COVID19_Analysis.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
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.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
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.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

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<style type="text/css">
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<h1 id="COVID-19-Analysis-&amp;-Prediction-on-World-and-USA-Data">COVID-19 Analysis &amp; Prediction on World and USA Data<a class="anchor-link" href="#COVID-19-Analysis-&amp;-Prediction-on-World-and-USA-Data">&#182;</a></h1>
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<p>This notebook visualizes and predicts the spread of the novel coronavirus, also known as SARS-CoV-2. It is a contagious respiratory virus that first started in Wuhan in December 2019. On 11 February 2020, the disease is officially named COVID-19 by the World Health Organization. 
<br></p>
<p>In this project, the COVID-19 data by Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE) is used for analysis and visualizations.</p>
<p><br>Data: <a href='https://github.com/CSSEGISandData/COVID-19'>https://github.com/CSSEGISandData/COVID-19</a></p>
<p><strong><em>Note: This data is updated on a regular basis. For updated visualizations please run the notebook</em> <br>
<em>Last Updated: 5th of May, 2020</em></strong></p>

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<p><strong>Import Required Libraries</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> 
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span> 
<span class="kn">import</span> <span class="nn">matplotlib.colors</span> <span class="k">as</span> <span class="nn">mcolors</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">scipy</span> <span class="k">as</span> <span class="nn">sp</span>
<span class="kn">import</span> <span class="nn">random</span>
<span class="kn">import</span> <span class="nn">math</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LinearRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">RandomizedSearchCV</span><span class="p">,</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">PolynomialFeatures</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">mean_squared_error</span><span class="p">,</span> <span class="n">mean_absolute_error</span>
<span class="kn">import</span> <span class="nn">datetime</span>
<span class="kn">import</span> <span class="nn">operator</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;fivethirtyeight&#39;</span><span class="p">)</span>
<span class="o">%</span><span class="k">matplotlib</span> inline 
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s1">&#39;ignore&#39;</span><span class="p">)</span>
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<h3 id="Data-Preparation">Data Preparation<a class="anchor-link" href="#Data-Preparation">&#182;</a></h3>
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<p><strong>Import data</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">confirmed_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv&#39;</span><span class="p">)</span>
<span class="n">deaths_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv&#39;</span><span class="p">)</span>
<span class="n">recoveries_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv&#39;</span><span class="p">)</span>
<span class="n">latest_data</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;https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/04-30-2020.csv&#39;</span><span class="p">)</span>
<span class="n">us_medical_data</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;https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports_us/04-30-2020.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">latest_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>FIPS</th>
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      <th>0</th>
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      <td>130</td>
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      <td>0</td>
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      <th>2</th>
      <td>51001.0</td>
      <td>Accomack</td>
      <td>Virginia</td>
      <td>US</td>
      <td>2020-05-01 02:32:28</td>
      <td>37.767072</td>
      <td>-75.632346</td>
      <td>264</td>
      <td>4</td>
      <td>0</td>
      <td>260</td>
      <td>Accomack, Virginia, US</td>
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      <th>3</th>
      <td>16001.0</td>
      <td>Ada</td>
      <td>Idaho</td>
      <td>US</td>
      <td>2020-05-01 02:32:28</td>
      <td>43.452658</td>
      <td>-116.241552</td>
      <td>671</td>
      <td>16</td>
      <td>0</td>
      <td>655</td>
      <td>Ada, Idaho, US</td>
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    <tr>
      <th>4</th>
      <td>19001.0</td>
      <td>Adair</td>
      <td>Iowa</td>
      <td>US</td>
      <td>2020-05-01 02:32:28</td>
      <td>41.330756</td>
      <td>-94.471059</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>Adair, Iowa, US</td>
    </tr>
  </tbody>
</table>
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<p><strong>View Data Samples</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">confirmed_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <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>4/26/20</th>
      <th>4/27/20</th>
      <th>4/28/20</th>
      <th>4/29/20</th>
      <th>4/30/20</th>
      <th>5/1/20</th>
      <th>5/2/20</th>
      <th>5/3/20</th>
      <th>5/4/20</th>
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  <tbody>
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      <th>0</th>
      <td>NaN</td>
      <td>Afghanistan</td>
      <td>33.0000</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>1531</td>
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      <td>1828</td>
      <td>1939</td>
      <td>2171</td>
      <td>2335</td>
      <td>2469</td>
      <td>2704</td>
      <td>2894</td>
      <td>3224</td>
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    <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>726</td>
      <td>736</td>
      <td>750</td>
      <td>766</td>
      <td>773</td>
      <td>782</td>
      <td>789</td>
      <td>795</td>
      <td>803</td>
      <td>820</td>
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    <tr>
      <th>2</th>
      <td>NaN</td>
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      <td>28.0339</td>
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      <td>0</td>
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      <td>0</td>
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      <td>...</td>
      <td>3382</td>
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      <td>3848</td>
      <td>4006</td>
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      <th>3</th>
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      <td>743</td>
      <td>745</td>
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      <td>747</td>
      <td>748</td>
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    <tr>
      <th>4</th>
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      <td>27</td>
      <td>27</td>
      <td>30</td>
      <td>35</td>
      <td>35</td>
      <td>35</td>
      <td>36</td>
    </tr>
  </tbody>
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<p>5 rows × 109 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">deaths_df</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>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>4/26/20</th>
      <th>4/27/20</th>
      <th>4/28/20</th>
      <th>4/29/20</th>
      <th>4/30/20</th>
      <th>5/1/20</th>
      <th>5/2/20</th>
      <th>5/3/20</th>
      <th>5/4/20</th>
      <th>5/5/20</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>NaN</td>
      <td>Afghanistan</td>
      <td>33.0000</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>50</td>
      <td>57</td>
      <td>58</td>
      <td>60</td>
      <td>64</td>
      <td>68</td>
      <td>72</td>
      <td>85</td>
      <td>90</td>
      <td>95</td>
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    <tr>
      <th>1</th>
      <td>NaN</td>
      <td>Albania</td>
      <td>41.1533</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>28</td>
      <td>28</td>
      <td>30</td>
      <td>30</td>
      <td>31</td>
      <td>31</td>
      <td>31</td>
      <td>31</td>
      <td>31</td>
      <td>31</td>
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    <tr>
      <th>2</th>
      <td>NaN</td>
      <td>Algeria</td>
