covid19 data analysis notebook.html

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<title>covid19 data analysis notebook</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
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.notification_widget.success:active,
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fieldset[disabled] .notification_widget.success:focus,
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fieldset[disabled] .notification_widget.success.focus {
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}
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}
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}
.notification_widget.info:active,
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  background-color: #31b0d5;
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}
.notification_widget.info:active:hover,
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.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;
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}
.notification_widget.info:active,
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fieldset[disabled] .notification_widget.info:hover,
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fieldset[disabled] .notification_widget.info:focus,
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fieldset[disabled] .notification_widget.info.focus {
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.notification_widget.info .badge {
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fieldset[disabled] .notification_widget.danger.focus {
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div#pager {
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  line-height: 20px;
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div#pager pre {
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.quickhelp {
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  display: -webkit-box;
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  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
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  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
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}
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  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
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  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
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  flex: 1;
}
span.save_widget span.filename {
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  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
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}
span.save_widget span.filename:hover {
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}
[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 {
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  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
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    font-size: small;
    padding: 0 0 0 5px;
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  span.checkpoint_status,
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}
@media (min-width: 768px) and (max-width: 991px) {
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.toolbar {
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  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
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  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
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}
.toolbar .btn-group {
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  margin-left: 5px;
}
.toolbar-btn-label {
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}
#maintoolbar {
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  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 {
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  to {
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}
@-webkit-keyframes fadeOut {
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}
@-moz-keyframes fadeIn {
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}
@-webkit-keyframes fadeIn {
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}
/*properties of tooltip after "expand"*/
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  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 {
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  -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*/
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}
.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;
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  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
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}
.ipython_tooltip .tooltiptext pre {
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  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
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  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 {
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}
[dir="rtl"] ul.typeahead-list i {
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  margin-right: -10px;
}
ul.typeahead-list {
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ul.typeahead-list > li > a {
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[dir="rtl"] .typeahead-list {
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}
.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 {
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  float: left;
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#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
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  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
