</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>602</th>
      <td>ARG</td>
      <td>Argentina</td>
      <td>2020-04-09</td>
      <td>1795</td>
      <td>80</td>
      <td>65</td>
      <td>5</td>
      <td>39.716</td>
      <td>1.770</td>
      <td>1.438</td>
      <td>0.111</td>
      <td>14850.0</td>
      <td>1520.0</td>
      <td>0.329</td>
      <td>0.034</td>
      <td>tests performed</td>
      <td>45195777.0</td>
      <td>16.177</td>
      <td>31.9</td>
      <td>11.198</td>
      <td>7.441</td>
      <td>18933.907</td>
      <td>0.6</td>
      <td>191.032</td>
      <td>5.50</td>
      <td>16.2</td>
      <td>27.7</td>
      <td>NaN</td>
      <td>5.0</td>
    </tr>
    <tr>
      <th>603</th>
      <td>ARG</td>
      <td>Argentina</td>
      <td>2020-04-10</td>
      <td>1894</td>
      <td>99</td>
      <td>79</td>
      <td>14</td>
      <td>41.907</td>
      <td>2.190</td>
      <td>1.748</td>
      <td>0.310</td>
      <td>16379.0</td>
      <td>1529.0</td>
      <td>0.362</td>
      <td>0.034</td>
      <td>tests performed</td>
      <td>45195777.0</td>
      <td>16.177</td>
      <td>31.9</td>
      <td>11.198</td>
      <td>7.441</td>
      <td>18933.907</td>
      <td>0.6</td>
      <td>191.032</td>
      <td>5.50</td>
      <td>16.2</td>
      <td>27.7</td>
      <td>NaN</td>
      <td>5.0</td>
    </tr>
    <tr>
      <th>604</th>
      <td>ARG</td>
      <td>Argentina</td>
      <td>2020-04-11</td>
      <td>1975</td>
      <td>81</td>
      <td>82</td>
      <td>3</td>
      <td>43.699</td>
      <td>1.792</td>
      <td>1.814</td>
      <td>0.066</td>
      <td>18027.0</td>
      <td>1648.0</td>
      <td>0.399</td>
      <td>0.036</td>
      <td>tests performed</td>
      <td>45195777.0</td>
      <td>16.177</td>
      <td>31.9</td>
      <td>11.198</td>
      <td>7.441</td>
      <td>18933.907</td>
      <td>0.6</td>
      <td>191.032</td>
      <td>5.50</td>
      <td>16.2</td>
      <td>27.7</td>
      <td>NaN</td>
      <td>5.0</td>
    </tr>
    <tr>
      <th>607</th>
      <td>ARG</td>
      <td>Argentina</td>
      <td>2020-04-14</td>
      <td>2272</td>
      <td>69</td>
      <td>98</td>
      <td>3</td>
      <td>50.270</td>
      <td>1.527</td>
      <td>2.168</td>
      <td>0.066</td>
      <td>22805.0</td>
      <td>3047.0</td>
      <td>0.505</td>
      <td>0.067</td>
      <td>tests performed</td>
      <td>45195777.0</td>
      <td>16.177</td>
      <td>31.9</td>
      <td>11.198</td>
      <td>7.441</td>
      <td>18933.907</td>
      <td>0.6</td>
      <td>191.032</td>
      <td>5.50</td>
      <td>16.2</td>
      <td>27.7</td>
      <td>NaN</td>
      <td>5.0</td>
    </tr>
    <tr>
      <th>608</th>
      <td>ARG</td>
      <td>Argentina</td>
      <td>2020-04-15</td>
      <td>2432</td>
      <td>160</td>
      <td>105</td>
      <td>7</td>
      <td>53.810</td>
      <td>3.540</td>
      <td>2.323</td>
      <td>0.155</td>
      <td>24374.0</td>
      <td>1569.0</td>
      <td>0.539</td>
      <td>0.035</td>
      <td>tests performed</td>
      <td>45195777.0</td>
      <td>16.177</td>
      <td>31.9</td>
      <td>11.198</td>
      <td>7.441</td>
      <td>18933.907</td>
      <td>0.6</td>
      <td>191.032</td>
      <td>5.50</td>
      <td>16.2</td>
      <td>27.7</td>
      <td>NaN</td>
      <td>5.0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
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      <td>...</td>
      <td>...</td>
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      <td>...</td>
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      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>17994</th>
      <td>ZWE</td>
      <td>Zimbabwe</td>
      <td>2020-05-10</td>
      <td>36</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>2.422</td>
      <td>0.067</td>
      <td>0.269</td>
      <td>0.000</td>
      <td>9872.0</td>
      <td>279.0</td>
      <td>0.664</td>
      <td>0.019</td>
      <td>tests performed</td>
      <td>14862927.0</td>
      <td>42.729</td>
      <td>19.6</td>
      <td>2.822</td>
      <td>1.882</td>
      <td>1899.775</td>
      <td>21.4</td>
      <td>307.846</td>
      <td>1.82</td>
      <td>1.6</td>
      <td>30.7</td>
      <td>36.791</td>
      <td>1.7</td>
    </tr>
    <tr>
      <th>17995</th>
      <td>ZWE</td>
      <td>Zimbabwe</td>
      <td>2020-05-11</td>
      <td>36</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>2.422</td>
      <td>0.000</td>
      <td>0.269</td>
      <td>0.000</td>
      <td>10598.0</td>
      <td>726.0</td>
      <td>0.713</td>
      <td>0.049</td>
      <td>tests performed</td>
      <td>14862927.0</td>
      <td>42.729</td>
      <td>19.6</td>
      <td>2.822</td>
      <td>1.882</td>
      <td>1899.775</td>
      <td>21.4</td>
      <td>307.846</td>
      <td>1.82</td>
      <td>1.6</td>
      <td>30.7</td>
      <td>36.791</td>
      <td>1.7</td>
    </tr>
    <tr>
      <th>17996</th>
      <td>ZWE</td>
      <td>Zimbabwe</td>
      <td>2020-05-12</td>
      <td>37</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>2.489</td>
      <td>0.067</td>
      <td>0.269</td>
      <td>0.000</td>
      <td>11058.0</td>
      <td>460.0</td>
      <td>0.744</td>
      <td>0.031</td>
      <td>tests performed</td>
      <td>14862927.0</td>
      <td>42.729</td>
      <td>19.6</td>
      <td>2.822</td>
      <td>1.882</td>
      <td>1899.775</td>
      <td>21.4</td>
      <td>307.846</td>
      <td>1.82</td>
      <td>1.6</td>
      <td>30.7</td>
      <td>36.791</td>
      <td>1.7</td>
    </tr>
    <tr>
      <th>17997</th>
      <td>ZWE</td>
      <td>Zimbabwe</td>
      <td>2020-05-13</td>
      <td>37</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>2.489</td>
      <td>0.000</td>
      <td>0.269</td>
      <td>0.000</td>
      <td>11191.0</td>
      <td>133.0</td>
      <td>0.753</td>
      <td>0.009</td>
      <td>tests performed</td>
      <td>14862927.0</td>
      <td>42.729</td>
      <td>19.6</td>
      <td>2.822</td>
      <td>1.882</td>
      <td>1899.775</td>
      <td>21.4</td>
      <td>307.846</td>
      <td>1.82</td>
      <td>1.6</td>
      <td>30.7</td>
      <td>36.791</td>
      <td>1.7</td>
    </tr>
    <tr>
      <th>18000</th>
      <td>ZWE</td>
      <td>Zimbabwe</td>
      <td>2020-05-16</td>
      <td>42</td>
      <td>5</td>
      <td>4</td>
      <td>0</td>
      <td>2.826</td>
      <td>0.336</td>
      <td>0.269</td>
      <td>0.000</td>
      <td>12275.0</td>
      <td>874.0</td>
      <td>0.826</td>
      <td>0.059</td>
      <td>tests performed</td>
      <td>14862927.0</td>
      <td>42.729</td>
      <td>19.6</td>
      <td>2.822</td>
      <td>1.882</td>
      <td>1899.775</td>
      <td>21.4</td>
      <td>307.846</td>
      <td>1.82</td>
      <td>1.6</td>
      <td>30.7</td>
      <td>36.791</td>
      <td>1.7</td>
    </tr>
  </tbody>
</table>
<p>3852 rows × 29 columns</p>
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<p>The <code>read_csv</code> function is quite useful to be able to automatically convert a CSV file into a a <code>DataFrame</code>. Looking at the documentation linked above, we can see <code>read_csv</code> has many options it can take to make reading poorly formatted CSV files more easy. Fortunately, in this case, the data is already tidied for us and is easy to parse.</p>
<p>If the data had been in an <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_html.html">HTML table</a> or <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_excel.html">Excel document</a> or <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_json.html">JSON file</a>, <code>pandas</code> has functions to make reading those formats simple as well.</p>
<p>Looking at the <code>read_csv</code> function documentation, we can see that it has an optional parameter <code>parse_dates</code>. This allows us to automatically convert the date column in our dataset into a datetime object rather than a string.</p>
<p>We know that we're planning on analyzing data from this dataset regarding testing and death rate. We also know that not all countries report their death rates and testing, but report some other metrics. As a result, our dataframe has some <code>NaN</code> values (meaning no data) for some countries' data in those columns. To make sure that this doesn't impact our data, we can run <code>df.dropna</code> on  the columns we care about, which will remove the rows that have a <code>NaN</code> value in those columns.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">location</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
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<pre>array([&#39;Argentina&#39;, &#39;Australia&#39;, &#39;Austria&#39;, &#39;Belgium&#39;, &#39;Bangladesh&#39;,
       &#39;Bulgaria&#39;, &#39;Bahrain&#39;, &#39;Belarus&#39;, &#39;Canada&#39;, &#39;Switzerland&#39;, &#39;Chile&#39;,
       &#39;Colombia&#39;, &#39;Costa Rica&#39;, &#39;Czech Republic&#39;, &#39;Denmark&#39;, &#39;Estonia&#39;,
       &#39;Ethiopia&#39;, &#39;Finland&#39;, &#39;France&#39;, &#39;United Kingdom&#39;, &#39;Ghana&#39;,
       &#39;Greece&#39;, &#39;Croatia&#39;, &#39;Hungary&#39;, &#39;Indonesia&#39;, &#39;India&#39;, &#39;Iran&#39;,
       &#39;Iceland&#39;, &#39;Israel&#39;, &#39;Italy&#39;, &#39;Kazakhstan&#39;, &#39;Kenya&#39;, &#39;South Korea&#39;,
       &#39;Lithuania&#39;, &#39;Luxembourg&#39;, &#39;Latvia&#39;, &#39;Morocco&#39;, &#39;Mexico&#39;,
       &#39;Myanmar&#39;, &#39;Malaysia&#39;, &#39;Nigeria&#39;, &#39;Norway&#39;, &#39;Nepal&#39;, &#39;New Zealand&#39;,
       &#39;Pakistan&#39;, &#39;Panama&#39;, &#39;Philippines&#39;, &#39;Poland&#39;, &#39;Portugal&#39;,
       &#39;Paraguay&#39;, &#39;Qatar&#39;, &#39;Romania&#39;, &#39;Russia&#39;, &#39;Rwanda&#39;, &#39;Saudi Arabia&#39;,
       &#39;Senegal&#39;, &#39;El Salvador&#39;, &#39;Serbia&#39;, &#39;Slovakia&#39;, &#39;Slovenia&#39;,
       &#39;Tunisia&#39;, &#39;Turkey&#39;, &#39;Uganda&#39;, &#39;Ukraine&#39;, &#39;Uruguay&#39;,
       &#39;United States&#39;, &#39;Vietnam&#39;, &#39;South Africa&#39;, &#39;Zimbabwe&#39;],
      dtype=object)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">location</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>
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<pre>69</pre>
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<p>We can see that after dropping the data that would leave our dataset incomplete, we have data from 71 countries remaining.</p>