      <td>28.0339</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>425</td>
      <td>432</td>
      <td>437</td>
      <td>444</td>
      <td>450</td>
      <td>453</td>
      <td>459</td>
      <td>463</td>
      <td>465</td>
      <td>470</td>
    </tr>
    <tr>
      <th>3</th>
      <td>NaN</td>
      <td>Andorra</td>
      <td>42.5063</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>...</td>
      <td>40</td>
      <td>40</td>
      <td>41</td>
      <td>42</td>
      <td>42</td>
      <td>43</td>
      <td>44</td>
      <td>45</td>
      <td>45</td>
      <td>46</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>2</td>
      <td>2</td>
      <td>2</td>
      <td>2</td>
      <td>2</td>
      <td>2</td>
      <td>2</td>
      <td>2</td>
      <td>2</td>
      <td>2</td>
    </tr>
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<p>5 rows × 109 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">recoveries_df</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>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>4/26/20</th>
      <th>4/27/20</th>
      <th>4/28/20</th>
      <th>4/29/20</th>
      <th>4/30/20</th>
      <th>5/1/20</th>
      <th>5/2/20</th>
      <th>5/3/20</th>
      <th>5/4/20</th>
      <th>5/5/20</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>207</td>
      <td>220</td>
      <td>228</td>
      <td>252</td>
      <td>260</td>
      <td>310</td>
      <td>331</td>
      <td>345</td>
      <td>397</td>
      <td>421</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>410</td>
      <td>422</td>
      <td>431</td>
      <td>455</td>
      <td>470</td>
      <td>488</td>
      <td>519</td>
      <td>531</td>
      <td>543</td>
      <td>570</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>1508</td>
      <td>1558</td>
      <td>1651</td>
      <td>1702</td>
      <td>1779</td>
      <td>1821</td>
      <td>1872</td>
      <td>1936</td>
      <td>1998</td>
      <td>2067</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>344</td>
      <td>385</td>
      <td>398</td>
      <td>423</td>
      <td>468</td>
      <td>468</td>
      <td>472</td>
      <td>493</td>
      <td>499</td>
      <td>514</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>6</td>
      <td>6</td>
      <td>6</td>
      <td>7</td>
      <td>7</td>
      <td>11</td>
      <td>11</td>
      <td>11</td>
      <td>11</td>
      <td>11</td>
    </tr>
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<p>5 rows × 109 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">us_medical_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Province_State</th>
      <th>Country_Region</th>
      <th>Last_Update</th>
      <th>Lat</th>
      <th>Long_</th>
      <th>Confirmed</th>
      <th>Deaths</th>
      <th>Recovered</th>
      <th>Active</th>
      <th>FIPS</th>
      <th>Incident_Rate</th>
      <th>People_Tested</th>
      <th>People_Hospitalized</th>
      <th>Mortality_Rate</th>
      <th>UID</th>
      <th>ISO3</th>
      <th>Testing_Rate</th>
      <th>Hospitalization_Rate</th>
    </tr>
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    <tr>
      <th>0</th>
      <td>Alabama</td>
      <td>US</td>
      <td>2020-05-01 02:32:32</td>
      <td>32.3182</td>
      <td>-86.9023</td>
      <td>7088</td>
      <td>272</td>
      <td>0</td>
      <td>6816.0</td>
      <td>1</td>
      <td>151.165615</td>
      <td>87196.0</td>
      <td>978.0</td>
      <td>3.837472</td>
      <td>84000001</td>
      <td>USA</td>
      <td>1859.627115</td>
      <td>13.797968</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Alaska</td>
      <td>US</td>
      <td>2020-05-01 02:32:32</td>
      <td>61.3707</td>
      <td>-152.4044</td>
      <td>355</td>
      <td>9</td>
      <td>252</td>
      <td>94.0</td>
      <td>2</td>
      <td>59.389476</td>
      <td>19119.0</td>
      <td>NaN</td>
      <td>2.535211</td>
      <td>84000002</td>
      <td>USA</td>
      <td>3198.499705</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2</th>
      <td>American Samoa</td>
      <td>US</td>
      <td>2020-05-01 02:32:32</td>
      <td>-14.2710</td>
      <td>-170.1320</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>60</td>
      <td>0.000000</td>
      <td>3.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>16</td>
      <td>ASM</td>
      <td>5.391708</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Arizona</td>
      <td>US</td>
      <td>2020-05-01 02:32:32</td>
      <td>33.7298</td>
      <td>-111.4312</td>
      <td>7655</td>
      <td>320</td>
      <td>1499</td>
      <td>5836.0</td>
      <td>4</td>
      <td>105.169634</td>
      <td>71786.0</td>
      <td>1169.0</td>
      <td>4.180274</td>
      <td>84000004</td>
      <td>USA</td>
      <td>986.245241</td>
      <td>15.271065</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Arkansas</td>
      <td>US</td>
      <td>2020-05-01 02:32:32</td>
      <td>34.9697</td>
      <td>-92.3731</td>
      <td>3281</td>
      <td>61</td>
      <td>1305</td>
      <td>1915.0</td>
      <td>5</td>
      <td>126.727145</td>
      <td>48379.0</td>
      <td>402.0</td>
      <td>1.859189</td>
      <td>84000005</td>
      <td>USA</td>
      <td>1868.617052</td>
      <td>12.252362</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cols</span> <span class="o">=</span> <span class="n">confirmed_df</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
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<p><strong>Get the dates and number of cases associated with that date</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">confirmed</span> <span class="o">=</span> <span class="n">confirmed_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="n">cols</span><span class="p">[</span><span class="mi">4</span><span class="p">]:</span><span class="n">cols</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span>
<span class="n">deaths</span> <span class="o">=</span> <span class="n">deaths_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="n">cols</span><span class="p">[</span><span class="mi">4</span><span class="p">]:</span><span class="n">cols</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span>
<span class="n">recoveries</span> <span class="o">=</span> <span class="n">recoveries_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="n">cols</span><span class="p">[</span><span class="mi">4</span><span class="p">]:</span><span class="n">cols</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dates</span> <span class="o">=</span> <span class="n">confirmed</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
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<p>The next cell is for storing the data into different lists for making it easy to visualize. Of the different lists, one is for storing mortality rate and another is for storing recovery rate.</p>
<p><br>Mortality rate can be defined as the ratio of number of deaths recorded against the total number of cases recorded and this is calculated using the following formula:<br></p>
$$mortality\;rate = \frac{no.\:of\:deaths}{no.\:of\:confirmed\:cases}$$<p><br>Recovery rate can be defined as the ratio of number of recovered patients recorded against the total number of cases recorded and this is calculated using the following formula:<br></p>
$$recovery\:rate = \frac{no.\:of\:recovered\:cases}{no.\:of\:confirmed\:cases}$$
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># storing world data</span>
<span class="n">world_cases</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># to store total cases</span>
<span class="n">total_deaths</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># to store total deaths</span>
<span class="n">mortality_rate</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># to store mortality rate</span>
<span class="n">recovery_rate</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># to store recovery rate</span>
<span class="n">total_recovered</span> <span class="o">=</span> <span class="p">[]</span> 
<span class="n">total_active</span> <span class="o">=</span> <span class="p">[]</span> 

<span class="c1"># storing US data</span>
<span class="n">us_cases</span> <span class="o">=</span> <span class="p">[]</span> 
<span class="n">us_deaths</span> <span class="o">=</span> <span class="p">[]</span> 
<span class="n">us_recoveries</span> <span class="o">=</span> <span class="p">[]</span>


<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">dates</span><span class="p">:</span>
    <span class="c1"># calculate sums</span>
    <span class="n">confirmed_sum</span> <span class="o">=</span> <span class="n">confirmed</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