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}
[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 {
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  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
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  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);
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.terminal-app .terminal,
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  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
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  background: white;
}
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}
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<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Covid19-Data-Analysis-by-Python-"><span style="color:blue">Covid19 Data Analysis by Python </span><a class="anchor-link" href="#Covid19-Data-Analysis-by-Python-">&#182;</a></h1><h5 id="by-Swarnadeep">by Swarnadeep<a class="anchor-link" href="#by-Swarnadeep">&#182;</a></h5><hr>

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<h2 id="Step-1-:-Importing-the-modules-"><span style="color:red">Step 1 : Importing the modules </span><a class="anchor-link" href="#Step-1-:-Importing-the-modules-">&#182;</a></h2>
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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">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span> 
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Modules are imported.&#39;</span><span class="p">)</span>
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<pre>Modules are imported.
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<h2 id="Step-2-:-Cleaning-Covid19-dataset"><span style="color:red">Step 2 : Cleaning Covid19 dataset</span><a class="anchor-link" href="#Step-2-:-Cleaning-Covid19-dataset">&#182;</a></h2>
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<h3 id="2.1:-importing-covid19-dataset">2.1: importing covid19 dataset<a class="anchor-link" href="#2.1:-importing-covid19-dataset">&#182;</a></h3><p>importing "Covid19_Confirmed_dataset.csv" from "./Dataset" folder.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_csv</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="s1">&#39;Datasets/covid19_Confirmed_dataset.csv&#39;</span><span class="p">)</span>
<span class="n">corona_dataset_csv</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Province/State</th>
      <th>Country/Region</th>
      <th>Lat</th>
      <th>Long</th>
      <th>1/22/20</th>
      <th>1/23/20</th>
      <th>1/24/20</th>
      <th>1/25/20</th>
      <th>1/26/20</th>
      <th>1/27/20</th>
      <th>...</th>
      <th>4/21/20</th>
      <th>4/22/20</th>
      <th>4/23/20</th>
      <th>4/24/20</th>
      <th>4/25/20</th>
      <th>4/26/20</th>
      <th>4/27/20</th>
      <th>4/28/20</th>
      <th>4/29/20</th>
      <th>4/30/20</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>NaN</td>
      <td>Afghanistan</td>
      <td>33.0000</td>
      <td>65.0000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>1092</td>
      <td>1176</td>
      <td>1279</td>
      <td>1351</td>
      <td>1463</td>
      <td>1531</td>
      <td>1703</td>
      <td>1828</td>
      <td>1939</td>
      <td>2171</td>
    </tr>
    <tr>
      <th>1</th>
      <td>NaN</td>
      <td>Albania</td>
      <td>41.1533</td>
      <td>20.1683</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>609</td>
      <td>634</td>
      <td>663</td>
      <td>678</td>
      <td>712</td>
      <td>726</td>
      <td>736</td>
      <td>750</td>
      <td>766</td>
      <td>773</td>
    </tr>
    <tr>
      <th>2</th>
      <td>NaN</td>
      <td>Algeria</td>
      <td>28.0339</td>
      <td>1.6596</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>2811</td>
      <td>2910</td>
      <td>3007</td>
      <td>3127</td>
      <td>3256</td>
      <td>3382</td>
      <td>3517</td>
      <td>3649</td>
      <td>3848</td>
      <td>4006</td>
    </tr>
    <tr>
      <th>3</th>
      <td>NaN</td>
      <td>Andorra</td>
      <td>42.5063</td>
      <td>1.5218</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>717</td>
      <td>723</td>
      <td>723</td>
      <td>731</td>
      <td>738</td>
      <td>738</td>
      <td>743</td>
      <td>743</td>
      <td>743</td>
      <td>745</td>
    </tr>
    <tr>
      <th>4</th>
      <td>NaN</td>
      <td>Angola</td>
      <td>-11.2027</td>
      <td>17.8739</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>24</td>
      <td>25</td>
      <td>25</td>
      <td>25</td>
      <td>25</td>
      <td>26</td>
      <td>27</td>
      <td>27</td>
      <td>27</td>
      <td>27</td>
    </tr>
    <tr>
      <th>5</th>
      <td>NaN</td>
      <td>Antigua and Barbuda</td>
      <td>17.0608</td>
      <td>-61.7964</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>23</td>
      <td>24</td>
      <td>24</td>
      <td>24</td>
      <td>24</td>
      <td>24</td>
      <td>24</td>
      <td>24</td>
      <td>24</td>
      <td>24</td>
    </tr>
    <tr>
      <th>6</th>
      <td>NaN</td>
      <td>Argentina</td>
      <td>-38.4161</td>
      <td>-63.6167</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>3031</td>
      <td>3144</td>
      <td>3435</td>
      <td>3607</td>
      <td>3780</td>
      <td>3892</td>
      <td>4003</td>
      <td>4127</td>
      <td>4285</td>
      <td>4428</td>
    </tr>
    <tr>
      <th>7</th>
      <td>NaN</td>
      <td>Armenia</td>
      <td>40.0691</td>
      <td>45.0382</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>1401</td>
      <td>1473</td>
      <td>1523</td>
      <td>1596</td>
      <td>1677</td>
      <td>1746</td>
      <td>1808</td>
      <td>1867</td>
      <td>1932</td>