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<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2><p>First, we will look at testing over time to make sure that there is enough difference in testing levels to actually be able to do our final analysis. To do this, we'll plot total tests per thousand against date.</p>
<p>We choose to plot tests per thousand instead of raw test counts because otherwise, large countries with high populations would show as having tested lots of people even if only small percentages of the population were tested.</p>
<p>Since 71 countries is a lot of data to show on one chart, we picked a few countries that (based on prior knowledge) represent different geographic areas, average wealths, and government responses, in order to get a somewhat representative group of countries.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countries_to_analyze</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;United States&quot;</span><span class="p">,</span> <span class="s2">&quot;South Korea&quot;</span><span class="p">,</span> <span class="s2">&quot;Norway&quot;</span><span class="p">,</span> <span class="s2">&quot;India&quot;</span><span class="p">,</span> <span class="s2">&quot;Argentina&quot;</span><span class="p">,</span> <span class="s2">&quot;Denmark&quot;</span><span class="p">,</span> <span class="s2">&quot;Luxembourg&quot;</span><span class="p">,</span> <span class="s2">&quot;Rwanda&quot;</span><span class="p">,</span> <span class="s2">&quot;New Zealand&quot;</span><span class="p">,</span> <span class="s2">&quot;Australia&quot;</span><span class="p">]</span>