    <span class="n">death_sum</span> <span class="o">=</span> <span class="n">deaths</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
    <span class="n">recovered_sum</span> <span class="o">=</span> <span class="n">recoveries</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>

    <span class="c1"># confirmed, deaths, recovered, and active</span>
    <span class="n">world_cases</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">confirmed_sum</span><span class="p">)</span>
    <span class="n">total_deaths</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">death_sum</span><span class="p">)</span>
    <span class="n">total_recovered</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">recovered_sum</span><span class="p">)</span>
    <span class="n">total_active</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">confirmed_sum</span><span class="o">-</span><span class="n">death_sum</span><span class="o">-</span><span class="n">recovered_sum</span><span class="p">)</span>

    <span class="c1"># calculate rates</span>
    <span class="n">mortality_rate</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">death_sum</span><span class="o">/</span><span class="n">confirmed_sum</span><span class="p">)</span>
    <span class="n">recovery_rate</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">recovered_sum</span><span class="o">/</span><span class="n">confirmed_sum</span><span class="p">)</span>

    <span class="c1"># case studies </span>
    <span class="n">us_cases</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">confirmed_df</span><span class="p">[</span><span class="n">confirmed_df</span><span class="p">[</span><span class="s1">&#39;Country/Region&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;US&#39;</span><span class="p">][</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>    
    <span class="n">us_deaths</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">deaths_df</span><span class="p">[</span><span class="n">deaths_df</span><span class="p">[</span><span class="s1">&#39;Country/Region&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;US&#39;</span><span class="p">][</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
    <span class="n">us_recoveries</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">recoveries_df</span><span class="p">[</span><span class="n">recoveries_df</span><span class="p">[</span><span class="s1">&#39;Country/Region&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;US&#39;</span><span class="p">][</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
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<p>Now that we have all the data of the recorded cases, let us calculate the day-wise change in count of cases, deaths, and recoveries. The function in the following cell helps to calculate this change</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_daily_increase</span><span class="p">(</span><span class="n">data</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    INPUT - a list containing day by day case counts</span>
<span class="sd">    </span>
<span class="sd">    OUTPUT - a list containing the day by day increment of count </span>
<span class="sd">    </span>
<span class="sd">    Function to count the daily increment in figures</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">increment_count</span> <span class="o">=</span> <span class="p">[]</span> 
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
        <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">increment_count</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">increment_count</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">-</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
    <span class="k">return</span> <span class="n">increment_count</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># confirmed cases</span>
<span class="n">world_daily_increase</span> <span class="o">=</span> <span class="n">get_daily_increase</span><span class="p">(</span><span class="n">world_cases</span><span class="p">)</span>
<span class="n">us_daily_increase</span> <span class="o">=</span> <span class="n">get_daily_increase</span><span class="p">(</span><span class="n">us_cases</span><span class="p">)</span>

<span class="c1"># deaths</span>
<span class="n">world_daily_death</span> <span class="o">=</span> <span class="n">get_daily_increase</span><span class="p">(</span><span class="n">total_deaths</span><span class="p">)</span>
<span class="n">us_daily_death</span> <span class="o">=</span> <span class="n">get_daily_increase</span><span class="p">(</span><span class="n">us_deaths</span><span class="p">)</span>

<span class="c1"># recoveries</span>
<span class="n">world_daily_recovery</span> <span class="o">=</span> <span class="n">get_daily_increase</span><span class="p">(</span><span class="n">total_recovered</span><span class="p">)</span>
<span class="n">us_daily_recovery</span> <span class="o">=</span> <span class="n">get_daily_increase</span><span class="p">(</span><span class="n">us_recoveries</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># days from the first day in the dataset i.e. Jan 22, 2020 (1/22/2020)</span>
<span class="n">days</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">dates</span><span class="p">))])</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>

<span class="c1"># reshaping the data</span>
<span class="n">world_cases</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">world_cases</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">total_deaths</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">total_deaths</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">total_recovered</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">total_recovered</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
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<p><strong>Days for Future Forecast</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">num_days_future</span> <span class="o">=</span> <span class="mi">15</span>
<span class="n">forecast_future</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">dates</span><span class="p">)</span><span class="o">+</span><span class="n">num_days_future</span><span class="p">)])</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">adjusted_dates</span> <span class="o">=</span> <span class="n">forecast_future</span><span class="p">[:</span><span class="o">-</span><span class="mi">15</span><span class="p">]</span>
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<p>The dates in dataset are in int64 format. Convert these into date-time format</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">start</span> <span class="o">=</span> <span class="s1">&#39;1/22/2020&#39;</span>
<span class="n">start_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span><span class="n">start</span><span class="p">,</span> <span class="s1">&#39;%m/</span><span class="si">%d</span><span class="s1">/%Y&#39;</span><span class="p">)</span>
<span class="n">dates_for_forecast_future</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">forecast_future</span><span class="p">)):</span>
    <span class="n">dates_for_forecast_future</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">start_date</span> <span class="o">+</span> <span class="n">datetime</span><span class="o">.</span><span class="n">timedelta</span><span class="p">(</span><span class="n">days</span><span class="o">=</span><span class="n">i</span><span class="p">))</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%m/</span><span class="si">%d</span><span class="s1">/%Y&#39;</span><span class="p">))</span>
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<h3 id="Visualizing-the-data">Visualizing the data<a class="anchor-link" href="#Visualizing-the-data">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot_stats</span><span class="p">(</span><span class="n">x_data</span><span class="p">,</span> <span class="n">y_data</span><span class="p">,</span> <span class="n">title</span><span class="p">,</span> <span class="n">y_label</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    INPUT - data to be plotted on X-axis and Y-axis and a strings for title, and y-axis label</span>
<span class="sd">    </span>
<span class="sd">    OUTPUT - function doesn&#39;t return anything but prints required plots</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_data</span><span class="p">,</span> <span class="n">y_data</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Days Since Jan 22, 2020&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="n">y_label</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">adjusted_dates</span> <span class="o">=</span> <span class="n">adjusted_dates</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