      <td>2066</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Australian Capital Territory</td>
      <td>Australia</td>
      <td>-35.4735</td>
      <td>149.0124</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>104</td>
      <td>104</td>
      <td>104</td>
      <td>105</td>
      <td>106</td>
      <td>106</td>
      <td>106</td>
      <td>106</td>
      <td>106</td>
      <td>106</td>
    </tr>
    <tr>
      <th>9</th>
      <td>New South Wales</td>
      <td>Australia</td>
      <td>-33.8688</td>
      <td>151.2093</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>4</td>
      <td>...</td>
      <td>2969</td>
      <td>2971</td>
      <td>2976</td>
      <td>2982</td>
      <td>2994</td>
      <td>3002</td>
      <td>3004</td>
      <td>3016</td>
      <td>3016</td>
      <td>3025</td>
    </tr>
  </tbody>
</table>
<p>10 rows × 104 columns</p>
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<h4 id="Let's-check-the-shape-of-the-dataframe">Let's check the shape of the dataframe<a class="anchor-link" href="#Let's-check-the-shape-of-the-dataframe">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_csv</span><span class="o">.</span><span class="n">shape</span>
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<pre>(266, 104)</pre>
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<h3 id="2.2:-Deleting-the-useless-columns">2.2: Deleting the useless columns<a class="anchor-link" href="#2.2:-Deleting-the-useless-columns">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_csv</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Lat&#39;</span><span class="p">,</span><span class="s1">&#39;Long&#39;</span><span class="p">],</span><span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_csv</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Province/State</th>
      <th>Country/Region</th>
      <th>1/22/20</th>
      <th>1/23/20</th>
      <th>1/24/20</th>
      <th>1/25/20</th>
      <th>1/26/20</th>
      <th>1/27/20</th>
      <th>1/28/20</th>
      <th>1/29/20</th>
      <th>...</th>
      <th>4/21/20</th>
      <th>4/22/20</th>
      <th>4/23/20</th>
      <th>4/24/20</th>
      <th>4/25/20</th>
      <th>4/26/20</th>
      <th>4/27/20</th>
      <th>4/28/20</th>
      <th>4/29/20</th>
      <th>4/30/20</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>NaN</td>
      <td>Afghanistan</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>1092</td>
      <td>1176</td>
      <td>1279</td>
      <td>1351</td>
      <td>1463</td>
      <td>1531</td>
      <td>1703</td>
      <td>1828</td>
      <td>1939</td>
      <td>2171</td>
    </tr>
    <tr>
      <th>1</th>
      <td>NaN</td>
      <td>Albania</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>609</td>
      <td>634</td>
      <td>663</td>
      <td>678</td>
      <td>712</td>
      <td>726</td>
      <td>736</td>
      <td>750</td>
      <td>766</td>
      <td>773</td>
    </tr>
    <tr>
      <th>2</th>
      <td>NaN</td>
      <td>Algeria</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>2811</td>
      <td>2910</td>
      <td>3007</td>
      <td>3127</td>
      <td>3256</td>
      <td>3382</td>
      <td>3517</td>
      <td>3649</td>
      <td>3848</td>
      <td>4006</td>
    </tr>
    <tr>
      <th>3</th>
      <td>NaN</td>
      <td>Andorra</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>717</td>
      <td>723</td>
      <td>723</td>
      <td>731</td>
      <td>738</td>
      <td>738</td>
      <td>743</td>
      <td>743</td>
      <td>743</td>
      <td>745</td>
    </tr>
    <tr>
      <th>4</th>
      <td>NaN</td>
      <td>Angola</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>24</td>
      <td>25</td>
      <td>25</td>
      <td>25</td>
      <td>25</td>
      <td>26</td>
      <td>27</td>
      <td>27</td>
      <td>27</td>
      <td>27</td>
    </tr>
  </tbody>
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<p>5 rows × 102 columns</p>
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<h3 id="2.3:-Aggregating-the-rows-by-the-country">2.3: Aggregating the rows by the country<a class="anchor-link" href="#2.3:-Aggregating-the-rows-by-the-country">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_aggregated</span> <span class="o">=</span> <span class="n">corona_dataset_csv</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;Country/Region&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>1/22/20</th>
      <th>1/23/20</th>
      <th>1/24/20</th>
      <th>1/25/20</th>
      <th>1/26/20</th>
      <th>1/27/20</th>
      <th>1/28/20</th>
      <th>1/29/20</th>
      <th>1/30/20</th>
      <th>1/31/20</th>
      <th>...</th>
      <th>4/21/20</th>
      <th>4/22/20</th>
      <th>4/23/20</th>
      <th>4/24/20</th>
      <th>4/25/20</th>
      <th>4/26/20</th>
      <th>4/27/20</th>
      <th>4/28/20</th>
      <th>4/29/20</th>
      <th>4/30/20</th>
    </tr>
    <tr>
      <th>Country/Region</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Afghanistan</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>1092</td>
      <td>1176</td>
      <td>1279</td>
      <td>1351</td>
      <td>1463</td>
      <td>1531</td>
      <td>1703</td>
      <td>1828</td>
      <td>1939</td>
      <td>2171</td>
    </tr>
    <tr>
      <th>Albania</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>609</td>
      <td>634</td>
      <td>663</td>
      <td>678</td>
      <td>712</td>
      <td>726</td>
      <td>736</td>
      <td>750</td>
      <td>766</td>
      <td>773</td>
    </tr>
    <tr>
      <th>Algeria</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>2811</td>
      <td>2910</td>
      <td>3007</td>
      <td>3127</td>
      <td>3256</td>
      <td>3382</td>
      <td>3517</td>
      <td>3649</td>