<span class="p">(</span><span class="n">ggplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;location&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">countries_to_analyze</span><span class="p">)])</span>
    <span class="o">+</span> <span class="n">aes</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;date&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;total_tests_per_thousand&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;location&quot;</span><span class="p">)</span>
    <span class="c1"># + geom_point()</span>
    <span class="o">+</span> <span class="n">geom_smooth</span><span class="p">(</span><span class="n">span</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
    <span class="o">+</span> <span class="n">xlab</span><span class="p">(</span><span class="s2">&quot;Date&quot;</span><span class="p">)</span>
    <span class="o">+</span> <span class="n">ylab</span><span class="p">(</span><span class="s2">&quot;Total Tests per Thousand&quot;</span><span class="p">)</span>
    <span class="o">+</span> <span class="n">ggtitle</span><span class="p">(</span><span class="s2">&quot;Total testing over time for a selection of countries&quot;</span><span class="p">)</span>
    <span class="o">+</span> <span class="n">theme</span><span class="p">(</span><span class="n">axis_text_x</span><span class="o">=</span><span class="n">element_text</span><span class="p">(</span><span class="n">angle</span><span class="o">=</span><span class="mi">90</span><span class="p">,</span> <span class="n">vjust</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
<span class="p">)</span><span class="o">.</span><span class="n">draw</span><span class="p">();</span>
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<pre>/usr/local/lib/python3.6/dist-packages/plotnine/stats/smoothers.py:168: PlotnineWarning: Confidence intervals are not yet implementedfor lowess smoothings.
  &#34;for lowess smoothings.&#34;, PlotnineWarning)
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<p>We've used <code>ggplot</code> to make our graph, which is included in the <code>plotnine</code> Python library. <code>ggplot</code> is originally a plotting tool in R, and <code>plotnine</code> was created to help R programmers easily transition to Python. As a result, almost everything in <code>ggplot</code> for Python is nearly identical to the R version. <a href="https://plotnine.readthedocs.io/en/stable/">The plotnine documentation </a> has plenty of information on how to use the basics of <code>ggplot</code>, but if you want more advanced examples, you can look at the<a href="https://ggplot2.tidyverse.org/reference/index.html"> R documentation</a>. There are some differences in syntax, but it's easy to adjust to these by pattern matching against the <code>plotnine</code> documentation (for example, the R library uses dot notation for some functions which in Python use underscores, such as element.text vs element_text).</p>
<p><code>ggplot</code> plots are initialized with some data. In this case, we pass in our dataframe as the data to be plotted. Specifically, we pass in the subset of rows whose "location" column is in our list of countries to plot.</p>
<p>Then, we can add aesthetic mappings, layers, and more to our plot. The base aesthetic mapping is for the plot, but there can be additional aesthetic mappings for each layer we add. The base aesthetic mapping can tell the plot what to plot on each axis and how to determine the color of what is plotted. Then, we add in <code>geom_point</code> or <code>geom_smooth</code> or both, which actually place points or a curve on our plot. <code>geom_smooth</code> is able to take arguments for how it determines the smoothing and how much it smooths (this is what <code>span</code> is). In this case, we didn't plot each point because the chart would look significantly more noisy with points, and the lines convey the same information.</p>
<p>Then, we add in guides, which allow us to label the axes and the plot. Finally, we add a theme, which allows us to style the non-data elements of the plot. In particular, we are able to rotate the date labels 90 degrees to make them not overlap with each other.</p>
<h3 id="Plot-Analysis">Plot Analysis<a class="anchor-link" href="#Plot-Analysis">&#182;</a></h3><p>This plot shows us that different countries ramped up their testing at different times, and currently have wildly different levels of tests per capita performed. This is enough information for us to move on to our hypothesis testing, as there is clearly enough difference between countries here.</p>