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<p><strong>World wide COVID-19 data trends</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span> <span class="n">world_cases</span><span class="p">,</span><span class="s1">&#39;Number of COVID-19 Cases Over Time&#39;</span><span class="p">,</span><span class="s1">&#39;Number of Cases&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span> <span class="n">total_deaths</span><span class="p">,</span><span class="s1">&#39;Number of COVID-19 Deaths Over Time&#39;</span><span class="p">,</span><span class="s1">&#39;Number of Deaths&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span> <span class="n">total_recovered</span><span class="p">,</span> <span class="s1">&#39;Number of COVID-19 Recoveries Over Time&#39;</span><span class="p">,</span> <span class="s1">&#39;Number of Recoveries&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span> <span class="n">total_active</span><span class="p">,</span> <span class="s1">&#39;Number of COVID-19 Active Cases Over Time&#39;</span><span class="p">,</span><span class="s1">&#39;Number of  Active Cases&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span> <span class="n">world_daily_increase</span><span class="p">,</span> <span class="s1">&#39;Day-wise plot of Confirmed Cases - Worldwide&#39;</span><span class="p">,</span> <span class="s1">&#39;Number of Cases&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span> <span class="n">world_daily_death</span><span class="p">,</span> <span class="s1">&#39;Day-wise plot of Deaths - Worldwide&#39;</span><span class="p">,</span><span class="s1">&#39;Number of Cases&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span> <span class="n">world_daily_recovery</span><span class="p">,</span> <span class="s1">&#39;Day-wise plot of Recoveries - Worldwide&#39;</span><span class="p">,</span> <span class="s1">&#39;Number of Cases&#39;</span><span class="p">)</span>
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<p><strong>USA wide data trends</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span><span class="n">us_cases</span><span class="p">,</span><span class="s1">&#39;Number of Confirmed cases - USA&#39;</span><span class="p">,</span><span class="s1">&#39;Number of Cases&#39;</span><span class="p">)</span>
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HrFecqRAqOIiOTJc+83cv27qfclTptYytGVvdcDNRMFRhER6XVrmp2vzaymJTGnw9ihBVy+RwVxNLS8UWAUEZFed8nzK/hfbeqkw1ftVZG364pJCowiItKr5tY2cc2cVSlpx245jKkThuYpR6kUGEVEpNe4O2c9WUtTYnCbjYcVcNHk8vxlKo0Co4iI9Jr759czY0FDStoFu5UzckjfCUd9JyciIjKg1TeH2mLSTmUtfHazvtGE2kaBUUREesU1c1bx1sq1U98WGHxvUmPee6GmU2AUEZEe93pNE5e+sCIl7cSPDGfLEZ5lj/xRYBQRkR7V3Op8/bFqGtZWFhldUsDZO/f+AOG5UGAUEZEe9cuXVvHftGHfLtm9nFElfTME9c1ciYjIgPDS8iYueT61CfVTm5by+Ul9q8NNkgKjiIj0iIYW55SZy1PuWVyvtG8M+9YeBUYREekR5zxdy5zq1GHfLt+jgvWH5n/Yt/YoMIqISLe79901/PbV1SlpX5w0lE9P7LtNqG0UGEVEpFstWN3CqbOqU9I2GVHIz/eoyFOOOkeBUUREuk1Lq/PVR5dT3bD2/sQig+v3G015cf8IOb2SSzObbmZLzOzlRNpoM5thZlXx76iYbmZ2lZnNNbMXzWznxD7Hxe2rzOy4RPouZvZS3Ocqi1d1u3IOERHpuvOeXcHsxY0paT/auYzdxhbnKUed11vh+wZgalramcCD7l4JPBiXAQ4FKuPjZOBaCEEOOBfYHZgMnNsW6OI2Jyf2m9qVc4iISNfdNreOq15OnU7qgI1L+Ob2I/KUo67plcDo7jOB5WnJ04Ab4/MbgcMT6Td58ARQYWYbAYcAM9x9ubtXAzOAqXFdmbs/7u4O3JR2rM6cQ0REuuCZpY2cPjv1uuJGwwr4zT6jKOjDt2ZkUpTHc2/g7osA3H2RmY2N6eOAeYnt5se09tLnZ0jvyjkWZctsVVVV7q+sB/YfCFQGgcohUDkEA6EcljQYx71QQkPL2rpWsTk/raxjxYI3WdHOvpCfMqisrMy6Lp+BMZtMPy28C+ldOUdW7RViR6qqqtZp/4FAZRCoHAKVQzAQymFFYysn3Pc+7zemDvl29T6jOXzzYR3u3xfLIJ9dhBa3NV/Gv0ti+nxgQmK78cDCDtLHZ0jvyjlERCRHjS3OMQ8t5+XlqUHxW9uP4Is5BMW+Kp+B8R6grWfpccDdifRjY8/RKUBtbA69HzjYzEbFTjcHA/fHdSvNbErsjXps2rE6cw4REclBqzv/N6uaRxc1pKRPnVDKj/vorBm56pWmVDP7E7A/sJ6ZzSf0Lv0ZcIeZnQi8C3whbn4v8AlgLlAHnADg7svN7ALg6bjd+e7e1qHn64Ser0OB++KDzp5DRERyc94zK7jzzTUpabuuP4Tr9xtFYUH/6myTrlcCo7sfmWXVQRm2deDULMeZDkzPkP4MsF2G9GWdPYeIiLTvvnfXcGXabRmblxVy+8fGMHxI/7iJvz39/xWIiEivWVTXwqmzalLSxg4t4C8Hr8eY0r49OHiuFBhFRCQnLa3O12ZWs7xh7TxShQa3HDiaiSP74k0OXaPAKCIiObnq5VXMTOts88Ody5g8tiRPOeoZCowiItKhF5c1ctF/U2/V32fDYk7frn8N95YLBUYREWlXqzvffbyG5sQwKKNLCvjtvqP7fQ/UTBQYRUSkXbdU1fH00tSb+K/aq4KNhw+MzjbpFBhFRCSrZfUtnPtMbUraJzcp5bBNh+YpRz1PgVFERLI695kVKZMODysyfrp7eR5z1PMUGEVEJKMnFzdwS1VdStoZO45kkxED59aMTBQYRUTkQ1rdOeup1CbUrSqK+L9tB14v1HQ5BUYzO9LMto7PP2JmM83sITPbqmezJyIi+XDXW2v47/upHW5+PqWC4sKB1ws1Xa41xguBtgG7LwOeAmYCv+6JTImISP7UNzvnPZt6z+KnNy1ln40G1o382eTaULy+uy82s1Jgb+DzQBPwfo/lTERE8uL3r65i3qqWD5aLDH6y68DucJOUa2BcamZbANsDT7t7g5kNAwZ+nVpEZBBZXt/Cz19cmZJ24lbDmVQ2sDvcJOX6Si8AngVagC/FtIOAF3oiUyIikh+XPL+SFY1rb88oKzbO+OjIPOao9+UUGN39BjO7Iz5v67v7JHBET2VMRER61+z3Gvjdq6tT0r63w8gBM51Urjpzu8ZQ4HNmdkZcLqKXJjoWEZGetaKxlVMeqyYxHCoTRhRy8tYD//aMdLnerrEf8DpwFPDjmFwJXNtD+RIRkV509lO1vJvocANw9V4VlBYNvq4kudYYfwl8yd2nAs0x7Ulgco/kSkREes0/31nzoRFuTtlmOPttXJqnHOVXroFxors/GJ+31bQbUVOqiEi/tmRNC6fPrklJ+0h5EefuMnhuz0iXa2B8xcwOSUv7GPBSN+dHRER6ibtz2qxq3q9v/SCtyOC3+45i6CBsQm2Ta43vu8A/zOyfwFAz+y3wKWBaj+VMRER61PTXV/PA/IaUtDN3KuOj6xXnKUd9Q041Rnd/AtgBmANMB94CJrv70z2YNxER6SH/q2niR0+lDvs2ZWwx395+8PVCTZfz7RruvtDdL3X3U4ErgSXdkQEz+7aZzTGzl83sT2ZWamabmdmTZlZlZrebWXHctiQuz43rJyaOc1ZMfz3Z7GtmU2PaXDM7M5Ge8RwiIgNdY4tz8sxq1rSsvTlj5BDjN/uOorBg8Dahtsn1do3LzGxyfP5JwoDiNWb2qXU5uZmNA74J7Oru2wGFhEEDLgGucPdKoBo4Me5yIlDt7lsAV8TtMLNt4n7bAlOBX5tZoZkVAtcAhwLbAEfGbWnnHCIiA9rFz63g+WWpM2dcsns5E0eqPyXkXmM8Cng5Pj8HOBr4NHBxN+ShiHDdsggYBiwCDgTujOtvBA6Pz6fFZeL6g8zMYvpt7t7g7m8Bcwm3kkwG5rr7m+7eCNwGTIv7ZDuHiMiA9fCCen750qqUtGkTSzlyi2F5ylHfk2tgHObudWY2Bpjk7n9x938Dm67Lyd19AWEaq3cJAbGWMCZrjbu33S85HxgXn48D5sV9m+P2Y5LpaftkSx/TzjlERAakpWtaOOWx6pS0jYcVcMUeFYT6gkDuvVL/Z2ZHAVsAMwDMbD1gzbqc3MxGEWp7mwE1wJ8JzZ7p2hrCM71z3k56psDf3vZZVVVVtbe6Q+u6/0CgMghUDoHKIeitcmh1+PYrJSxes3bcU8M5Z/M6ls17k2W9kovM8vFZqKyszLou18D4f4QON42svRZ3CPDAOuUs3Av5lrsvBTCzu4A9gQozK4o1uvHAwrj9fGACMD82vZYTrne2pbdJ7pMp/f12zpFRe4XYkaqqqnXafyBQGQQqh0DlEPRmOVz98kpmV6f2Qv3ejmUcsXNZr5w/m774Wcj1do2n3X1Pd9/f3d+Iabe6+zHreP53gSlmNixe9zsIeAV4mDAZMsBxwN3x+T1xmbj+IXf3mH5E7LW6GWEc16eAp4HK2AO1mNBB5564T7ZziIgMKLPea+DcZ1KD4u5ji/nBIJtOKlc5d0GKgeUjwHokmiLd/aGuntzdnzSzO4H/EsZgfQ74HfBP4DYzuzCmXR93uR642czmEmqKR8TjzInTYr0Sj3Oqu7fEfJ8G3E/o8Trd3efEY/0gyzlERAaMhatbOOHh5STuzKCs2Pj9fqMo0q0ZGeUUGM1sb8L1vxKgDFgBjCR0bJm0Lhlw93OBc9OS3yTDAOXuXg98IctxLgIuypB+L3BvhvSM5xARGSgaW5zjH17O0sSQbwC/3WcUm4zQrRnZ5Nor9QrgUncfDayMfy8Aft1jORMRkXXyw6dreWppY0ra93YcyaGbDM1TjvqHXAPjloTON0k/A77dvdkREZHucNebdfz+1dUpaQeNK+EsXVfsUK6BsZbQhAqwKI4eMwrQoHoiIn3MG7XNH5pKapMRhVy332gN+ZaDXAPjXcAn4vPrCT06nyVcdxQRkT6ivtk5/pHlrGxa29umuABuOmA0o0pyHh57UMvp6qu7fyvx/Bdm9iSh8839PZUxERHpvLOfquWl5anjoF48uXzQTyXVGe3+fDCzoWa2XXq6u88i9EhVSYuI9BEPzKtn+uup1xUPnziUE7canqcc9U8d1avPIPusEycA3+/e7IiISFfUNbfyvSdSrytuNrKQK/fSOKid1VFg/BJhkO9MLgeO7N7siIhIV1z2wkreXdXywXKBwfT9R1NerOuKndVRiY2LM2B8SEzXjBQiInn2Wk0Tv3o5dSqpk7cezk66rtglHQXG1WY2IdMKM9sEqOv+LImISK7cne/MrqEpMbjNRsMKOHun/A4O3p91FBjvJftkxBcQxjQVEZE8+dPcOmYvTh3d5me7V1CmJtQu6+h2jR8Bj5vZC4R7GRcBGwGfIdzwv2fPZk9ERLJZVt/Cj55OnTXj4+NK+PSmpXnK0cDQbmB09/fMbGfgu8BUwsz3y4C/A5e7e3V7+4uISM8555kVLG9Y24ZaWgg/30O9UNdVhzf4x+D3o/gQEZE+YNZ7DdxaldrN44yPljFxpGbNWFdqhBYR6WcaWkKHm6StKoo4bVsNX90dFBhFRPqZK19ayf9qm1PSrtizguJCNaF2BwVGEZF+5H81TVz2wsqUtGO3HMYeG5TkKUcDT9bAaGZPJJ6f2zvZERGRbFrdOX12DY2JexbXKy3gvF3L85epAai9GuOWZtbW5/e7vZEZERHJ7obX63j8Q/cslms6qW7WXvelu4H/mdnbwFAzm5lpI3fftycyJiIiay1c3cK5z9SmpB08voTPbTY0TzkauLIGRnc/wcz2BiYCuxEmKBYRkV7m7nzviZqUyYeHFxm/0D2LPaKjG/xnAbPMrNjdb+ylPImISMLtb6zh3nfrU9LO2aWMCSN0z2JPyKlU3X26mR0AHEOYUWMBcIu7P9STmRMRGezeXdXMGWnzLO62/hBO0uTDPSanK7ZmdhJwO/Aea8dM/aOZfbUH8yYiMqi1tDqnzKxmRaIJtbQQrt57FIUFakLtKbl2ZToD+Li7n+3uv3X3HwIHx/R1YmYVZnanmb1mZq+a2R5mNtrMZphZVfw7Km5rZnaVmc01sxfjOK5txzkubl9lZscl0ncxs5fiPldZbJDPdg4Rkb7imjmrPjRzxvm7lvORiiF5ytHgkGtgHAO8kpb2OjC6G/JwJfAvd98K2BF4FTgTeNDdK4EH4zLAoUBlfJwMXAshyAHnArsDk4FzE4Hu2rht235TY3q2c4iI5N2Lyxq54L+pM2ccuHEJJ22tJtSelmtgnAVcbmbDAMxsOPBzYPa6nNzMyoB9iT1e3b3R3WuAaUBbZ58bgcPj82nATR48AVSY2UbAIcAMd18eBz2fAUyN68rc/XF3d+CmtGNlOoeISF6tbGrlK49Up0w+PKrEuGafURSoF2qPyzUwngLsANSa2WKghlC7+9o6nn8SsBT4g5k9Z2bXxaC7gbsvAoh/x8btxwHzEvvPj2ntpc/PkE475xARyRt357uP1zB3RdpYqHuMYqNhhXnK1eCSa6/URcB+ZjYe2BhY6O7zO9gt1/PvDHzD3Z80sytpv0kz008l70J6p1VVVXVlt27bfyBQGQQqh0DlEKSXw98XF3LHG6njnk7boJltm+czUIssH5+FysrKrOs6dRNMDIbdERDbzAfmu/uTcflOQmBcbGYbufui2By6JLH9hMT+44GFMX3/tPRHYvr4DNvTzjkyaq8QO1JVVbVO+w8EKoNA5RCoHIL0cni9ponLnlhK8vf71hVFXHvwRgwrGpjDvvXFz0JeS9rd3wPmmdlHYtJBhE4+9wBtPUuPIwxPR0w/NvZOnQLUxtrs/cDBZjYqdro5GLg/rltpZlNib9Rj046V6RwiIr1uZVMrxz60nLrmtUFxaKHxhwNGD9ig2Ff1hWETvgHcambFwJvACYSAfYeZnQi8C3whbnsv8AlgLlAXt8Xdl5vZBcDTcbvz3X15fP514AZgKHBffAD8LMs5RER6lbvzf49V83raHIuXTilnK92a0es6DIxmVkBoppzl7o0dbN5p7v48sGuGVQdl2NaBU7McZzowPUP6M8B2GdKXZTqHiEhvu/KlVfz9ndQh3760+VCOrhyWpxwNbh3Wz91kZJQ2AAAcjElEQVS9Fbi7J4KiiMhg9/CCes5Pu19x+9