      <td>3848</td>
      <td>4006</td>
    </tr>
    <tr>
      <th>Andorra</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>717</td>
      <td>723</td>
      <td>723</td>
      <td>731</td>
      <td>738</td>
      <td>738</td>
      <td>743</td>
      <td>743</td>
      <td>743</td>
      <td>745</td>
    </tr>
    <tr>
      <th>Angola</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>24</td>
      <td>25</td>
      <td>25</td>
      <td>25</td>
      <td>25</td>
      <td>26</td>
      <td>27</td>
      <td>27</td>
      <td>27</td>
      <td>27</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 100 columns</p>
</div>
</div>

</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">shape</span>
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<pre>(187, 100)</pre>
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<h3 id="2.4:-Visualizing-data-related-to-a-country-for-example-India,-Italy-and-Spain">2.4: Visualizing data related to a country for example India, Italy and Spain<a class="anchor-link" href="#2.4:-Visualizing-data-related-to-a-country-for-example-India,-Italy-and-Spain">&#182;</a></h3><p>visualization always helps for better understanding of our data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;India&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Italy&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Spain&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<pre>&lt;matplotlib.legend.Legend at 0x114bd310&gt;</pre>
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<h2 id="Step-3-:-Calculating-a-good-measure"><span style="color:red">Step 3 : Calculating a good measure</span><a class="anchor-link" href="#Step-3-:-Calculating-a-good-measure">&#182;</a></h2><p>I'm trying to find a good measure reperestend as a number, describing the spread of the virus in a country.</p>

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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Spain&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">:</span><span class="mi">15</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x12593838&gt;</pre>
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EKhLqBQFwnCxKTz1FCZNRqjHj2FukgAnj45wvik60pdFOoiIRjQGHVJKdRFAlAsJWPUdaUuCnWRAMwsY6c+9dgp1EUCUCyV6Whr4YLlWvEodgp1kQAUSpp4JAmFukgANEZdpijURQIwUBpWf7oACnWR3JtMJx7pSl1AoS6Se08/M8rYhGuMugAKdZHcm1oc45JOhboo1EVyr5BOPFKfuoBCXST3ikNam1RmKNRFcq5QKtPe2sKFy9ubXYqcAxTqIjlXOD7M6vM7aGnRxCNRqIvkXqFU1mLTMk2hLpJzRY1RlwoKdZEcc/fpz30RAYW6SK794tQYo+OTCnWZplAXybHC9OIY6lOXhEJdJMeKWsZOqmQKdTPbZmZPmFmfmd1a47iZ2e3p8UNmdlX9SxWRalqbVKrNGepm1grcCWwHtgA7zWxLVbPtwOb0axfw0TrXKSI1FEvDtLUYF63oaHYpco5oy9BmK9Dn7kcAzGwfsAN4rKLNDuAT7u7A/WbWZWY97l6od8Ff+/4g7/viY3M3FInAU0NlVncupVUTjySVJdTXAk9WbPcD12RosxY4LdTNbBfJlTwbNmw421oBWNHRxubVK+b1XJHQbF69gt94zqpmlyHnkCyhXusSwOfRBnffC+wF6O3tfdbxLK6+9AKuvvTq+TxVRCR4WW6U9gPrK7bXAQPzaCMiIg2WJdQfADab2SYzaweuB/ZXtdkP3JCOgnkhUGpEf7qIiJzZnN0v7j5uZjcD9wGtwF3uftjMdqfH9wAHgGuBPuAUcFPjShYRkdlk6VPH3Q+QBHflvj0Vjx14e31LExGRs6UZpSIiAVGoi4gERKEuIhIQhbqISEAsucfZhDc2GwR+Ms+nrwKO1bGcRstTvXmqFfJVb55qhXzVm6daYWH1Xuru3bMdbFqoL4SZHXT33mbXkVWe6s1TrZCvevNUK+Sr3jzVCo2tV90vIiIBUaiLiAQkr6G+t9kFnKU81ZunWiFf9eapVshXvXmqFRpYby771EVEpLa8XqmLiEgNCnURkZC4+6J9AXcBR4FHq/a/CPhH4JXAg8Aj6X9/Kz2+HPg34HvAYeD9Vc/vAf4duAL4v7TNIeCPKtpsAr4F/AD4NNDeqHqr2u6v8fy617uQWoF2kj6+76fn+Lpz+dwCO9P9h4AvA6uafG63Ag+lXw8Dr61oc3Vaax9wO2mXZyPPbcVz1wNfAR5PX/sdNWq/KG1zErijxmu8G3g98C6SJSwPAf9FMlZ6qs2b0vp+ALxpAfmQpd5Zz/Vi1pux1o3AcEW9exaj1rqGdoYT8VLgqho/HH8LXAdcCaxJ9/0a8LP08XLg5enjduB/gO0Vz78J+HPgMmBzum8NyXJ6Xen2Z4Dr08d7gLc1qt6Kdn8AfLLG8+te70JqTdu8L33cwukheU6dW5JPFj06VSPwd8DfNPncLgfa0n09aX1T298m+SE34Esswr/bitfvAa5KH68k+aW9par284AXA7upHepfAbqBlwPL031vAz6dPr4QOJL+94L08QXzzIcs9c56rhez3oy1bqz+N7MY53ZRQz0t9Fn/o8D/AudX7TPgaaCjxmv8A/DHFdufnjqhVe0eBjanr3Ws4h/Di4D7GlkvsCJtt6XG8xtS7wJqfRI4b5bXPKfOLbAEGAQuTffvAXadQ+d2E/AUyS+fHuB7Fcd2Ah9bjHM7y//D54FX1qoduJGqUAc6gW/UeJ0rp/bX+H/6GLBzvjVmrbf6XDe73lq11vo3sxjntul96ma2Chhz91LVoeuA77r7SFX7LuA1JH+mYGatwHPd/bGqdltJrup/SPIn5nF3H08PTy2M3ch6bwM+RLJoSOXzF63eLLWm5xPgNjP7jpndY2arF7vWrPW6+xjJ1cwjJEsmbgH+abHrra7VzK4xs8NpXbvT11+bvv6U6fdqwrndSBIY3zrDea72CtKfsypvIfmrA2ZfdH5BzlTvLOe6afXOcW43mdl3zexrZvaSiqc1rNamhzrwKpJ+xWlm9jzgA8CfVO1vAz4F3O7uR9Ld15D0OVa26wH+GbjJ3SfJuDB2veo1syuA57j752o8fzHrzXJu20jWlP2Gu19F0rf7902oNVO9ZraEJNSvJOmqOETSN7nY9Z5Wq7t/y92fB7wAeLeZLZ3jvRatVjNbAXwWeKe7D1XXfgbbmAmYqdd6A9ALfHBqVz1qrHqPM9Y7y7luSr1z1FoANrj7lST95p80s85G13ouhPp2kptdAJjZOuBzwA3u/sOqtnuBH7j7h8/w/E6Sm6rvcff7093HgK70lwIsbGHsLPW+CLjazH5M8qfYZWb21SbUm6XWp0n+mpj6BXQPSf/xYteatd4rANz9h578TfoZ4NebUO9p7zXF3R8HniG5D9Cfvv6UyvdalFrTX4KfBf7F3e89U+01bCW5JzD1Wq8A/hL4vYq/SOu66PzZ1Ft1rhe93rlqTf+yfDp9/CDJX1+XNbzWhfYlzaPvaSNpPxPJb6KHmZkE1ZVuX1fjee9LT2BL1f5vAp3p43aSP2neWeP593D6Dac/bWS9tZ7f6HoXcG73MTPS6EbgnnP13DJzI7E73b4N+FCTz+0mZvp1LyX5wZu6kfsA8EJmbpReuxjntqLOTwAfrto3XXvF/hup6FMHngfsq9i+kiSUNlc970LgRyQ38i5IH1+YtcazrXe2c73Y9WastRtoTR//EvCz9P0bWuu8gnm+XyRdJwVgjOS30C3A3RXH30Pym/ehiq+LSX5DOcnwoan9b01P2n9XPP8N6WtXPv+KipP6bZKhZfdQ4wZsveqteo2NzIRBw+pdSK3pD8fXmRlSteFcPrckIzUeT+v9AknfczPP7RtJhrU9BHwH+P2KY73AoyQ/tHeQ/OA39NxWvO6LSX5uDlW87nsra0/b/Rj4Ocmwxn6S+xR/AdxY0eY/SW5KTr3O/opjb07r6yPpOppvPsxZ72znerHrzVjrdWmtD6e1vmYxam3qxwSY2XuAPnffN8/nvwFY5+7vr29ls75fburNU63p++Wm3jzVWuO9M9VuZv9B0u1VWJzKZq0jN/WeK7Xqs19ERAJyLtwoFRGROlGoi4gERKEuIhIQhbqISEAU6iIiAVGoi4gE5P8BpdPutMenU/EAAAAASUVORK5CYII=
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<h3 id="3.1:-Calculating-the-first-derivative-of-the-curve">3.1: Calculating the first derivative of the curve<a class="anchor-link" href="#3.1:-Calculating-the-first-derivative-of-the-curve">&#182;</a></h3><p>Maximum infection rate</p>

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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Spain&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">diff</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x125f5808&gt;</pre>