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<h3 id="More-Exploratory-Data-Analysis">More Exploratory Data Analysis<a class="anchor-link" href="#More-Exploratory-Data-Analysis">&#182;</a></h3><p>Even though we could theoretically move on to our hypothesis testing now, we can do some more analysis on our data to learn more about COVID-19 deaths and how they relate to testing.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">agg_data</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s2">&quot;location&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s2">&quot;total_tests_per_thousand&quot;</span><span class="p">:</span> <span class="s2">&quot;max&quot;</span><span class="p">,</span> <span class="s2">&quot;total_deaths_per_million&quot;</span><span class="p">:</span> <span class="s2">&quot;max&quot;</span><span class="p">})</span>
<span class="p">(</span><span class="n">ggplot</span><span class="p">(</span><span class="n">agg_data</span><span class="p">)</span>
    <span class="o">+</span> <span class="n">aes</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;total_deaths_per_million&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;total_tests_per_thousand&quot;</span><span class="p">)</span>
    <span class="o">+</span> <span class="n">geom_point</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.2</span><span class="p">)</span>
    <span class="o">+</span> <span class="n">ggtitle</span><span class="p">(</span><span class="s2">&quot;Deaths per capita vs. tests per capita for all countries in dataset&quot;</span><span class="p">)</span>
    <span class="o">+</span> <span class="n">theme</span><span class="p">(</span><span class="n">axis_text_x</span><span class="o">=</span><span class="n">element_text</span><span class="p">(</span><span class="n">angle</span><span class="o">=</span><span class="mi">90</span><span class="p">,</span> <span class="n">vjust</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
    <span class="o">+</span> <span class="n">scale_color_discrete</span><span class="p">(</span><span class="n">guide</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
</pre></div>

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</div>
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
"
>
</div>

</div>

<div class="output_area">

    <div class="prompt output_prompt">Out[&nbsp;]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;ggplot: (8763678924741)&gt;</pre>
</div>

</div>

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<p>We want to show how different countries' testing corresponds to their deaths. We don't care about time in this plot, and we only want one point per country (we want to show the latest total data for each country on our plot). We can do this by grouping and aggregating our data. Using <code>pandas</code>, there are two functions we use: <code>groupby</code> and <code>agg</code>. These functions are used in conjunction with each other to produce a condensed dataframe. Here, we group rows into countries, so  that each country is now one row, and aggregate our total tests per thousand and total deaths per million for each of those rows. We select the max in total tests and total deaths for each country, since we're looking for the most recent data, and total tests and total deaths cannot go down over time.</p>
<p>Then, we simply plot our data the same way we did before. Here, we use an alpha value on each of our points since there is a lot of clustering. Making each point translucent allows us to see where there are large clumps of points.</p>
<p>Our plot shows that there are a lot of countries in our dataset which have both low testing and low deaths reported. This intuitively makes sense, because either they truly have low deaths due to limited exposure to COVID-19, and therefore don't need tests, or do have cases of COVID-19 but can't attribute deaths to COVID-19 due to lack of testing to determine if people died of it.</p>
<p>Outside of this clump, though, the trend is still interesting. It appears that there is something of an inverse relationship between tests and deaths, with some countries having very high testing and very low deaths, and other countries having little testing but more deaths. It appears that there is a floor to testing -- if there are too few tests, the death data may be unreliable, but once there is some threshold of tests (in this plot, it appears to be around 25 tests per thousand), we can see that more tests are correlated with less deaths.</p>
<p>Knowing this, we can use more data in our hypothesis testing to account for countries in that first clump. For example, we can add data about GDP per capita or population density and see if adding those variables allows us to get a better fitted regression that doesn't require us to simply ignore a large clump of countries.</p>

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<h2 id="Hypothesis-Testing">Hypothesis Testing<a class="anchor-link" href="#Hypothesis-Testing">&#182;</a></h2><p>The first step in our hypothesis testing is to determine our hypotheses (the null and alternative hypotheses):</p>
<p>$H_0$ is that given a regression model correlating total tests per capita, population density, GDP per capita, male and female smoking rate, and time since first case with death rate, all of the individual regression coefficients will be zero.</p>
<p>$H_1$ is that given a regression model correlating total tests per capita, population density, GDP per capita, male and female smoking rate, and time since first case with death rate, at least one of the individual regression coefficients will be significantly different from zero.</p>
<p>From here, we know what data we need to test our hypothesis. The only data that we need that isn't in our raw data table is the time since first case for each country.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">agg_data</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s2">&quot;location&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s2">&quot;total_deaths_per_million&quot;</span><span class="p">:</span> <span class="s2">&quot;max&quot;</span><span class="p">,</span> <span class="s2">&quot;total_cases_per_million&quot;</span><span class="p">:</span> <span class="s2">&quot;max&quot;</span><span class="p">})</span>
<span class="n">agg_data</span><span class="p">[</span><span class="s2">&quot;first_case_date&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="s2">&quot;today&quot;</span><span class="p">)</span>