FDuGJPDRCeL7k2XM+M1/RERKSbLGuEkx6tpjXRV35UiXHzgbqumE+5XmN8B7jPzO4m3C/4wdvo7uf0RMZERAYyd+fCqhKWNay9i9+A6/cbzcSRfaH7x+CVa+kPBf4Wn49vb0MREenYzVV1zKpOvWH/rJ1GcuC40jzlSNrkeoP/CT2dERGRweKtFc2c9WRtStrk9Yv5zg4j85QjScq5vm5mWwOfJwyldlq897DE3V/ssdyJiAwwLa3O1x+rZnXifsXhRcZv9h1FkaaS6hNynY/xC8BMwjijx8bkkcDlPZQvEZEB6ddzVvHEktRO/hdNLmdSma4r9hW5dns6nzAf4ylAS0x7gTCQuIiI5OD1miYufC711oxDxpdw3Ja6X7EvyTUwjiUEQljbI9Xp4oDcIiKDTXNrGN2moWVtWlmRc+Veo3S/Yh+Ta2B8FjgmLe0I4KnuzY6IyMB09curePb9ppS0709qZENNJdXn5Nqo/U3ggTiu6HAzux/YkjBYt4iItOO1miYuTmtC/eQmpRyyfl2eciTtyfV2jdfMbCvgMOAfhJv8/+Huq3oycyIi/Z27853ZNTSuvY+f0SUFXLFnBbXzl2ffUfIm525Q7l5nZv8B3iJMVKygKCLSgb+8tYbZi1N7of58SjljhxZSm2Ufya9cb9fYxMweA94G/gm8bWazzGzTnsyciEh/tqqplR8/nRr+Pj6uhM9uNjRPOZJc5Nr55kZCB5wKdx8LjCLMfXhjT2VMRKS/u+yFlSyqW9uGWlwAP9tds2b0dbk2pe4CHOzuTQDuvsrMfgAs67GciYj0Y1W1TVwzJ/WK02nbjWDzct3I39flWmN8ApiclrYr8Hj3ZkdEpP9zd858spamRIebjYcVaCzUfiLrTxczOz+x+AZwr5n9k9AjdQLwCeCPPZs9EZH+57559Ty4oCEl7cLdyhkxRHMs9gft1eknpC3fFf+OBRqAvwKaH0VEJKG+2Tn7qdQON3ttWMxn1OGm38gaGDXVlIhI510zZxVvr1w77luBwaXqcNOvdGbaqWHAFsCIZLq7z+7uTImI9EcLVrfwixdXpqSduNVwth09JE85kq7IKTCa2bHA1UAjsCaxyoFNeiBfIiL9zjlP11KXmGdxdEkBP9ypLI85kq7ItcZ4KfA5d5/Rk5kREemvHllYz1/eWpOSds4uZVSUqMNNf5PrO9YIPNKD+RAR6bfqmlv51uyalLQdRg/hmErNs9gf5RoYfwxcbmbr9UQmzKzQzJ4zs3/E5c3M7EkzqzKz282sOKaXxOW5cf3ExDHOiumvm9khifSpMW2umZ2ZSM94DhGRzrr0+ZUpHW4M+MUeFRQWqMNNf5RrYPwf8GlgsZm1xEermbV0tGOOTgdeTSxfAlzh7pVANXBiTD8RqHb3LYAr4naY2TaE+SG3BaYCv47BthC4BjgU2AY4Mm7b3jlERHL24rJGfvVy6gg3J209nN3G6rd2f5VrYLwZuAnYkTAP45ZAZfy7TsxsPPBJ4Lq4bMCBwJ1xkxuBw+Pzaawdn/VO4KC4/TTgNndvcPe3gLmEkXomA3Pd/U13bwRuA6Z1cA4RkZy0tDqnz66hZW1/G8YNK+ScXdThpj/LtfPNGOAcd/cOt+y8XwJnAG1jJY0Baty9OS7PB8bF5+MII+/g7s1mVhu3H0cYto4M+8xLS9+9g3OIiOTkN6+u5rn3m1LSfr5HOSM1wk2/lmtg/ANwDKHW2G3M7DBgibs/a2b7tyVn2NQ7WJctPdOns73ts6qqqmpvdYfWdf+BQGUQqByC/l4O8+uN8/9bSvLr5KAxzVQ2zKczL62/l0N3yEcZVFZWZl2Xa2CcDJxmZj8EFidXuPu+Xc8aewGfNrNPEIaXKyPUICvMrCjW6MYDC+P28wlD1c03syKgHFieSG+T3CdT+vvtnCOj9gqxI1VVVeu0/0CgMghUDkF/Lwd357v3L6Ohde14qGXFxjUfG8+GwwpzPk5/L4fu0BfLINfA+Pv46FbufhZwFkCsMX7P3Y8ysz8DnydcEzwOuDvuck9cfjyuf8jd3czuAf5oZpcDGxOufz5F+ClXaWabAQsIHXS+HPd5OMs5RETadXNVHTMXpQ4SftFu5Z0KitJ35RQY3b23JyT+AXCbmV0IPAdcH9OvB242s7mEmuIRMX9zzOwO4BWgGTjV3VsAzOw04H6gEJju7nM6OIeISFYLV7fwo7RBwvffuISjdc/igJHrkHBfybbO3ad3R0bc/RHiIALu/iYfnv8Rd68HvpBl/4uAizKk3wvcmyE94zlERLJxd779eA0rmtZ2SRhWZPxyTw0SPpDk2pR6TNryhsDmwH+AbgmMIiJ93a1z67h/Xn1K2jm7lDFxZM7zMUg/kGtT6gHpabEWuXW350hEpA+at6qZs59MbULdfWwxX91qeJ5yJD1lXW62uQGNFiMig0CrO9/4z4ebUK/dZ5SGfRuAcr3GmB5AhwFHAzUZNhcRGVCmv7aaRxam9kL9yS5lTCpTE+pAlOu72syHb4BfAHy1e7MjItK3VNU2cc4zK1LS9t2ohJO2VhPqQJVrYNwsbXm1u7/f3ZkREelLGlucrz5anTL58MghxtV7V1CgXqgDVq6db97p6YyIiPQ1P31uBc8vSx0L9ae7l7PJCDWhDmTtvrtxdJj2xhB1dz+oe7MkIpJ/jy1q4JcvpU4nNW1iKUdtoRv5B7qOfvbckiV9HPBNQiccEZEBpaahlVNmVqfUCjYeVsAv9xylG/kHgXYDo7unDJNmZmMIY5t+FbgdOL/nsiYikh8XP7eCBXVr52E34Df7jmZUiaaTGgxyepfNrMzMLiBMALwBsLO7n+zu83s0dyIivezFZY1c99rqlLRvbDeCfTcqyVOOpLe1GxjNbKiZnQW8SRjlZm93P8bd3+iV3ImI9KJWd854opbWRBvqxJGFnLVTWf4yJb2uo2uMbxFmpbgUeAbYwMw2SG7g7g/1UN5ERHrVbXPreGJJY0raz3YvZ2iRrisOJh0FxnpCr9SvZ1nvwKRuzZGISB7UNLR+6Eb+qRNKmTphaJ5yJPnSUeebib2UDxGRvLrgvyt4v771g+XSwlBblMFHXaxEZNB7cnED09M63Hx7h5GaTmqQUmAUkUGtscX51uyalHsWJ40s5PTtRuYtT5JfCowiMqj96uVVvFrTnJJ2xZ6jKFWHm0FLgVFEBq03apu59IXUDjdHbjGM/TbWPYuDmQKjiAxKre58a3Y1DWsHuGFMSQEX7qZ7Fgc7BUYRGZRufL2Ox95LvWfxosnljCktzFOOpK9QYBSRQWfeqmbOeaY2JW3/jUv40ua6Z1EUGEVkkHF3Tv9PDSub1vZDHV5kXLlnhWbOEECBUUQGmVvn1vHQwoaUtPN2LWNT3bMoUV4Do5lNMLOHzexVM5tjZqfH9NFmNsPMquLfUTHdzOwqM5trZi+a2c6JYx0Xt68ys+MS6buY2Utxn6ss/iTMdg4RGbjeXNHM2U+lNqHuvWExX9lqeJ5yJH1RvmuMzcB33X1rYApwqpltA5wJPOjulcCDcRngUKAyPk4GroUQ5IBzgd2BycC5iUB3bdy2bb+pMT3bOURkAFrZ1MpRDy5jRePaJtShhcav9hpFgZpQJSGvgdHdF7n7f+PzlcCrwDhgGnBj3OxG4PD4fBpwkwdPABVmthFwCDDD3Ze7ezUwA5ga15W5++Pu7sBNacfKdA4RGWDcnVMfq/7Qjfw/2bWMzcrUhCqp8l1j/ICZTQR2Ap4ENnD3RRCCJzA2bjYOmJfYbX5May99foZ02jmHiAwwV7y0inveqU9J+/ykoZy8tZpQ5cP6xE8lMxsB/AX4lruvaKdnWKYV3oX0TquqqurKbt22/0CgMghUDkFvlcMT1QVcMKeE5NdB5fBWTt9gGXPnLuuVPLRHn4f8lEFlZWXWdXkPjGY2hBAUb3X3u2LyYjPbyN0XxebQJTF9PjAhsft4YGFM3z8t/ZGYPj7D9u2dI6P2CrEjVVVV67T/QKAyCFQOQW+Vw4LVLfzk6SU4a6eTGlVi/PnQjfrEzBn6PPTNMsh3r1QDrgdedffLE6vuAdp6lh4H3J1IPzb2Tp0C1MZm0PuBg81sVOx0czBwf1y30symxHMdm3asTOcQkQGgqdU58ZHlLGtYGxQLDKbvN7pPBEXpu/L96dgLOAZ4ycyej2lnAz8D7jCzE4F3gS/EdfcCnwDmAnXACQDuvtzMLgCejtud7+7L4/OvAzcAQ4H74oN2ziEiA8D5z67giSWpQ76d9dGRHDCuNE85kv4ir4HR3WeR+TogwEEZtnfg1CzHmg5Mz5D+DLBdhvRlmc4hIv3f3W+v4Vcvr0pJO2hcCd/dUXMsSsf6TK9UEZHu8OCCer766PKUtI2HFfC7fXW/ouRGgVFEBoz/vNfA0Q8up3HtZUWKDP6w/2jNmiE5U2AUkQHhmaWNfGnGMta0pN6RdcWeFey+gSYeltwpMIpIv/fUkgY+e//7rGpODYqX7l7OMVvqJn7pHAVGEenXZr3XwGfuX8aKptSg+JNdyjh5mxF5ypX0Z/m+XUNEpMseWVjPkf9e/qHm0+/vOJJv7aAeqNI1Cowi0i89uKCeLz+4jIaW1PSzdhrJGbotQ9aBAqOI9Dsz5tdz9EMfDorn7lLGt1VTlHWkwCgi/cr98+o55qFlKbdkAFw0uZxTt9U1RVl3Cowi0m/c/fYavvro8g8FxUt3L1dHG+k26pUqIv3Cb15ZxfEPfzgoXjZFQVG6l2qMItKntbrzk2dWcFXa2KcAV+xRwQlb6T5F6V4KjCLSZzW2OKfNquaON9ekpBcZXLVXBV+uVFCU7qfAKCJ90sqmVo57aDkPLWxISR9eZNx04GgO0vRR0kMUGEWkz1m6poUvzFjG88uaUtLHDi3gjo+N4aPrFecpZzIYKDCKSJ/h7vz5zTX8+OlaFq9J7WUzaWQhdx2yHhNH6mtLepY+YSLSJ7y8vIkznqhh9uLGD63bab0h3PGxMaw/VFNHSc9TYBSRvJqzvImfv7CSu99eg2dYf9C4Em48YDQjhujuMukdCowikhevVjdx8XMr+Ps79RnXlxTCN7cbyfd3HElxofVy7mQwU2AUkV71zspmfvK/Yu6dtSRjDRHg4+NKuGRKBZPK9BUlvU+fOhHpca3uPLqwgVuq6rjnnTU0tWb+6tl+9BDO3mkkUyeUYqZaouSHAqOI9IhWd55d2sQ/3lnDX95aw/zVLVm33XHMEH7w0ZEcqoAofYACo4h0m9rGVmYuauChBfX8a149i+pa291+q4oifrhzGYdtooAofYcCo4h0mbvzWk0z/5pXzwPz63lqSSMt2S4cJkwobeWsXUfzpc2HUViggCh9y6APjGY2FbgSKASuc/ef5TlLIr2u1Z2GFqhvceqanTXNraxqclY0OSsaW6luaGVpfStL1rSwrD4s1zS2snB1Cws7qBW2GVpofHpiKUdXDmfsynf5iMY5lT5qUAdGMysErgE+DswHnjaze9z9le46x9srm7nkjSFUvF/T7nY5/Mju12pqOi6DfPFY+N4D74KnHbKmtpjyJdXxfGu3+eB5pjR3WhNprR4ejtPqa7dvcWhxp6kVmlqdFofmVqfZoak1Pm+FxlanscVpaHUaW6ChJWzTE4YXGR8fX8onNynl4AmllBeHexGrPjxRhkifMagDIzAZmOvubwKY2W3ANKDbAuP79a3cuWgILFrdXYfsp4bAe4O9DACKYHFdvjPRo7aqKOLAcSUcuHEpe29YQmmRmkqlfxnsgXEcMC+xPB/YPdOGVVVVXTrBvJUFgGYBkIGr2JzdKlrZZ3QLe41qYcPSWP1cA/Peyr5fV/+nBhqVQ37KoLKyMuu6wR4YM/2Uzdio1F4htqd2aSO8sLRL+4r0puICGFpkDCsySguN4UMKKBtijCwuoLzYGFtayNihBaxXWsDo0gJGFRdQUVLAJiOKGNrJWmFVVVWX/6cGEpVD3yyDwR4Y5wMTEsvjgYXdeYJNRhTy/UmNjB27fofbDuQGpyVLlzJ2/Y7LIF/a7hSwHngXkkdcsmQJG2ww9kPrkncqJNPanheafbBcGP+aQUFixwKDIQUwpMAoMiiKfwvj3yEFxpACKC40iguM4kIoLjBKCo3iAnS7hEg02APj00ClmW0GLACOAL7cnScYO7SQL27cTGXliO48bL9TVbRo0JcBQFVhM5XqjSnSpw3qwOjuzWZ2GnA/4XaN6e4+J8/ZEhGRPBrUgRHA3e8F7s13PkREpG/QBGciIiIJCowiIiIJCowiIiIJ5uljVskHamtrVTgiIgNceXl5yr1KqjGKiIgkKDCKiIgkqClVREQkQTVGERGRBAXGHmRmU83sdTOba2Zn5js/vcXMJpjZw2b2qpnNMbPTY/poM5thZlXx76h857WnmVmhmT1nZv+Iy5uZ2ZOxDG43s+J857GnmVmFmd1pZq/Fz8Qeg/Sz8O34//Cymf3JzEoHw+fBzKab2RIzezmRlvH9t+Cq+J35opntnI88KzD2kMQkyIcC2wBHmtk2+c1Vr2kGvuvuWwNTgFPjaz8TeNDdK4EH4/JAdzrwamL5EuCKWAbVwIl5yVXvuhL4l7tvBexIKI9B9Vkws3HAN4Fd3X07whCURzA4Pg83AFPT0rK9/4cClfFxMnBtL+UxhQJjz/lgEmR3bwTaJkEe8Nx9kbv/Nz5fSfgiHEd4/TfGzW4EDs9PDnuHmY0HPglcF5cNOBC4M24yGMqgDNgXuB7A3RvdvYZB9lmIioChZlYEDAMWMQg+D+4+E1ielpzt/Z8G3OTBE0CFmW3UOzldS4Gx52SaBHlcnvKSN2Y2EdgJeBLYwN0XQQiewNjsew4IvwTOAFrj8higxt2b4/Jg+ExMApYCf4hNyteZ2XAG2WfB3RcAlwHvEgJiLfAsg+/z0Cbb+98nvjcVGHtOzpMgD1RmNgL4C/Atd1+R7/z0JjM7DFji7s8mkzNsOtA/E0XAzsC17r4TsJoB3myaSbyGNg3YDNgYGE5oNkw30D8PHekT/yMKjD2nxydB7svMbAghKN7q7nfF5MVtzSLx75J85a8X7AV82szeJjSjH0ioQVbEpjQYHJ+J+cB8d38yLt9JCJSD6bMA8DHgLXdf6u5NwF3Angy+z0ObbO9/n/jeVGDsOR9Mghx7mh0B3JPnPPWKeC3teuBVd788seoe4Lj4/Djg7t7OW29x97Pcfby7TyS89w+5+1HAw8Dn42YDugwA3P09YJ6ZfSQmHQS8wiD6LETvAlPMbFj8/2grh0H1eUjI9v7fAxwbe6dOAWrbmlx7k27w70Fm9glCLaFtEuSL8pylXmFmewOPAS+x9vra2YTrjHcAmxC+KL7g7ukX5QccM9sf+J67H2Zmkwg1yNHAc8DR7t6Qz/z1NDP7KKEDUjHwJnAC4Uf5oPosmNl5wJcIvbafA04iXD8b0J8HM/sTsD+wHrAYOBf4Gxne//ij4WpCL9Y64AR3f6bX86zAKCIispaaUkVERBIUGEVERBIUGEVERBIUGEVERBIUGEVERBIUGEX6GDPbx8xez3c+RAYrBUYZVMzsbTNbY2YrzazGzGab2Slm1qv/C2a2rZk9YGbVMR/PxvtecffH3P0jHR2jm/NzvJnN6oHjlpjZ9Wb2Tizz58zs0MT6KXHaoeVmttTM/pzroNFmNjZO37TQzGrN7D9mtnvaNl+O515tZn8zs9G55Ctuc5CFqbLqLEyjtml3lIn0fQqMMhh9yt1HApsCPwN+QJz9oRf9HZgBbEAYQPmbwEAcT7aIMCj0fkA58GPgjji4PMAo4HfARML7sRL4Q47HHkEYYWoXwg3yNwL/jGP0YmbbAr8FjiGUcx3w61zyZWbrEYZt+3E89jPA7Z154dKPubseegyaB/A28LG0tMmEEXq2i8ufJIxCsoLw5fmTxLb/BL6Rtv+LhGlzDLiCMO5jbUzfLkMe1iMMjFyRJY/7E8YXTeb5e/F4tYQv6NLE+mnA8zG/bwBTY3o5IeAvAhYAFwKFWc55PDArsXxmPNZKwtBln0nfljBbRDXwFnBoJ96DF4HPZVm3M7ByHd7fFcAu8fnFwB8T6zYHGoGRHeWLMBfg7MS64cAaYKt8f4b16PmHaowy6Ln7U4TBi/eJSauBY4EKQpD8upm1zRd3I3B0275mtiNhWK97gYMJcw9uGff9ErAswymXAXOBW8zscDPbIIdsfpEwTNZmwA6E4ISZTQZuAr4fz7kvIZC25bUZ2IIw9dfBhGHIcvEGoTzKgfNiXpNNnLsDrxOC/KXA9XE4r3bF17olMCfLJvu2s66jY3+UMOzc3Ji0LfBC23p3f4MQGLfMIV/p+64mlMm2Xcmb9C8KjCLBQkKTGe7+iLu/5O6t7v4i8CdCkxuEwY4rzawyLh8D3O5hMuomYCSwFWG4xVc9wwDI7u7AAYQA9gtgkZnNTBwzk6vcfaGH8UT/Dnw0pp9IGId3RszvAnd/LX7RH0qY8mu1uy8h1GaPyKUw3P3P8Xyt7n47UEWoWbd5x91/7+4thAC8EaG5Mqs448qtwI3u/lqG9TsA5xCCfKfECZFvBs5z99qYPIJQw06qJbxHHeUrp31lYFJgFAnGEWcZN7PdY2eLpWZWC5xCqBnhYYDnO4CjY4edIwlfyLj7Q4QBkK8hTKvzu/iF/SHuPt/dT3P3zQnX1lYTan7ZvJd4Xkf44oYwRc8bGbbfFBhCCLo1ZlZDuN6W04TAZnasmT2f2Hc7Yhmk58fd6+LTEWQRy+pmQo3ttAzrtwDuA05398dyyWNi36GEHwtPuPtPE6tWAenlX0ZoHu4oXx3uKwOXAqMMema2GyEwtvXK/CNh+psJ7l4O/IbUCVRvBI4iTB1U5+6Pt61w96vcfRdCk9uW5FD7cfd5hGC6XReyP49w7SxTegOwnrtXxEeZu3fYFBh7X/6eECjGuHsF8DKZJ5HtUGIasg0I1/CaMpzv38AF7n5zJ49dQpipYQHwtbTVc4AdE9tOAkqA/+WQr/R9hxPKuUvNvNK/KDDKoGVmZWZ2GGHan1vc/aW4aiSw3N3r4zW8Lyf3i4GwldAMenPieLvF2uYQQg2wHmjJcN5RZnaemW1hZgWxB+RXgCe68DKuB06ItxYUmNk4M9sqNuE+APwivs4CM9vczPbr4HgQOpo4sDTm9wS6FrTbXAtsTegNvCa5wszGAQ8B17j7b9J3jLeRvJ3poLGc7yR0ijnW3VvTNrkV+JSF+0KHA+cDd7l7W60va76AvwLbmdnnzKyU0MT7YqYmYBl4FBhlMPq7ma0k1Kp+CFxOmCOwzf8B58dtziE0naa7CdgeuCWRVkaoaVUD7xA62VyWYd9Gwu0J/yb0onyZULs7vrMvJHYcOoFw/bAWeJTQjAqhA1ExoVdpNSGItHePoMdjvkII+o8T5s/bHvhPZ/MGH9QGv0a4Jvqema2Kj6PiJicBk4BzE+tWJQ4xoZ1z7wkcRuhUVJPYf5/4OuYQmsFvJfQUHkl4bzvMl7svBT4HXEQou93J8fqs9H+aj1GkC8zsWOBkd98733npDmb2TeBAdz+8w417kZk9QLju+Gq+8yKDR1G+MyDS35jZMELN49cdbdsfxKbCacDD+c5LOnc/ON95kMFHTakinWBmhxCuvS0mdNLp18xse0IP0xWEHrUig56aUkVERBJUYxQREUlQYBQREUlQYBQREUlQYBQREUlQYBQREUlQYBQREUn4fyPeXH93dxwYAAAAAElFTkSuQmCC