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<h3 id="task-3.2:-find-maxmimum-infection-rate-for-Spain">task 3.2: find maxmimum infection rate for Spain<a class="anchor-link" href="#task-3.2:-find-maxmimum-infection-rate-for-Spain">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Spain&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">diff</span><span class="p">()</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
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<pre>9630.0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;India&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">diff</span><span class="p">()</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
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<pre>1893.0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Italy&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">diff</span><span class="p">()</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
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<pre>6557.0</pre>
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<h3 id="Task-3.3:-find-maximum-infection-rate-for-all-of-the-countries.">Task 3.3: find maximum infection rate for all of the countries.<a class="anchor-link" href="#Task-3.3:-find-maximum-infection-rate-for-all-of-the-countries.">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countries</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
<span class="n">max_infection_rates</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">countries</span> <span class="p">:</span>
        <span class="n">max_infection_rates</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">c</span><span class="p">]</span><span class="o">.</span><span class="n">diff</span><span class="p">()</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
<span class="n">corona_dataset_aggregated</span><span class="p">[</span><span class="s1">&#39;max_infection_rates&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">max_infection_rates</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_dataset_aggregated</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>1/22/20</th>
      <th>1/23/20</th>
      <th>1/24/20</th>
      <th>1/25/20</th>
      <th>1/26/20</th>
      <th>1/27/20</th>
      <th>1/28/20</th>
      <th>1/29/20</th>
      <th>1/30/20</th>
      <th>1/31/20</th>
      <th>...</th>
      <th>4/22/20</th>
      <th>4/23/20</th>
      <th>4/24/20</th>
      <th>4/25/20</th>
      <th>4/26/20</th>
      <th>4/27/20</th>
      <th>4/28/20</th>
      <th>4/29/20</th>
      <th>4/30/20</th>
      <th>max_infection_rates</th>
    </tr>
    <tr>
      <th>Country/Region</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Afghanistan</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>1176</td>
      <td>1279</td>
      <td>1351</td>
      <td>1463</td>
      <td>1531</td>
      <td>1703</td>
      <td>1828</td>
      <td>1939</td>
      <td>2171</td>
      <td>232.0</td>
    </tr>
    <tr>
      <th>Albania</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>634</td>
      <td>663</td>
      <td>678</td>
      <td>712</td>
      <td>726</td>
      <td>736</td>
      <td>750</td>
      <td>766</td>
      <td>773</td>
      <td>34.0</td>
    </tr>
    <tr>
      <th>Algeria</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>2910</td>
      <td>3007</td>
      <td>3127</td>
      <td>3256</td>
      <td>3382</td>
      <td>3517</td>
      <td>3649</td>
      <td>3848</td>
      <td>4006</td>
      <td>199.0</td>
    </tr>
    <tr>
      <th>Andorra</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>723</td>
      <td>723</td>
      <td>731</td>
      <td>738</td>
      <td>738</td>
      <td>743</td>
      <td>743</td>
      <td>743</td>
      <td>745</td>
      <td>43.0</td>
    </tr>
    <tr>
      <th>Angola</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>25</td>
      <td>25</td>
      <td>25</td>
      <td>25</td>
      <td>26</td>
      <td>27</td>
      <td>27</td>
      <td>27</td>
      <td>27</td>
      <td>5.0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 101 columns</p>
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<h3 id="Task-3.4:-create-a-new-dataframe-with-only-needed-column">Task 3.4: create a new dataframe with only needed column<a class="anchor-link" href="#Task-3.4:-create-a-new-dataframe-with-only-needed-column">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_data</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">corona_dataset_aggregated</span><span class="p">[</span><span class="s1">&#39;max_infection_rates&#39;</span><span class="p">])</span>
<span class="n">corona_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>max_infection_rates</th>
    </tr>
    <tr>
      <th>Country/Region</th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Afghanistan</th>
      <td>232.0</td>
    </tr>
    <tr>
      <th>Albania</th>
      <td>34.0</td>
    </tr>
    <tr>
      <th>Algeria</th>
      <td>199.0</td>
    </tr>
    <tr>
      <th>Andorra</th>
      <td>43.0</td>
    </tr>
    <tr>
      <th>Angola</th>
      <td>5.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_data</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1262f628&gt;</pre>
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<h2 id="Step-4-:-"><span style="color:red">Step 4 : </span><a class="anchor-link" href="#Step-4-:-">&#182;</a></h2><ul>
<li>Importing the WorldHappinessReport.csv dataset</li>
<li>selecting needed columns for the analysis </li>
<li>join the datasets </li>
<li>calculate the correlations as the result of our analysis</li>