<span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
    <span class="k">if</span> <span class="n">row</span><span class="p">[</span><span class="s2">&quot;total_cases&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">agg_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">row</span><span class="p">[</span><span class="s2">&quot;location&quot;</span><span class="p">]][</span><span class="s2">&quot;first_case_date&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">row</span><span class="p">[</span><span class="s2">&quot;date&quot;</span><span class="p">]:</span>
            <span class="n">agg_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">row</span><span class="p">[</span><span class="s2">&quot;location&quot;</span><span class="p">],</span> <span class="p">[</span><span class="s2">&quot;first_case_date&quot;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="s2">&quot;date&quot;</span><span class="p">]</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>total_deaths_per_million</th>
      <th>total_cases_per_million</th>
      <th>first_case_date</th>
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    <tr>
      <th>location</th>
      <th></th>
      <th></th>
      <th></th>
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    <tr>
      <th>Argentina</th>
      <td>8.098</td>
      <td>172.405</td>
      <td>2020-04-09</td>
    </tr>
    <tr>
      <th>Australia</th>
      <td>3.843</td>
      <td>276.276</td>
      <td>2020-04-06</td>
    </tr>
    <tr>
      <th>Austria</th>
      <td>69.839</td>
      <td>1793.613</td>
      <td>2020-02-26</td>
    </tr>
    <tr>
      <th>Bahrain</th>
      <td>7.052</td>
      <td>4087.958</td>
      <td>2020-03-10</td>
    </tr>
    <tr>
      <th>Bangladesh</th>
      <td>1.992</td>
      <td>135.212</td>
      <td>2020-03-09</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
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      <th>United Kingdom</th>
      <td>510.208</td>
      <td>3589.768</td>
      <td>2020-01-31</td>
    </tr>
    <tr>
      <th>United States</th>
      <td>268.137</td>
      <td>4434.659</td>
      <td>2020-03-08</td>
    </tr>
    <tr>
      <th>Uruguay</th>
      <td>5.758</td>
      <td>211.300</td>
      <td>2020-03-29</td>
    </tr>
    <tr>
      <th>Vietnam</th>
      <td>0.000</td>
      <td>2.774</td>
      <td>2020-03-12</td>
    </tr>
    <tr>
      <th>Zimbabwe</th>
      <td>0.269</td>
      <td>2.826</td>
      <td>2020-05-07</td>
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<p>69 rows × 3 columns</p>
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<p>To get the data for time since first case, we need to find out when the first case date was for each country. We can then later subtract this date from the date of each data point.</p>
<p>We do our aggregation by country the same way we did it before, then simply iterate through each row in our original dataframe to find the minimum date with more than 0 cases for each country.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">agg_data</span><span class="p">[[</span><span class="s2">&quot;first_case_date&quot;</span><span class="p">]],</span> <span class="n">on</span><span class="o">=</span><span class="s2">&quot;location&quot;</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;since_case_date&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;date&quot;</span><span class="p">]</span> <span class="o">-</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;first_case_date&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
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      <th></th>
      <th>iso_code</th>
      <th>location</th>
      <th>date</th>
      <th>total_cases</th>
      <th>new_cases</th>
      <th>total_deaths</th>
      <th>new_deaths</th>
      <th>total_cases_per_million</th>
      <th>new_cases_per_million</th>
      <th>total_deaths_per_million</th>
      <th>new_deaths_per_million</th>
      <th>total_tests</th>
      <th>new_tests</th>
      <th>total_tests_per_thousand</th>
      <th>new_tests_per_thousand</th>
      <th>tests_units</th>
      <th>population</th>
      <th>population_density</th>
      <th>median_age</th>
      <th>aged_65_older</th>
      <th>aged_70_older</th>
      <th>gdp_per_capita</th>
      <th>extreme_poverty</th>
      <th>cvd_death_rate</th>
      <th>diabetes_prevalence</th>
      <th>female_smokers</th>
      <th>male_smokers</th>
      <th>handwashing_facilities</th>
      <th>hospital_beds_per_100k</th>
      <th>first_case_date</th>
      <th>since_case_date</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>602</th>
      <td>ARG</td>
      <td>Argentina</td>
      <td>2020-04-09</td>
      <td>1795</td>
      <td>80</td>
      <td>65</td>
      <td>5</td>
      <td>39.716</td>
      <td>1.770</td>
      <td>1.438</td>
      <td>0.111</td>
      <td>14850.0</td>
      <td>1520.0</td>
      <td>0.329</td>
      <td>0.034</td>
      <td>tests performed</td>
      <td>45195777.0</td>
      <td>16.177</td>
      <td>31.9</td>
      <td>11.198</td>
      <td>7.441</td>
      <td>18933.907</td>
      <td>0.6</td>
      <td>191.032</td>
      <td>5.50</td>
      <td>16.2</td>
      <td>27.7</td>
      <td>NaN</td>
      <td>5.0</td>
      <td>2020-04-09</td>
      <td>0</td>
    </tr>
    <tr>
      <th>603</th>
      <td>ARG</td>
      <td>Argentina</td>
      <td>2020-04-10</td>
      <td>1894</td>
      <td>99</td>
      <td>79</td>
      <td>14</td>
      <td>41.907</td>
      <td>2.190</td>
      <td>1.748</td>
      <td>0.310</td>
      <td>16379.0</td>
      <td>1529.0</td>
      <td>0.362</td>
      <td>0.034</td>
      <td>tests performed</td>
      <td>45195777.0</td>
      <td>16.177</td>
      <td>31.9</td>
      <td>11.198</td>
      <td>7.441</td>
      <td>18933.907</td>
      <td>0.6</td>
      <td>191.032</td>
      <td>5.50</td>
      <td>16.2</td>
      <td>27.7</td>
      <td>NaN</td>
      <td>5.0</td>
      <td>2020-04-09</td>
      <td>86400000000000</td>
    </tr>
    <tr>
      <th>604</th>
      <td>ARG</td>
      <td>Argentina</td>
      <td>2020-04-11</td>
      <td>1975</td>
      <td>81</td>
      <td>82</td>
      <td>3</td>
      <td>43.699</td>
      <td>1.792</td>
      <td>1.814</td>
      <td>0.066</td>
      <td>18027.0</td>
      <td>1648.0</td>
      <td>0.399</td>
      <td>0.036</td>
      <td>tests performed</td>
      <td>45195777.0</td>
      <td>16.177</td>
      <td>31.9</td>
      <td>11.198</td>
      <td>7.441</td>
      <td>18933.907</td>
      <td>0.6</td>
      <td>191.032</td>
      <td>5.50</td>
      <td>16.2</td>
      <td>27.7</td>
      <td>NaN</td>
      <td>5.0</td>
      <td>2020-04-09</td>
      <td>172800000000000</td>
    </tr>
    <tr>
      <th>607</th>