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span><span class="n">us_daily_increase</span><span class="p">,</span><span class="s1">&#39;Day-wise plot of Cases - USA&#39;</span><span class="p">,</span><span class="s1">&#39;Number of Cases&#39;</span><span class="p">)</span>
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xusRGeMMdnx2zdbktJqI5Y2mjvirNiZGASOm1qc1MuyZogDXXyAHTvqQiW6k2YkBrrqxk7a040/6EVHXFPezw1Nwyf4W6AzxuSt1fUdPL89ucdk1ED34vaOhPFn+48tYGpZQVZKdF1x5Zermjjyni3Mv2MLd9QkB+yowlWX88cWMqO85+u/Ix79noTVNnWRaqFyK9EZY0wW3PZmc8r02ohfws9tS2yfO87PCXlAKNDVDPJK3a/WdXDmn7fzlecaWbe7i7q2OFc+10BLZ/96MoYD3eTSGPtWJr6G/gamdNXA1kZnjDFDrK1LuXNN6lJQ1C/hcI/LRdOKAZI6o6zd1Uk/Y1CSG1c2ccrSbby0I7HKtLFdMw5zyCTc63JSaYxZFYkrGdQ29y9Yp8uTleiMMWaI/Xn9HurbUrc7Ramm64orz4cD3VQX6MYWxxKq/joValv7P7NIt0c3tvL15xvTTte1pQ+9RbupKjvaEo+bnDLQDW6Jrq4tTnPH8BhLZ4HOGJOXbqtO36ZVG6GjxKqGTnZ39ESciSWxhLa5+aFS3fo9A/s6bWiLc9mTmcf4be5HoGvqVIJxrqQAKgqFWZWJgW5jfwNdhns5XKovLdAZY/LOmsZOHt+U2L4WLG81tCu7eylthMfPHTe1OGE+yAPGJ/a8XL9nYCW6Lz/bkDAVV0zcNYO29GOqrnC15eSSAkQkuUTX7za69McNl+pLC3TGmLzz89VNCc+PnVLE3DHRSzBtXcqdoV6Ox09LDDrhnpfrWvr/dXrf2hb+8NaehLTPHVbJ2XPLEtL6U3UZ7ogyqdTlc+YQV12CBTpjjBkSDW1xfh+qtrzk4MrIJRhV5QvPNCR1BnlXaJB1OND1t0S3o7WLLzzTkJC2YGIRVx45NqEdEGBTvwJdcvscwOxQr8va5r5PxNzQFqexPf0xbw+TsXQW6IwxeeW2N5tpDsyEMqM8xjlzy5iV4os9lRtXNXN7KFCePrOEoycnVlUmB7r+fZ3eUdOS0GmmOAa/PGkCxQXC9PLE4DwYJbruQDe+WKgo7AnOLf2YiLm3GWasRGeMMYOsM678cnXi2LlPHlxJcUG0NqlHNrbyzRcSl93Zb0wBvz55YtJ6bbMqCigr6Elr7BR29mNy56e3JPbs/OIRYzhkgguqM5ICXd/b6MKzonRXXaZsp+tj9WW4fa6yMPEeWaAzxphBtnTdnoQv67IC4eMHlAMwO9TLcENo3Fhrp3Lp3+sTZvkYWyTcccYkJpQkf1XGRNh/gDOkxFV5NjQo/b379rTLTS8LBbo9XX2eDiy5RNdzznDPy74HusTX+87pie2Y4XucKxbojDF548ZViZ1Qzp1fxkT/xd5b6eWOmha27Ens9XjTKRM5cHz61cOrBriKwZuNnQnVlmOLhYPH95yztFCYUNJTSupS2L6nb6W6dFWXkKJDSh9LYOFAF27H3NIS7/ccmoMpK4FOREpF5HkReUVEVorI1T59nog8JyLVInKXiBT79BL/vMZvnxs419d8+hsiclYgfbFPqxGRK7Pxuowxw8dL29uTFkH9zCGVe3/PVHXZFVdueG13wvZPHVzBu2eVZrxm1fiBBbpntyYPSC+IJVb/zQiV6vo6li5cnToxEOgGXHUZCowHjCtkcnFPYFX6Pz5vMGWrRNcGnKaqRwBHAotFZBHwfeDHqloF1AMX+/0vBupVdT7wY78fInIIcC5wKLAYuFFECkSkAPgpsAQ4BDjP72uMGSX+tjmxCvDdM0sSxrqFSy+bWrro8vWUS9fvYW2gvakoBp9dMKbXaw60RPdMaKzeomklSfskdUjZ07fAkalEN/A2usTXO3dMITNKEktww2EB1qwEOnW66xSK/EOB04B7fPqtwDn+97P9c/z208W1BJ8N3Kmqbaq6FqgBFvpHjaq+partwJ1+X2PMKBGudjttZmJprKIollAN2BGHba1xVJUfr0is8vzI/uXsEwoCqYR7XlY39m1dt1QlurDknpeDV3WZ1BO1D0GpM65JnU3mjClgeijQDYd2uqy10fmS13JgG7AMWAM0qGr3XagFZvrfZwIbAPz2RmBSMD10TLp0Y8wosTH0hRouwQHMqkj+Yn98Uxsr6noClACXL6gkivnhQeO7u2iI2EV/U3MX6wOBojgGR09ODnThsXR9r7pM3xlldkX/pwGrbe5KmJNzWlmM8sJYUoluOPS8LOx9l8Ghql3AkSIyHrgPODjVbv5nqpGXmiE9VcBO2wJaXV2dObO9GOjx+cLug2P3YXjcgzV1pQS/CuJ1m6gOTfM1gWKCX3sv1NRy75ZCoOcL/+RJncj2dVRvj3bdfUpK2dTmrtulcMUjG/hGVfIaeGHLthcAPVWVB1V0sWFtTdJ+Bc2FQE8AfH1zPdWVWyPlrS0OTZ3lPedC2bZ+DTv8N2l7HKBn++aWTla/UU1hhCLQ8w0xoKfUPK2wg+rqaqaXJoaVlZui57e/qqqqMm7PWqDrpqoNIvI4sAgYLyKFvtQ2C9jkd6sFZgO1IlIIjAPqAundgsekS0/S203JpLq6ekDH5wu7D47dh+FzD7Y/v4ng/7fHHzSXaaFqvwN3NvBEXc84uxfbx/NiY+LUW984fgZVU5JLVulc1LyL617u6chy/9ZCPnn0dE6YntzeFvSrnQ1AT15OnTOOqqpxSfsdXrwH1tTtfb6nqIKqqjmR8uYmr+4JMpPKCjjwgMT3aurLm9nme3LGESpmzktaqy6Vp95oBnpmdDloaiVVVfsyo25Nwn6NsfLI+R0q2ep1OcWX5BCRMuAMYDXwGPDPfrcLgfv970v9c/z2R9XNTbMUONf3ypwHVAHPAy8AVb4XZzGuw8rSoX9lxpjhoKkjcSqqohhMKUv+egtX1d27NjHInTC9mGP7EOQALj9sTNJCrJ97qoHWzszd6pPa56alvm540PjmPrTRJbXPpRgP2N/JncOTXnev0ZfcRpf7qststdHNAB4TkRW4oLRMVR8Avgp8QURqcG1wN/n9bwIm+fQvAFcCqOpK4G5gFfAX4FJV7fIlwsuAh3EB9G6/rzFmFAi3Le1TXkBMkls6wl/qYVF6WoaVFAg/edf4hLSaXZ388JXdaY6AXe1xXqtP7LgSXqmg20CmAatrSz0rSlB/el6qKo+FVofoLsGG2+g2Nvd9kPtgy0rVpaquAI5Kkf4WrsdkOL0V+HCac10HXJci/UHgwQFn1hgz4oQDXaqOKJA8E0hQ1bhC3j0rc3VjOsdPK+Gfpndw75ae4Qz//epuPnZAOXPHJH/NvrC9PWEGloPGF+4d2B42tSyG0FMpu701TkdcKYr1Pon0+tAUXZNSXKM/69KtrO9ka2DgemWh8A5fEq4ohAklsncgfEfcBc8o1aFDxWZGMcaMeOFSSLqSW7jXZdCnD6lIWQqM6rNzO5geqC7tVHh4Q2vKfZ8JVVuGlwAKKopJUjVsb6W6Tc1dXPZkfdKqCJNTlOhmhnuiRgh0j25MfF0nziihODDvZ3hR2jcacjvEwAKdMWbEi1qim1YWozBFLBtfLJy7f3nyhj6oLIRLDkkclvB6Q+pxdY+EAkWqgeJBfZnc+dmtbRx331Z+V92S1PX84AnJgT65ja73oPRoqNrytJmJ+T8oNG3a6/V9G1842CzQGWNGvKQ2ujSBriAmKbdddGAFFUUD/zo8JBRIXk9RknmjoYOXdySO2zuxlx6a4Xa6dGPpmjri/Nvf6tndkdwmdtbsUs6bnxzMwx10eus80tIZT5rR5bR9EgfnHzQhMdCtznGJLneVpsYYM0iilujAlWCC01IVilvKZzCESzKr6ztQ1YQlfsIrl580o6TXWVhmRKy6/M4/diVVPR4wrpBr3jGWs2aVJi01BH1fweDpLe20BXaZU1nAfmMTz3Hw+HDAtxKdMcYMSF8CXXi5ng/OK4s03VcU+1YWUB6oG21o171j1MBNHn3XmsRAd26KUlZYlPkuX9rezi9WJa7F94kDK3j6nKksnl2WMsiBa7crCZx+V7uyqz191eijmxKrXU+bWZJ07nDAf6OhM6c9Ly3QGWNGNFVNCnSZhhH807yewFJeKHz+8L4PKUgnJpI0pi5Yffn3LW1sCrSvVRQK75+TeYUESG6j2xR6vR1x5fKn6hPa5PatLODad4ylsJfemTER9imP3vPy0Y2J1Zan7pOc/xnlMcYV91y3uTN5XsxsskBnjBnRGtuV5sDg7NICmJhiYHS3M2eVcPtpE/nsgkr+dNakvat5D5aDMlTb/T5Ubfn+OaVURmgbTOqMElqT7qevNbGyPrEd7MfvHB+53THqWLqNzV0JgbtAXNVrmIhwcLhDSg7b6SzQGWNGtPCX8syKgrTVdOC+hN87p4xr3zGOhVP7N24uk6Qehz7Q7e6I88D6xGq/8+ZXRDrn9PL0bXStncr1KxIHp//LfmWcPrP3kmK38CoG6Upf4WEFx04pZnyafyoyBfxss0BnjBnRktvnctvH7qA0PS+XrttDS6DkOauigBNnRJtuLHkasJ7X/NTWNnYFelmOLxauW5g8Z2Ym4TbN8EoQ3R7fFK62TP+PQlLPyxwOMbBAZ4wZ0frSESUbUpXoVDWpt+VH9i+LPEB9Umni+L/GdqWl01Vf/iU0KP2cuWVMKevbPQgPMUhXdfn89sSB7qdkCHTJPS+HedWliJwnIgf73w8UkSdE5FEROWhos2eMMZlFWYcum8I9L+vblFd2dvDklsQgEaW3ZbeYSMoFWFU1afaVs2ZHr7LsFr5nqQLdjtauhCrNQoEjJ6UvkYYD/puNuet5GbVE9x3cMjkAP8StGPAEcONQZMoYY6KKOv1XtqTqefmfL+9K6BF59OQiqsb1rRNMuJ1uc0sXqxs6E8YElhbAyRlKWelEme9y+Y7EqsdDJhRRmmqaGW9qWeKK7i2dmpDXbIpamT1FVbeKSClwAm7pnA5gx5DlzBhjUuiKKw+83UpRDM6aVTrsqi4BDhxfyPKdPYHh4drEtq0P7df36cZcO13POVfXdyTNgHLSjBLKo6yaGpLcRudWHAhWrb68I7FEetTkzIFaRDhofFHCvJ6r6ztSTnI91KJecbuIzAcOA15Q1TYRKSf1it/GGDNkLnuqgTt8e9fFB1UMy0DnutbvSblNgA/OLevzOcOlxB+vaGJqqJS3eHbfzwswpsiNe+te068jDtv3xBMWrv1HqER39OTeO9IcHAp0rzd0smTffmVxQKKG/muBl3DrxP2XTzsdeGUoMmWMMam0dMa5OzCzyE2vNydVhw2HQBfueRn0zunF/ZqJ5fwDKigOfGNvbOlKmDMT3BjB/uqtnW75zsQS3ZG9lOggeYjB6hwNMYgU6FT1FtziqbNUdZlPfg63krcxxmTFpuYuukL9GYLPxxQJ44pz35k83BEj6EPz+rdKwtwxhRnn5FwwsShpPFxfZOp5ubmlK2Fl85ICIg20Dw8xeL0+Nz0v+/KJKAM+JCJf8c8LsUmhjTFZ1NuioMOhNAfJPS+7FQh8YG7fe0V2+9IRYxKm1gpaPKv/54XM69KF2+cOm1gUaeHX8BCDNxs76Ipnv+dl1OEFJwNvAB8FvumTq4CfDVG+jDEmyUgJdKl6XoIbdzY5zUriUUwoifGlNHNz9mdYQVByz8ue0le4ivSoDMMKgqaUFTApMHNKaxesz0HPy6gluv8GPqKqi4HuV/8csDDKwSIyW0QeE5HVIrJSRK7w6d8WkY0istw/3hM45msiUiMib4jIWYH0xT6tRkSuDKTPE5HnRKRaRO4SkWjvhDFmxBgpgQ5cz8uwf5rXv84iQZ88uDJpBYbJpTGOjtBmlklSG10gIC3vY4/LoHB75aoczJASNdDNVdVH/O/d5c52oldddgJfVNWDgUXApSJyiN/2Y1U90j8eBPDbzgUOBRYDN4pIgYgUAD8FlgCHAOcFzvN9f64qoB64OGLejDEjxKY067B1G06BLjypcXEM3jdn4IGutFD45tFjE9LeP6eUgghViZmExx92/1Ohqkk9Lo+K0OOy2yGh+7ByGAe6VcFSlXcG8GqUg1V1s6r+w/++G1gNzMxwyNnAnarapqprgRpc6XEhUKOqb6lqO3AncLa4GVxPA+7xx98KnBPtpRljRoqRVKI7ekpiMDhzVumgdZT58H5lXLGgkrFFwvHTivl5rmK0AAAgAElEQVT6UWN7P6gX6XpdbmjuYmdb4tJCqapl0zlsUmKgW7Fz+Aa6LwK3i8itQJmI/AK4BfhyXy8oInOBo3BVnwCXicgKEblZRCb4tJnAhsBhtT4tXfokoEFVO0Ppxpg8Eg50BaFCzJwB9DocbCdOL947Xm56WYzv9HGi5UxEhKvfMY71H53BQ++Z0ue5LVPZp7wgYWD01j1x2ro0qX3u8ElFfSo9Hj4xFOjqsh/oIn0qVPVZETkc+BhwMy7YLFTV2r5cTEQqgT8Cn1PVXSLyM9wYPfU/fwR8gtQD0ZXUgVkz7J9SdXV1X7I96MfnC7sPjt2H7N2DDbvLCP65//ucdv5nnSs5zSmLM2X321Q3ZSUrKYXvw9dnwSVTYWIRdGxponpLjjIW0aTiUna093zNPr1qDY9uKQR6gtW8gmaqqxsynid4HwrjUEAZXf5929DUxUurqxk7iP+TVFVVZdwe+VKqugn4AYCIlAF96jojIkW4IHe7qt7rz7k1sP1XwAP+aS0wO3D4LGCT/z1V+g5gvIgU+lJdcP8kvd2UTKqrqwd0fL6w++DYfcjePWjuiLPryc17nxcKXH3KXN67rZ01uzr5wNwyxkRcaHQopLsPI+nTMfeNbezY3lPiKpoym3UbdwM9U5idOn8qVfunHwuY6j4cuHorqwJj6JrH78sxKRZsHSpRhxf8UEQW+t/fi5vguUFE3h/xeMHNqrJaVa8PpM8I7PZB4DX/+1LgXBEpEZF5uM/K88ALQJXvYVmM67CyVFUVeAw3ByfAhcD9UfJmjBkZNoc6osyoKCAmwqJpJXy0qiKnQS5fhNvp3t7dmTQjSpSpv8LC1ZevZrn6Muon46P0BKFv4aowPwB8N+Lx7wLOB04LDSX4gYi8KiIrgFOBzwOo6krgbmAV8BfgUlXt8qW1y4CHcR1a7vb7AnwV+IKI1ODa7G6KmDdjzAiQNKdl+fDpeJIvZoUGjS9d37p3/kuAccXCvLF9v++HhcbdrQgFz6EWteqyXFVbRGQSsJ+q/hFAROZEOVhVnyR1O9qDGY65DrguRfqDqY5T1beIOK7PGDPyDMfJm/NN+J6G17o7fWZp5MVig5JKdDvdYrTbW+NMHYSONL2JGujeFJGPAvOBZQAiMpl003MbY8wgCwe6/kyMbDILj6UL