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<h3 id="4.1-:-importing-the-dataset">4.1 : importing the dataset<a class="anchor-link" href="#4.1-:-importing-the-dataset">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">happiness_report_csv</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="s1">&#39;Datasets/worldwide_happiness_report.csv&#39;</span><span class="p">)</span>
<span class="n">happiness_report_csv</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Overall rank</th>
      <th>Country or region</th>
      <th>Score</th>
      <th>GDP per capita</th>
      <th>Social support</th>
      <th>Healthy life expectancy</th>
      <th>Freedom to make life choices</th>
      <th>Generosity</th>
      <th>Perceptions of corruption</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>Finland</td>
      <td>7.769</td>
      <td>1.340</td>
      <td>1.587</td>
      <td>0.986</td>
      <td>0.596</td>
      <td>0.153</td>
      <td>0.393</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>Denmark</td>
      <td>7.600</td>
      <td>1.383</td>
      <td>1.573</td>
      <td>0.996</td>
      <td>0.592</td>
      <td>0.252</td>
      <td>0.410</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>Norway</td>
      <td>7.554</td>
      <td>1.488</td>
      <td>1.582</td>
      <td>1.028</td>
      <td>0.603</td>
      <td>0.271</td>
      <td>0.341</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>Iceland</td>
      <td>7.494</td>
      <td>1.380</td>
      <td>1.624</td>
      <td>1.026</td>
      <td>0.591</td>
      <td>0.354</td>
      <td>0.118</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>Netherlands</td>
      <td>7.488</td>
      <td>1.396</td>
      <td>1.522</td>
      <td>0.999</td>
      <td>0.557</td>
      <td>0.322</td>
      <td>0.298</td>
    </tr>
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<h3 id="4.2:-Dropping-the-useless-columns">4.2: Dropping the useless columns<a class="anchor-link" href="#4.2:-Dropping-the-useless-columns">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">useless_cols</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Overall rank&#39;</span><span class="p">,</span><span class="s1">&#39;Score&#39;</span><span class="p">,</span><span class="s1">&#39;Generosity&#39;</span><span class="p">,</span><span class="s1">&#39;Perceptions of corruption&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">happiness_report_csv</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">useless_cols</span><span class="p">,</span><span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">happiness_report_csv</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Country or region</th>
      <th>GDP per capita</th>
      <th>Social support</th>
      <th>Healthy life expectancy</th>
      <th>Freedom to make life choices</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Finland</td>
      <td>1.340</td>
      <td>1.587</td>
      <td>0.986</td>
      <td>0.596</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Denmark</td>
      <td>1.383</td>
      <td>1.573</td>
      <td>0.996</td>
      <td>0.592</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Norway</td>
      <td>1.488</td>
      <td>1.582</td>
      <td>1.028</td>
      <td>0.603</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Iceland</td>
      <td>1.380</td>
      <td>1.624</td>
      <td>1.026</td>
      <td>0.591</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Netherlands</td>
      <td>1.396</td>
      <td>1.522</td>
      <td>0.999</td>
      <td>0.557</td>
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<h3 id="4.3-:-changing-the-indices-of-the-dataframe">4.3 : changing the indices of the dataframe<a class="anchor-link" href="#4.3-:-changing-the-indices-of-the-dataframe">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">happiness_report_csv</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;Country or region&#39;</span><span class="p">,</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">happiness_report_csv</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>GDP per capita</th>
      <th>Social support</th>
      <th>Healthy life expectancy</th>
      <th>Freedom to make life choices</th>
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      <th>Country or region</th>
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      <th>Finland</th>
      <td>1.340</td>
      <td>1.587</td>
      <td>0.986</td>
      <td>0.596</td>
    </tr>
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      <th>Denmark</th>
      <td>1.383</td>
      <td>1.573</td>
      <td>0.996</td>
      <td>0.592</td>
    </tr>
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      <th>Norway</th>
      <td>1.488</td>
      <td>1.582</td>
      <td>1.028</td>
      <td>0.603</td>
    </tr>
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      <th>Iceland</th>
      <td>1.380</td>
      <td>1.624</td>
      <td>1.026</td>
      <td>0.591</td>
    </tr>
    <tr>
      <th>Netherlands</th>
      <td>1.396</td>
      <td>1.522</td>
      <td>0.999</td>
      <td>0.557</td>
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<h3 id="4.4:-now-let's-join-two-dataset-we-have-prepared">4.4: now let's join two dataset we have prepared<a class="anchor-link" href="#4.4:-now-let's-join-two-dataset-we-have-prepared">&#182;</a></h3>
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<h4 id="Corona-Dataset-:">Corona Dataset :<a class="anchor-link" href="#Corona-Dataset-:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>max_infection_rates</th>
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      <th>Country/Region</th>
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      <th>Afghanistan</th>