      <td>ARG</td>
      <td>Argentina</td>
      <td>2020-04-14</td>
      <td>2272</td>
      <td>69</td>
      <td>98</td>
      <td>3</td>
      <td>50.270</td>
      <td>1.527</td>
      <td>2.168</td>
      <td>0.066</td>
      <td>22805.0</td>
      <td>3047.0</td>
      <td>0.505</td>
      <td>0.067</td>
      <td>tests performed</td>
      <td>45195777.0</td>
      <td>16.177</td>
      <td>31.9</td>
      <td>11.198</td>
      <td>7.441</td>
      <td>18933.907</td>
      <td>0.6</td>
      <td>191.032</td>
      <td>5.50</td>
      <td>16.2</td>
      <td>27.7</td>
      <td>NaN</td>
      <td>5.0</td>
      <td>2020-04-09</td>
      <td>432000000000000</td>
    </tr>
    <tr>
      <th>608</th>
      <td>ARG</td>
      <td>Argentina</td>
      <td>2020-04-15</td>
      <td>2432</td>
      <td>160</td>
      <td>105</td>
      <td>7</td>
      <td>53.810</td>
      <td>3.540</td>
      <td>2.323</td>
      <td>0.155</td>
      <td>24374.0</td>
      <td>1569.0</td>
      <td>0.539</td>
      <td>0.035</td>
      <td>tests performed</td>
      <td>45195777.0</td>
      <td>16.177</td>
      <td>31.9</td>
      <td>11.198</td>
      <td>7.441</td>
      <td>18933.907</td>
      <td>0.6</td>
      <td>191.032</td>
      <td>5.50</td>
      <td>16.2</td>
      <td>27.7</td>
      <td>NaN</td>
      <td>5.0</td>
      <td>2020-04-09</td>
      <td>518400000000000</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>17994</th>
      <td>ZWE</td>
      <td>Zimbabwe</td>
      <td>2020-05-10</td>
      <td>36</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>2.422</td>
      <td>0.067</td>
      <td>0.269</td>
      <td>0.000</td>
      <td>9872.0</td>
      <td>279.0</td>
      <td>0.664</td>
      <td>0.019</td>
      <td>tests performed</td>
      <td>14862927.0</td>
      <td>42.729</td>
      <td>19.6</td>
      <td>2.822</td>
      <td>1.882</td>
      <td>1899.775</td>
      <td>21.4</td>
      <td>307.846</td>
      <td>1.82</td>
      <td>1.6</td>
      <td>30.7</td>
      <td>36.791</td>
      <td>1.7</td>
      <td>2020-05-07</td>
      <td>259200000000000</td>
    </tr>
    <tr>
      <th>17995</th>
      <td>ZWE</td>
      <td>Zimbabwe</td>
      <td>2020-05-11</td>
      <td>36</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>2.422</td>
      <td>0.000</td>
      <td>0.269</td>
      <td>0.000</td>
      <td>10598.0</td>
      <td>726.0</td>
      <td>0.713</td>
      <td>0.049</td>
      <td>tests performed</td>
      <td>14862927.0</td>
      <td>42.729</td>
      <td>19.6</td>
      <td>2.822</td>
      <td>1.882</td>
      <td>1899.775</td>
      <td>21.4</td>
      <td>307.846</td>
      <td>1.82</td>
      <td>1.6</td>
      <td>30.7</td>
      <td>36.791</td>
      <td>1.7</td>
      <td>2020-05-07</td>
      <td>345600000000000</td>
    </tr>
    <tr>
      <th>17996</th>
      <td>ZWE</td>
      <td>Zimbabwe</td>
      <td>2020-05-12</td>
      <td>37</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>2.489</td>
      <td>0.067</td>
      <td>0.269</td>
      <td>0.000</td>
      <td>11058.0</td>
      <td>460.0</td>
      <td>0.744</td>
      <td>0.031</td>
      <td>tests performed</td>
      <td>14862927.0</td>
      <td>42.729</td>
      <td>19.6</td>
      <td>2.822</td>
      <td>1.882</td>
      <td>1899.775</td>
      <td>21.4</td>
      <td>307.846</td>
      <td>1.82</td>
      <td>1.6</td>
      <td>30.7</td>
      <td>36.791</td>
      <td>1.7</td>
      <td>2020-05-07</td>
      <td>432000000000000</td>
    </tr>
    <tr>
      <th>17997</th>
      <td>ZWE</td>
      <td>Zimbabwe</td>
      <td>2020-05-13</td>
      <td>37</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>2.489</td>
      <td>0.000</td>
      <td>0.269</td>
      <td>0.000</td>
      <td>11191.0</td>
      <td>133.0</td>
      <td>0.753</td>
      <td>0.009</td>
      <td>tests performed</td>
      <td>14862927.0</td>
      <td>42.729</td>
      <td>19.6</td>
      <td>2.822</td>
      <td>1.882</td>
      <td>1899.775</td>
      <td>21.4</td>
      <td>307.846</td>
      <td>1.82</td>
      <td>1.6</td>
      <td>30.7</td>
      <td>36.791</td>
      <td>1.7</td>
      <td>2020-05-07</td>
      <td>518400000000000</td>
    </tr>
    <tr>
      <th>18000</th>
      <td>ZWE</td>
      <td>Zimbabwe</td>
      <td>2020-05-16</td>
      <td>42</td>
      <td>5</td>
      <td>4</td>
      <td>0</td>
      <td>2.826</td>
      <td>0.336</td>
      <td>0.269</td>
      <td>0.000</td>
      <td>12275.0</td>
      <td>874.0</td>
      <td>0.826</td>
      <td>0.059</td>
      <td>tests performed</td>
      <td>14862927.0</td>
      <td>42.729</td>
      <td>19.6</td>
      <td>2.822</td>
      <td>1.882</td>
      <td>1899.775</td>
      <td>21.4</td>
      <td>307.846</td>
      <td>1.82</td>
      <td>1.6</td>
      <td>30.7</td>
      <td>36.791</td>
      <td>1.7</td>
      <td>2020-05-07</td>
      <td>777600000000000</td>
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<p>3852 rows × 31 columns</p>
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<p>To get our dates for each country into our original dataframe, we use <code>join</code>. The default <code>join</code> in <code>pandas</code> is a left join, which keeps everything in the "left" table and adds in things from the "right" table. In this case, the "left" table is <code>df</code> and the right table is <code>agg_data</code>. This will put the first case date into each row based on its country, since we're joining on location.</p>
<p>Then, we can subtract the the first case date from the date column to get a measure of how much time there has been since the first case date for each data point.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s1">&#39;total_tests_per_thousand&#39;</span><span class="p">,</span> <span class="s1">&#39;population_density&#39;</span><span class="p">,</span> <span class="s1">&#39;gdp_per_capita&#39;</span><span class="p">,</span> <span class="s1">&#39;since_case_date&#39;</span><span class="p">,</span> <span class="s1">&#39;male_smokers&#39;</span><span class="p">,</span> <span class="s1">&#39;female_smokers&#39;</span><span class="p">]]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;total_deaths_per_million&#39;</span><span class="p">]</span>
<span class="n">poly</span> <span class="o">=</span> <span class="n">PolynomialFeatures</span><span class="p">(</span><span class="n">degree</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
<span class="n">poly_vars</span> <span class="o">=</span> <span class="n">poly</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
<span class="n">poly_var_train</span><span class="p">,</span> <span class="n">poly_var_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">poly_vars</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>