      <td>232.0</td>
    </tr>
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      <th>Albania</th>
      <td>34.0</td>
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      <th>Algeria</th>
      <td>199.0</td>
    </tr>
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      <th>Andorra</th>
      <td>43.0</td>
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      <th>Angola</th>
      <td>5.0</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corona_data</span><span class="o">.</span><span class="n">shape</span>
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<pre>(187, 1)</pre>
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<h4 id="World-happiness-report-Dataset-:">World happiness report Dataset :<a class="anchor-link" href="#World-happiness-report-Dataset-:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">happiness_report_csv</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>GDP per capita</th>
      <th>Social support</th>
      <th>Healthy life expectancy</th>
      <th>Freedom to make life choices</th>
    </tr>
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      <th>Country or region</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
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      <th>Finland</th>
      <td>1.340</td>
      <td>1.587</td>
      <td>0.986</td>
      <td>0.596</td>
    </tr>
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      <th>Denmark</th>
      <td>1.383</td>
      <td>1.573</td>
      <td>0.996</td>
      <td>0.592</td>
    </tr>
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      <th>Norway</th>
      <td>1.488</td>
      <td>1.582</td>
      <td>1.028</td>
      <td>0.603</td>
    </tr>
    <tr>
      <th>Iceland</th>
      <td>1.380</td>
      <td>1.624</td>
      <td>1.026</td>
      <td>0.591</td>
    </tr>
    <tr>
      <th>Netherlands</th>
      <td>1.396</td>
      <td>1.522</td>
      <td>0.999</td>
      <td>0.557</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">happiness_report_csv</span><span class="o">.</span><span class="n">shape</span>
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<pre>(156, 4)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">corona_data</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">happiness_report_csv</span><span class="p">,</span><span class="n">how</span> <span class="o">=</span> <span class="s1">&#39;inner&#39;</span><span class="p">)</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>max_infection_rates</th>
      <th>GDP per capita</th>
      <th>Social support</th>
      <th>Healthy life expectancy</th>
      <th>Freedom to make life choices</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Afghanistan</th>
      <td>232.0</td>
      <td>0.350</td>
      <td>0.517</td>
      <td>0.361</td>
      <td>0.000</td>
    </tr>
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      <th>Albania</th>
      <td>34.0</td>
      <td>0.947</td>
      <td>0.848</td>
      <td>0.874</td>
      <td>0.383</td>
    </tr>
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      <th>Algeria</th>
      <td>199.0</td>
      <td>1.002</td>
      <td>1.160</td>
      <td>0.785</td>
      <td>0.086</td>
    </tr>
    <tr>
      <th>Argentina</th>
      <td>291.0</td>
      <td>1.092</td>
      <td>1.432</td>
      <td>0.881</td>
      <td>0.471</td>
    </tr>
    <tr>
      <th>Armenia</th>
      <td>134.0</td>
      <td>0.850</td>
      <td>1.055</td>
      <td>0.815</td>
      <td>0.283</td>
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<h3 id="4.5:-correlation-matrix">4.5: correlation matrix<a class="anchor-link" href="#4.5:-correlation-matrix">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
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      <th></th>
      <th>max_infection_rates</th>
      <th>GDP per capita</th>
      <th>Social support</th>
      <th>Healthy life expectancy</th>
      <th>Freedom to make life choices</th>
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      <th>max_infection_rates</th>
      <td>1.000000</td>
      <td>0.250118</td>
      <td>0.191958</td>
      <td>0.289263</td>
      <td>0.078196</td>
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      <th>GDP per capita</th>
      <td>0.250118</td>
      <td>1.000000</td>
      <td>0.759468</td>
      <td>0.863062</td>
      <td>0.394603</td>
    </tr>
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      <th>Social support</th>
      <td>0.191958</td>
      <td>0.759468</td>
      <td>1.000000</td>
      <td>0.765286</td>
      <td>0.456246</td>
    </tr>
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      <th>Healthy life expectancy</th>
      <td>0.289263</td>
      <td>0.863062</td>
      <td>0.765286</td>
      <td>1.000000</td>
      <td>0.427892</td>
    </tr>
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      <th>Freedom to make life choices</th>
      <td>0.078196</td>
      <td>0.394603</td>
      <td>0.456246</td>
      <td>0.427892</td>
      <td>1.000000</td>
    </tr>
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<h2 id="Step-5-:-Visualization-of-the-results"><span style="color:red">Step 5 : Visualization of the results</span><a class="anchor-link" href="#Step-5-:-Visualization-of-the-results">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>max_infection_rates</th>
      <th>GDP per capita</th>
      <th>Social support</th>
      <th>Healthy life expectancy</th>
      <th>Freedom to make life choices</th>
    </tr>
  </thead>
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    <tr>
      <th>Afghanistan</th>
      <td>232.0</td>
      <td>0.350</td>
      <td>0.517</td>
      <td>0.361</td>
      <td>0.000</td>
    </tr>
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      <th>Albania</th>
      <td>34.0</td>
      <td>0.947</td>
      <td>0.848</td>
      <td>0.874</td>
      <td>0.383</td>
    </tr>
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      <th>Algeria</th>
      <td>199.0</td>
      <td>1.002</td>
      <td>1.160</td>
      <td>0.785</td>
      <td>0.086</td>
    </tr>
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      <th>Argentina</th>
      <td>291.0</td>
      <td>1.092</td>
      <td>1.432</td>
      <td>0.881</td>
      <td>0.471</td>
    </tr>
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      <th>Armenia</th>
      <td>134.0</td>
      <td>0.850</td>
      <td>1.055</td>
      <td>0.815</td>
      <td>0.283</td>
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<h3 id="5.1:-Plotting-GDP-vs-maximum-Infection-rate">5.1: Plotting GDP vs maximum Infection rate<a class="anchor-link" href="#5.1:-Plotting-GDP-vs-maximum-Infection-rate">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;GDP per capita&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;max_infection_rates&#39;</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x12672970&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
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    <div class="prompt output_prompt">Out[31]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1269fb50&gt;</pre>
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<h3 id="Task-5.2:-Plotting-Social-support-vs-maximum-Infection-rate">Task 5.2: Plotting Social support vs maximum Infection rate<a class="anchor-link" href="#Task-5.2:-Plotting-Social-support-vs-maximum-Infection-rate">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[32]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Social support&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;max_infection_rates&#39;</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
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    <div class="prompt output_prompt">Out[32]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x126e0d18&gt;</pre>
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>
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<div class="prompt input_prompt">In&nbsp;[33]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
</pre></div>

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    <div class="prompt output_prompt">Out[33]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x127454d8&gt;</pre>
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<img 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<h5 id="Conclusion-:-People-who-are-living-in-the-developed-countries-are-more-prone-to-getting-the-infection-of-Corona-Virus-compare-of-with-compared-to-less-developed-countries.">Conclusion : People who are living in the developed countries are more prone to getting the infection of Corona Virus compare of with compared to less developed countries.<a class="anchor-link" href="#Conclusion-:-People-who-are-living-in-the-developed-countries-are-more-prone-to-getting-the-infection-of-Corona-Virus-compare-of-with-compared-to-less-developed-countries.">&#182;</a></h5><h5 id="This-result-may-be-lack-of-corona-Test-Kits-in-less-developed-countries">This result may be lack of corona Test Kits in less developed countries<a class="anchor-link" href="#This-result-may-be-lack-of-corona-Test-Kits-in-less-developed-countries">&#182;</a></h5>
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<h3 id="Task-5.3:-Plotting-Healthy-life-expectancy-vs-maximum-Infection-rate">Task 5.3: Plotting Healthy life expectancy vs maximum Infection rate<a class="anchor-link" href="#Task-5.3:-Plotting-Healthy-life-expectancy-vs-maximum-Infection-rate">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[34]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Healthy life expectancy&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;max_infection_rates&#39;</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x127779e8&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[35]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
</pre></div>

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    <div class="prompt output_prompt">Out[35]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x127982c8&gt;</pre>
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<img 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<h3 id="Task-5.4:-Plotting-Freedom-to-make-life-choices-vs-maximum-Infection-rate">Task 5.4: Plotting Freedom to make life choices vs maximum Infection rate<a class="anchor-link" href="#Task-5.4:-Plotting-Freedom-to-make-life-choices-vs-maximum-Infection-rate">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[36]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Freedom to make life choices&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;max_infection_rates&#39;</span><span class="p">]</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
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    <div class="prompt output_prompt">Out[36]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x127dc6d0&gt;</pre>
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>
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<div class="prompt input_prompt">In&nbsp;[37]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
</pre></div>

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    <div class="prompt output_prompt">Out[37]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x12768508&gt;</pre>
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    <div class="prompt"></div>


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<img 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