<span class="n">lm</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">(</span><span class="n">normalize</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">fit_intercept</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">poly_var_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">lm</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">poly_var_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
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<pre>0.9893102516684293</pre>
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<p>We then fit our data, containing all the relevant columns, with a polynomial model using the <code>LinearRegression</code> class from <code>sklearn</code> in conjuction with <code>PolynomialFeatures</code>. This allows us to determine a polynomial curve that fits the relationship between the input and output columns. Additionally, we perform train-test split so that we can verify our results against data unused in our training operation.</p>
<p>The output produced above corresponds to the $R^2$ value used to score our linear regression model. This indicates that 95.57% of the variance in the total deaths per million may be explained by our selected variables, which is quite a strong relationship.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">params</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">lm</span><span class="o">.</span><span class="n">intercept_</span><span class="p">,</span> <span class="n">lm</span><span class="o">.</span><span class="n">coef_</span><span class="p">)</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">lm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">poly_var_test</span><span class="p">)</span>

<span class="n">newX</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;Constant&quot;</span><span class="p">:</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">poly_var_test</span><span class="p">))})</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">poly_var_test</span><span class="p">))</span>
<span class="n">MSE</span> <span class="o">=</span> <span class="p">(</span><span class="nb">sum</span><span class="p">((</span><span class="n">y_test</span><span class="o">-</span><span class="n">predictions</span><span class="p">)</span><span class="o">**</span><span class="mi">2</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">newX</span><span class="p">)</span><span class="o">-</span><span class="nb">len</span><span class="p">(</span><span class="n">newX</span><span class="o">.</span><span class="n">columns</span><span class="p">))</span>

<span class="n">var_b</span> <span class="o">=</span> <span class="n">MSE</span><span class="o">*</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">inv</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">newX</span><span class="o">.</span><span class="n">T</span><span class="p">,</span><span class="n">newX</span><span class="p">))</span><span class="o">.</span><span class="n">diagonal</span><span class="p">())</span>
<span class="n">sd_b</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">var_b</span><span class="p">)</span>
<span class="n">ts_b</span> <span class="o">=</span> <span class="n">params</span><span class="o">/</span> <span class="n">sd_b</span>

<span class="n">p_values</span> <span class="o">=</span><span class="p">[</span><span class="mi">2</span><span class="o">*</span><span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">stats</span><span class="o">.</span><span class="n">t</span><span class="o">.</span><span class="n">cdf</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">i</span><span class="p">),(</span><span class="nb">len</span><span class="p">(</span><span class="n">newX</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)))</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">ts_b</span><span class="p">]</span>

<span class="n">sd_b</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">sd_b</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
<span class="n">ts_b</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">ts_b</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
<span class="n">p_values</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">p_values</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
<span class="n">params</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">params</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>

<span class="n">myDF3</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="n">myDF3</span><span class="p">[</span><span class="s2">&quot;Coefficients&quot;</span><span class="p">],</span> <span class="n">myDF3</span><span class="p">[</span><span class="s2">&quot;Standard Errors&quot;</span><span class="p">],</span> <span class="n">myDF3</span><span class="p">[</span><span class="s2">&quot;t statistics&quot;</span><span class="p">],</span> <span class="n">myDF3</span><span class="p">[</span><span class="s2">&quot;p-values&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">params</span><span class="p">,</span><span class="n">sd_b</span><span class="p">,</span><span class="n">ts_b</span><span class="p">,</span><span class="n">p_values</span><span class="p">]</span>
<span class="n">myDF3</span>
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<pre>/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in sqrt
  
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      <th>Coefficients</th>
      <th>Standard Errors</th>
      <th>t statistics</th>
      <th>p-values</th>
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    <tr>
      <th>0</th>
      <td>3.587018e+10</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-3.000000e-04</td>
      <td>1.854319e+10</td>
      <td>-0.000000e+00</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1.082425e+02</td>
      <td>2.995400e+01</td>
      <td>3.614000e+00</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-3.350518e+08</td>
      <td>6.763000e+00</td>
      <td>-4.954035e+07</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>-6.812252e+06</td>
      <td>4.500000e-02</td>
      <td>-1.528722e+08</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
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      <th>206</th>
      <td>2.929992e+04</td>
      <td>1.000000e-03</td>
      <td>5.183677e+07</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>207</th>
      <td>-7.347636e+04</td>
      <td>3.000000e-03</td>
      <td>-2.807108e+07</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>208</th>
      <td>3.478106e+05</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>209</th>
      <td>-2.449073e+05</td>
      <td>4.000000e-03</td>
      <td>-6.974031e+07</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>210</th>
      <td>-1.395557e+05</td>
      <td>2.000000e-03</td>
      <td>-8.345026e+07</td>
      <td>0.0</td>
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<p>211 rows × 4 columns</p>
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<p>As may be observed above, there are a number of p-values significantly below 0.05, indicating that there are coefficients significantly different than 0. Thus, we may reject $H_0$ in favor of $H_1$.</p>
<p>Let us now use our model to make a prediction about how the United States would be faring in terms of deaths per million if we had a 50% increase in testing capacity:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">row</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;location&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;United States&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">((</span><span class="mf">1.5</span> <span class="o">*</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;location&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;United States&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="s1">&#39;total_tests_per_thousand&#39;</span><span class="p">],</span> <span class="n">row</span><span class="p">[[</span><span class="s1">&#39;population_density&#39;</span><span class="p">,</span> <span class="s1">&#39;gdp_per_capita&#39;</span><span class="p">,</span> <span class="s1">&#39;since_case_date&#39;</span><span class="p">,</span> <span class="s1">&#39;male_smokers&#39;</span><span class="p">,</span> <span class="s1">&#39;female_smokers&#39;</span><span class="p">]]))[</span><span class="kc">None</span><span class="p">]</span>
<span class="n">deaths</span> <span class="o">=</span> <span class="n">lm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">poly</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="n">deaths</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>117.91931915283203</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">row</span><span class="p">[</span><span class="s2">&quot;total_deaths_per_million&quot;</span><span class="p">]</span>
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<pre>268.137</pre>
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<p>We can see that this is less than half the number of deaths  that we currently have. We can also look at how many deaths we would have if we had half the testing that we currently have:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">((</span><span class="mf">0.5</span> <span class="o">*</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;location&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;United States&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">][</span><span class="s1">&#39;total_tests_per_thousand&#39;</span><span class="p">],</span> <span class="n">row</span><span class="p">[[</span><span class="s1">&#39;population_density&#39;</span><span class="p">,</span> <span class="s1">&#39;gdp_per_capita&#39;</span><span class="p">,</span> <span class="s1">&#39;since_case_date&#39;</span><span class="p">,</span> <span class="s1">&#39;male_smokers&#39;</span><span class="p">,</span> <span class="s1">&#39;female_smokers&#39;</span><span class="p">]]))[</span><span class="kc">None</span><span class="p">]</span>
<span class="n">deaths</span> <span class="o">=</span> <span class="n">lm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">poly</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="n">deaths</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>344.7753372192383</pre>
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