9+hb0s/ZVw4LBbo3Gjt5fls7Sx7awan7lPCR/ct5776lVAxR9XPUQPfvwE9wg8S7B2KfBfx1KDJljDFh4cHiVqIbfJkWrS0QeHc/59McXxJj38qCvStNdCl8+6VdxBUe2djGIxvbeP+cUn572qR+nb83UYcXvAC8M5R2O3D7UGTKGGPCkkp01kY36MLzXQa9c1ox40v6X+I6fGJRwpJKwXXqYHCmR0sn8vAC38vxQGAygfY2VX10CPJljDEJwoEuU+nD9M/k0hjFMWiPJ29bsu/AAtFhk4p44O3WlNvGFku/F42NIlKgE5ETgD8AJcBYYBcwBjdwfL8hy50xxnjWRjf0YiLMrChg7e7kYdL9bZ/rFu6QEvTBuWWUpVjWaLBELYf+GPiBqk4Edvuf1wI3DlnOjDHGa+6I0xDo5l4oMKXUxs0NhVRtnwePL2TeAKcyOTzD0j7nzu/fYrRRRf2kHIDrjBL0Pfy4N2OMGUqpBosPdLZ+k1qqKuEl+w6sNAewT3mMiSna+OZUFrBo6tCuqhY10DXiqiwBNvulcSYA6dd1N8aYQWKDxbMnPGgcYMkgtJ+JCIdPSq6+/Mj8cqQfY/P6ImqguxfoXhT1Jtx0Wy/h2u2MMWZI2WDx7An3vJxSGuOYKQNb1LVbqna6czPMmzlYog4v+Fzg9x+JyHO4zigPD1XGjDGmm3VEyZ53hNbR++C8sn7NhpLKEaES3XFTi9lvMJcxSCNjiU5EykRkQTjdT+m1ARjailVjjMEGi2fToROL+NYxY5leFuOsWSV885iBL+ra7X1zypg3xr13BcKgnjuT3kLpV4DxpO50chHQgOt9aYwxQ8YGi2fXFw4fwxcOHzPo5y0pEJ48eyqPbGzjkAmFzB83OFWivemtje4jwA/TbLseOG9ws2OMMcmsjS5/VBTF+MDcsqwFOeg90M1U1Y2pNvj0mYOfJWOMSWSBzgxEb4GuWURmp9ogIvsCLYOfJWOM6WGDxc1A9fZpeZD0i6teC/x5cLNjjDGJbLC4GajeOqN8A3hGRF7BjaXbDMwAPogbQP7ODMcaY8yArdttg8XNwGQMdKq6RUSOBr4ILAYmATuB/wdcr6r1Q59FY8xods9biS0kA51z0Yw+vX5ifDD7hn8YY0zW1LfFuW/dnoS0D84duuVcTH7KSouuiMwWkcdEZLWIrBSRK3z6RBFZJiLV/ucEny4icoOI1IjICl+q7D7XhX7/ahG5MJB+jIi86o+5QYZ68jRjzJD7fU0LbYGay9mVBZw+syR3GTIjUra6LnUCX1TVg4FFwKV+YugrgUdUtQp4xD8HWAJU+cclwM/ABUbgKuA4YCFwVXdw9PtcEjhucRZelzFmiKgqv3m9OSHtogMrrCOK6bOsVHar6mZcRxZUdbeIrMaNwTsbOMXvdivwOPBVn36bqirwrIiMF5EZft9lqloHICLLgMUi8jgwVlWf8em3AecAD2Xj9RljBm5rSxffW76Lxnblo1XlFMWEml2de7cXCnysaugnADb5J22gE5FnVXWR//0qVb16MC4oInOBo4DngGk+CKKqm0Vkqt9tJm4uzW61Pi1Tem2K9JSqq6sH9BoGeny+sPvg2H0YnHvwpVXF/K3OfSXdu3YP4woV6Cm9nTKpk8bat2gc8JWGjn0WnGzfh6qqqozbM5XoDhCRUlVtxfW6HHCgE5FK4I/A51R1V4ZmtFQbtB/pKfV2UzKprq4e0PH5wu6DY/dhcO7BztYu/v7UloS0xs7EP+vLj51O1Yzh2z5nnwVnON6HTIHufuBNEVkHlInIE6l2UtWTolxIRIpwQe52Vb3XJ28VkRm+NDcD2ObTa4HgjCyzgE0+/ZRQ+uM+fVaK/Y0xI8Bfa9uIp/3XFOaPLeTE6bZYiumftIFOVS8SkROAucA7cAuu9ovvAXkTsFpVrw9sWgpcCHzP/7w/kH6ZiNyJ63jS6IPhw8B3Ax1QzgS+pqp1IrJbRBbhqkQvAP6nv/k1xmTXQ2/vybj9ooMqhnwVapO/ehsw/iTwpIgUq+qtA7jOu4DzgVdFZLlP+zouwN0tIhcDbwMf9tsexK1oXoObT/Min586EbkWeMHvd013xxTgM8AtQBmuE4p1RDFmBGjrUh7d2JaQ9tkFlfy+uoWdbXEWTS3m4gMrcpQ7kw+irjB+s4icigtWM4GNwO9U9dGIxz9J6nY0gNNT7K/ApenyAtycIv1FIGmRWGPM8PbkljaaOnvqLaeVxbj62LFcdcxYapu7mFNZYKU5MyCRxtGJyL8BdwFb6Jnz8vci8skhzJsxZhT4y9utCc8Xzy4lJkJhTJg7ptCCnBmwqOPovgK8W1Vf6U4QkbtwnUt+NRQZM8bkP1XloQ3Jgc6YwRQ10E0CVoXS3gAmDm52jDH5rjOubGjqYlp5jDW7uqgNLKpaViCcvM/wHUJgRqaoge5J4HoR+aqqtohIBfCfwNNDlzVjTL5p6oiz5MEdvFrXQUWhsF9oJYKT9ymhvNAWVTWDK+on6tPA4UCjiGwFGoAjgE8NVcaMMfnn3rV7eLWuA4DmTt37e7clVm1phkDUXpebgZNFZBawD7BJVWt7OcwYYxLUNHZm3H6WBTozBPo0qbMPbhbgjDH9sqWlK+2246YWM91WDzdDwCrDjTFZszkU6BZMLKI4BnMqC/j+ceNylCuT72xNemNM1mzdE094/vMTJ3DohEIUiNl4OTNEei3RiUhMRE4TEZtR1RgzIOGqyxnlMUTEgpwZUr0GOlWNA/eransW8mOMyVPNHXF2dfRM9VUUg4kl1npihl7UT9kTfmUAY4zpl3C15bQym8PSZEfUNrr1wEMicj9uhe+9/5ap6reGImPGmPwS7ogyvdxKcyY7oga6MuBP/vdZmXY0xphUtoYDXZkNJTDZEXXA+EVDnRFjTH7bHKq6nGFj5kyWRB5eICIHA/8MTFPVy0TkQKBEVVcMWe6MMXkjXKKbZoHOZEnU9eg+DDyBW3T1Ap88Brh+iPJljMkz4aEF1kZnsiXqJ+0a3Hp0nwa6P62v4CZ2NsaYXiV1RrE2OpMlUQPdVFxgg54elxr4PSMRuVlEtonIa4G0b4vIRhFZ7h/vCWz7mojUiMgbInJWIH2xT6sRkSsD6fNE5DkRqRaRu2xwuzHDT3h4gc1rabIlaqB7CTg/lHYu8HzE428BFqdI/7GqHukfDwKIyCH+3If6Y24UkQIRKQB+CiwBDgHO8/sCfN+fqwqoBy6OmC9jTJZY1aXJlaiftMuB74jI34AKEXkYuBb4fJSDVfUJoC7itc4G7lTVNlVdC9QAC/2jRlXf8rO03AmcLW7E6WnAPf74W4FzIl7LGJMFNiuKyaWowwteF5GDgPcBD+AGjT+gqk0DvP5lInIB8CLwRVWtx3V4eTawT61Pw183mH4cMAloUNXOFPunVF1dPaBMD/T4fGH3wbH70Ps92LBHcMNxnUlFcdbU1AxxrrLPPgtOtu9DVVVVxu2RhxeoaouIPAWsxS28OtAg9zNcqVD9zx8BnwBSzQmkpC59aob90+rtpmRSXV09oOPzhd0Hx+5DtHuwbUsbsGPv81ljS6iqmj3EOcsu+yw4w/E+RB1esK+I/B1YB/wZWCciT4rInP5eWFW3qmqXnzT6V7iqSXAlsuBfwCxgU4b0HcB4ESkMpRtjhgmbFcXkUtRK8ltxHVLGq+pUYALwgk/vFxGZEXj6QaC7R+ZS4FwRKRGReUAVrtPLC0CV72FZjOuwslRVFXgMN5gd4ELg/v7myxgz+MKzoliPS5NNUasujwHOVNUOAFVtEpGvAjujHCwidwCnAJNFpBa4CjhFRI7EVTOuAz7lz71SRO4GVgGdwKWq2uXPcxnwMFAA3KyqK/0lvgrcKSLfAV4Gbor4uowxWZBUorNAZ7IoaqB7Fle1+FQg7VjgmSgHq+p5KZLTBiNVvQ64LkX6g8CDKdLfoqfq0xgzzISHFkwrsx6XJnvSBjoRuSbwdA3woIj8GdfzcTbwHuD3Q5s9Y0w+CM+KYhM6m2zKVKILd4m61/+cCrQB9wGlQ5EpY0x+sVlRTC6lDXS2NI8xZrDYrCgml/qyTE85MB+oDKar6tODnSljTP6wWVFMrkUKdH72kv8F2oE9gU0K7DsE+TLG5IlwteW0sgJikmqeB2OGRtQS3Q+AD6nqsqHMjDEm/yQtz2PVlibLon7i2oHHhzAfxpg8lbSyuM2KYrIsaqD7JnC9iEweyswYY/JPeFYUG1pgsi1qoHsT+ACwVUS6/CMuIl29HWiMGd1sVhSTa1Hb6H4L3AbcRWJnFGOMychmRTG5FjXQTQK+5SdQNsaYyGp2dSY8txKdybao/1r9Bjh/KDNijMk/da1dvLyjIyHtsIlFOcqNGa2ilugW4lYD/w9ga3CDqp406LkyxuSFxza1JayCvGBikZXoTNZFDXS/8g9jjInskY1tCc/PmFmSo5yY0SxSoFPVfi+waowZnVSVRza2JqSdNtPmgTfZF3UKsE+k26aqNw9edowx+eK1+s6E6b8qCoVFU4tzmCMzWkWtugx3RJkO7I9biNUCnTGGjrjyj+3tzBlTyPTyAh4NleZOmlFCcYHNcWmyL2rV5anhNF/KO3jQc2SMGXE648pZf97OP3Z0UFEo/PKkCfxfbWKgO93a50yODGTk5i3AxVF2FJGbRWSbiLwWSJsoIstEpNr/nODTRURuEJEaEVkhIkcHjrnQ718tIhcG0o8RkVf9MTeI2NToxmTTX2tb+YcfRtDcqVz8tzqe2dqesM8Zs6x9zuRGpEAnIrHQoxK4BGiIeJ1bgMWhtCuBR1S1CnjEPwdYAlT5xyXAz3weJgJXAcfhhjtc1R0c/T6XBI4LX8sYM4Re3J4Y1Fq7oDMwrmD/sQXMHRN5+UtjBlXUEl0n0BF4NAJfBz4T5WBVfQKoCyWfDXT35rwVOCeQfps6zwLjRWQGcBawTFXrVLUeWAYs9tvGquozfuaW2wLnMsZkwUvbOzJut96WJpei/os1L/S8WVV3DPDa01R1M4CqbhaRqT59JrAhsF+tT8uUXpsi3RiTBXGFl3e2Z9znDAt0JoeidkZZP9QZCUjVvqb9SE+rurq6H9kavOPzhd0HZ7Tfhw2twq729H9yRaLMaN7AaLhNo/2z0C3b96Gqqirj9oyBTkQeI3PQUFU9vR/5ArfkzwxfmpsBbPPptcDswH6zgE0+/ZRQ+uM+fVaK/dPq7aZkUl1dPaDj84XdB8fuAzz01FsJz0+cXszE0hj3r3O9Li9dMIbDD5qV6tC8Yp8FZzjeh95KdL9Lkz4TuBwoH8C1lwIXAt/zP+8PpF8mInfiOp40+mD4MPDdQAeUM4GvqWqdiOwWkUXAc8AFwP8MIF/GmD5YuTuxqX/h1GK+cfRYntzSTlEMjrNB4ibHMgY6Vb0p+FxEJgFfAz6JW5vumigXEZE7cKWxySJSi+s9+T3gbhG5GHgb+LDf/UHgPUAN0AJc5PNSJyLXAi/4/a5R1e4OLp/B9ewsAx7yD2NMFqxqSgx0R00uRkQ4cYaNmzPDQ9QpwMYCXwYuAx4AjlbVNVEvoqrnpdmUVO3pe05emuY8N5NiJhZVfRFYEDU/xpjB0RFX3mxODHRHT7YSnBleMg4vEJEyEfka8BZuFpQTVPX8vgQ5Y0z+WlXfQVu8pz/Y9LIY+1TYMjxmeOmtRLcWKAB+ALwITBORacEdVPXRIcqbMWaYCy+qevQUK82Z4ae3QNeK63WZbmC4AvsNao6MMSPGP3Ykjp+zakszHPXWGWVulvJhjBmB/hEu0U0uylFOjElvIJM6G2NGsZbOOKvrEwPdUVaiM8OQBTpjTL+s2NlBV2A6if3GFDChxL5SzPBjn0pjTL8kVVtaRxQzTFmgM8b0maryh7daEtKs2tIMVxbojDF99vTW9qShBYttYVUzTFmgM8b02U9XNiU8Xzy7lP3H2cKqZniyQGeM6ZM1jZ089HZrQtqlh1bmKDfG9M4CnTGmT36+qilh7a4DK+KcMN3a58zwZYHOGBNZfVuc22sSO6F8dGYHIqnWPzZmeLBAZ4yJ7DdvNNPS2VOe26c8xhmTu3KYI2N6Z4HOGJMkrsqWli7i2hPUXm/o4Iev7E7Y75KDKymybxEzzNlH1BiToKkjzll/3s5Bd21h4b3beHZrG80dcT7+WF1Caa6yUPj4gRU5zKkx0Vh/YGNMgvvW7uGF7W6MXM2uTt770A4WTCzi9YbOhP2+e9w4xpfE2J6LTBrTB1aiM8YkWBmaqLlL4ZWdiWkf2b+M86vKs5ktY/ot54FORNaJyKsislxEXvRpE0VkmYhU+58TfLqIyA0iUiMiK0Tk6MB5LvT7V4vIhbl6PcaMdOt3Z+5ccuC4Qq4/frz1tDQjRs4DnXeqqh6pqsf651cCj6hqFfCIfw6wBKjyj0uAn4ELjMBVwHHAQuCq7uBojOmb9bs7024rKxB+c+pEKqwHihlBhuun9WzgVv/7rcA5gfTb1HkWGC8iM4CzgGWqWqeq9cAyYHG2M23MSKeqrG9KLNG9yw8GLymAn504gUMm2OKqZmQZDp1RFPiriCjwC1X9JTBNVTcDqOpmEZnq950JbAgcW+vT0qUbY/pgZ1uc5kDPyopC4YHFk1m3u4txxcLE0oIc5s6Y/hkOge5dqrrJB7NlIvJ6hn1TNQpohvSUqqur+5jFwT0+X9h9cPLpPry2Owb0rEIwvbiLmpoaAHb6Ryr5dA8Gwu6Dk+37UFVVlXF7zgOdqm7yP7eJyH24NratIjLDl+ZmANv87rXA7MDhs4BNPv2UUPrj6a7Z203JpLq6ekDH5wu7D06+3YcVb7UA9XufHzCpnKqq2ekPIP/uQX/ZfXCG433IaRudiFSIyJju34EzgdeApUB3z8kLgfv970uBC3zvy0VAo6/ifBg4U0Qm+E4oZ/o0Y0wfrAv1uJwzxqoqzciX6xLdNOA+3025EPi9qv5FRF4A7haRi4G3gQ/7/R8E3gPUAC3ARQCqWici1wIv+P2uUdW67L0MY/LD+qbEHpdzx+T6K8KYgcvpp1hV3wKOSJG+Ezg9RboCl6Y5183AzYOdR2NGk6QSXaWV6MzIN1yHFxhjciA8hm6OlehMHrBAZ4wBoDOu1DZbic7kHwt0xhgAapu76AoMyplSGrMZUExesE+xMQZIrracaz0uTZ6wQGeMAUia+sva50y+sEBnjAFgXbhEV2mBzuQHC3TGGCB5eZ59rerS5AkLdMYYIEWJzqouTZ6wQGeMAVK00dnQApMnLNAZY2jqiLOjNb73eYHAzAoLdCY/WN2EMaOUqvLM1nYKY1BemPg/7+zKAgpjqVa/MmbksUBnzCjUGVcueaKee9fuAZKrKedYj0uTR6zq0phRRlX5/NMNe4McJLfP2WBxk08s0Bkzylzz0i5+W92ScR8bLG7yiX2ajRkl4qpcv6KJH7/a1Ou+c63HpckjVqIzZhR4eUc7735gO9/5x66E9EklMT53WCWFgX4nhQLHTi3Ocg6NGTpWojMmT6kqz21r59Y3W7izpgUNba8sFO45cxJHTS7m7LllfOcfu6hu7OSKwyrZ1zqjmDxin2ZjRri4KtWNnSzf2cGO1ji72+M0tMdZVtvKml1dKY+pLBRuP30iR012JbejJhfzxzMnZzPbxmSNBTpjhrE1jZ3c9VYL21q6mFxWwNTSGKWFwrY9cba2dLF2dycvbm+noT1cXkvvA3NKuW7hOGZbqc2MEnn1SReRxcBPgALg16r6vRxnyZgkcXUreVc3drKrPU5ZoVBWEKOiSJhUEmNyWYz6tjj/tXw3v69pSVgMdSDmjy3kB4vGcdrM0sE5oTEjRN4EOhEpAH4KvBuoBV4QkaWqumowr3PXpkLqtjcggcZ7DX0RdW+Lq6IKCohPj4kQZb4J9efVpJYVfw1k73VU/bX8tlgfrhNV97m7X2tjYxHjAvchfA/Avd7BzkP4nnS/yuC1OuPK7g6lsT3O7g6lOAbjimOMLY5RUgBxhS7/vsTovl+B6yjECeznX5z4F9vepbR2Ke1dSnNLCWPW7UBEUFU64tARV9q6oLE9TmN7nKYOpbhAKC8UimOwZU+cls5Bil69KI7Bkn1LOW9+OWfMLLXZTsyolDeBDlgI1KjqWwAicidwNjCoge7JugKebWgezFOOUEWwxe4DFEB9W++7dSp1EXbrr7HFwrGTi6kaV8iY4hhjioTp5QWcOauUCSXWudqMbvkU6GYCGwLPa4HjUu1YXV09gMuUDOBYY/pu37I4Z0/rpKVLqOuA1i5hUrEyuViZUqzsXx5nXrkSk9A/HnHY8TbsyEIeB/Y3lT/sPjjZvg9VVVUZt+dToEtVJ5Oyfqi3m5LRa2/3/1hjvHHFwoHjiphWHqOtS2nuVJo6lJ2tcba3dtHWBQeOK+Tywyr5yP7lw7rKsbq6emB/U3nC7oMzHO9DPgW6WmB24PksYNNgX+Rf9ungnw+aCPS0vQFJbVWKb/vxbWmu3UeJ96FpprtdL9zapmjSdSSwlwJdqRrNBij4Wrdt286UKVP2Xq87r3vzqGn+yxiEPHTfk+62uvC1YgJjimKMK45RWSS0dymN7cqujjgdcSWGUBCozXNtcZpwn7vb7dx76NsH/baSmFBS4B6bN21k+j770BWHghgUilAUg+ICce2CRUJlUYxOVfZ0usf4khhTSmN72/zCVJX2OJQUDN/gZsxIkk+B7gWgSkTmARuBc4F/HeyLnDgxTlVV5WCfdsSpLths9wGobo1TNbtsUM8pIpTYDFzGDJq8CXSq2ikilwEP44YX3KyqK3OcLWOMMTmWN4EOQFUfBB7MdT6MMcYMH9bv2BhjTF6zQGeMMSavWaAzxhiT10SHoBv6cNTY2Dg6Xqgxxoxi48aNSxqXYyU6Y4wxec0CnTHGmLw2aqoujTHGjE5WojPGGJPXLND1gYgsFpE3RKRGRK7MdX6yQURmi8hjIrJaRFaKyBU+faKILBORav9zQq7zmg0iUiAiL4vIA/75PBF5zt+Hu0SkONd5HGoiMl5E7hGR1/3n4vjR9nkQkc/7v4fXROQOESkdLZ8FEblZRLaJyGuBtJTvvzg3+O/MFSJydC7ybIEuosDCrkuAQ4DzROSQ3OYqKzqBL6rqwcAi4FL/uq8EHlHVKuAR/3w0uAJYHXj+feDH/j7UAxfnJFfZ9RPgL6p6EHAE7n6Mms+DiMwELgeOVdUFuCkHz2X0fBZuARaH0tK9/0uAKv+4BPhZlvKYwAJddHsXdlXVdqB7Yde8pqqbVfUf/vfduC+1mbjXfqvf7VbgnNzkMHtEZBbwXuDX/rkApwH3+F3y/j6IyFjgJOAmAFVtV9UGRt/noRAoE5FCoBzYzCj5LKjqE0BdKDnd+382cJs6zwLjRWRGdnLawwJddKkWdp2Zo7zkhIjMBY4CngOmqepmcMEQmJq7nGXNfwNfAeL++SSgQVU7/fPR8JnYD9gO/MZX4f5aRCoYRZ8HVd0I/BB4GxfgGoGXGH2fhaB07/+w+N60QBdd5IVd85GIVAJ/BD6nqrtynZ9sE5H3AdtU9aVgcopd8/0zUQgcDfxMVY8CmsnjaspUfPvT2cA8YB+gAldFF5bvn4UohsXfiAW66LKysOtwJCJFuCB3u6re65O3dldB+J/bcpW/LHkX8AERWYertj4NV8Ib76uvYHR8JmqBWlV9zj+/Bxf4RtPn4QxgrapuV9UO4F7gnYy+z0JQuvd/WHxvWqCLbu/Crr431bnA0hznacj5dqibgNWqen1g01LgQv/7hcD92c5bNjWJzVQAAAeaSURBVKnq11R1lqrOxb33j6rqR4HHgH/2u42G+7AF2CAiB/qk04FVjK7Pw9vAIhEp938f3fdgVH0WQtK9/0uBC3zvy0VAY3cVZzbZgPE+EJH34P6L717Y9bocZ2nIicgJwN+BV+lpm/o6rp3ubmBf3B/+h1U13ECdl0TkFOBLqvo+EdkPV8KbCLwMfExV23KZv6EmIkfiOuQUA28BF+H+aR41nwcRuRr4CK5X8svAv+HanvL+syAidwCnAJOBrcBVwJ9I8f77fwT+F9dLswW4SFVfzHqeLdAZY4zJZ1Z1aYwxJq9ZoDPGGJPXLNAZY4zJaxbojDHG5DULdMYYY/KaBTpjhpCInCgib+Q6H8aMZhbozIglIutEZI+I7BaRBhF5WkQ+LSJZ/VyLyKEi8lcRqff5eMmPuURV/66qB/Z2jkHOz8dF5MkhOG+JiNwkIuv9PX9ZRJYEti/yS7TUich2EflD1Al8RWSqX+5mk4g0ishTInJcaJ9/9dduFpE/icjEKPny+5wublmhFnHLTs0ZjHtiRgYLdGake7+qjgHmAN8DvoqfWT+L/h+wDJiGm8z2ciAf5wMtxE3QezIwDvgmcLef7BtgAvBLYC7u/dgN/CbiuStxsw8dgxtwfSvwZz/HKiJyKPAL4HzcfW4BboySLxGZjJum65v+3C8Cd/XlhZsRTlXtYY8R+QDWAWeE0hbiZnBZ4J+/FzdLxS7cl+G3A/v+Gfhs6PgVuCVGBPgxbs6+Rp++IEUeJuMmqR2fJo+n4OaGDOb5S/58jbgv3NLA9rOB5T6/a4DFPn0cLoBvBjYC3wEK0lzz48CTgedX+nPtxk1V9cHwvrjZ+OuBtcCSPrwHK4APpdl2NLB7AO/vLuAY//t3gd8Htu0PtANjessXbh20pwPbKoA9wEG5/gzbIzsPK9GZvKKqz+Mmkj3RJzUDFwDjcUHvMyLSvVbWrcDHuo8VkSNw0zg9CJyJW3ftAH/sR4CdKS65E6gBfici54jItAjZ/BfclEjzgMNxwQYRWQjcBnzZX/MkXGDszmsnMB+3VNKZuGmnoliDux/jgKt9XoNViscBb+CC9g+Am/zUTRn513oAsDLNLidl2NbbuY/ETTFW45MOBV7p3q6qa3CB7oAI+Qof24y7J4f2J29m5LFAZ/LRJlwVFar6uKq+qqpxVV0B3IGr4gI38WyViFT55+cDd6lbWLcDGAMchJsqb7WmmIxWVRU4FReQfgRsFpEnAudM5QZV3aRuLsj/Bxzp0y/GzaG6zOd3o6q+7r+4l+CWSGpW1W240ua5UW6Gqv7BXy+uqncB1biSb7f1qvorVe3CBdQZuOrBtPyKFrcDt6rq6ym2Hw58Cxe0+8Qv7vpb4GpVbfTJlbgScFAj7j3qLV+RjjX5ywKdyUcz8Ssgi8hxvvPBdhFpBD6NK7mgbsLdu4GP+Q4s5+G+YFHVR3GT0f4UtwTJL/0XcBJVrVXVy1R1f1zbVDOuZJbOlsDvLbgvYnDLmaxJsf8coAgXRBtEpAHXXhVpcVMRuUBElgeOXYC/B+H8qGqL/7WSNPy9+i2uRHVZiu3zgYeAK1T171HyGDi2DBf8n1XV/wxsagLC938srjq2t3z1eqzJbxboTF4RkXfgAl13r8Pf45YKma2q44Cfk7gY5K3AR3FLrbSo6jPdG1T1BlU9BlfFdQARSiequgEXHBf0I/sbcG1PqdLbgMmqOt4/xqpqr1Vvvnfhr3Bf/JNUdTzwGqkXxOxVYNmmabg2sI4U1/s/4FpV/W0fz12CmwV/I/Cp0OaVwBGBfff7/+3du2sUURTH8e8v+MKQgHWwUQsFtxRBFMFCm4hCOoVgRBQs/AcExYCd2vlobDQBC9HCLohiIVr7BCvtlIDxETAI5licGxmWNZsEcdnZ3we22bl39sxscbjnnmGAtcC7JcTVPLefvM8rKqta93Gis1qQNKh8C/gdYCIiXpZDA8DniJgre2BHqvNKYpsny463K+fbUVaDq8kV2hzwq8XvbpB0QdIWSX2lw+848HwFl3ETGCut8H2ShiRtLSXTKeByuc4+SZsl7W1zPsjGiwCmS7xjrCwJL7gObCO7XX9UD0gaAh4BVyPiRvPE8tjD+1YnLff5LtkkMhoR801DJoGDyucS+4Fx4F5ELKzK/hoXcB/YLmlE0jqypPqiVcnV6smJzrrdA0nfyVXPWeAK+X60BaeB8TLmHFmqbHYLaAATle8GyZXQDPCBbDq51GLuT7Kd/iHZJfiKXH0dW+6FlEaaMXL/7SvwhCxbQjbUrCG7JmfIpLDYM2pRzvmGTOLPyHeHNYCny40N/qzWTpF7ih8lzZbP0TLkBLAJOF85Nls5xcZFfnsXMEw22XypzN9TruM1WXaeJDthB8j/tm1cETENjAAXyXu3kyXub1o9+H101vMkjQInI2J3p2P5FySdAfZFxOG2g/8jSVPkvt3bTsdivWVVpwMw6yRJ68mVwbV2Y7tBKc0dAh53OpZmEbG/0zFYb3Lp0nqWpAPk3tUnsmmlq0lqkB2U38iOUTPDpUszM6s5r+jMzKzWnOjMzKzWnOjMzKzWnOjMzKzWnOjMzKzWnOjMzKzWfgMJmzmUkghM/QAAAABJRU5ErkJggg==
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span><span class="n">us_daily_death</span><span class="p">,</span><span class="s1">&#39;Day-wise plot of Deaths - USA&#39;</span><span class="p">,</span><span class="s1">&#39;Number of Cases&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_stats</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span><span class="n">us_daily_recovery</span><span class="p">,</span><span class="s1">&#39;Day-wise plot of Recoveries - USA&#39;</span><span class="p">,</span><span class="s1">&#39;Number of Cases&#39;</span><span class="p">)</span>
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<p><strong>State wise COVID-19 cases analysis</strong></p>

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<p>As we obtained and visualized the data of world and the US, the following cells are for plotting the region wise data</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">states</span> <span class="o">=</span>  <span class="nb">list</span><span class="p">(</span><span class="n">latest_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">latest_data</span><span class="p">[</span><span class="s1">&#39;Country_Region&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;US&#39;</span><span class="p">,</span><span class="s1">&#39;Province_State&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">states_confirmed_cases</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">states_death_cases</span> <span class="o">=</span> <span class="p">[]</span> 
<span class="n">states_recovery_cases</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">states_mortality_rate</span> <span class="o">=</span> <span class="p">[]</span> 

<span class="n">no_cases</span> <span class="o">=</span> <span class="p">[]</span> 
<span class="k">for</span> <span class="n">state</span> <span class="ow">in</span> <span class="n">states</span><span class="p">:</span>
    <span class="n">cases</span> <span class="o">=</span> <span class="n">latest_data</span><span class="p">[</span><span class="n">latest_data</span><span class="p">[</span><span class="s1">&#39;Province_State&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">state</span><span class="p">][</span><span class="s1">&#39;Confirmed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
    <span class="k">if</span> <span class="n">cases</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
        <span class="n">states_confirmed_cases</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">cases</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">no_cases</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">state</span><span class="p">)</span>
 
<span class="c1"># removing the areas with zero cases</span>
<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">no_cases</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">area</span> <span class="ow">in</span> <span class="n">no_cases</span><span class="p">:</span>
        <span class="n">states</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">area</span><span class="p">)</span>
    
<span class="n">states</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">states</span><span class="p">,</span> <span class="n">states_confirmed_cases</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="n">operator</span><span class="o">.</span><span class="n">itemgetter</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">states</span><span class="p">)):</span>
    <span class="n">states_confirmed_cases</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">latest_data</span><span class="p">[</span><span class="n">latest_data</span><span class="p">[</span><span class="s1">&#39;Province_State&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">states</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="s1">&#39;Confirmed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
    <span class="n">states_death_cases</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">latest_data</span><span class="p">[</span><span class="n">latest_data</span><span class="p">[</span><span class="s1">&#39;Province_State&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">states</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="s1">&#39;Deaths&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
    <span class="n">states_recovery_cases</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">latest_data</span><span class="p">[</span><span class="n">latest_data</span><span class="p">[</span><span class="s1">&#39;Province_State&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">states</span><span class="p">[</span><span class="n">i</span><span class="p">]][</span><span class="s1">&#39;Recovered&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
    <span class="n">states_mortality_rate</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">states_death_cases</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">/</span><span class="n">states_confirmed_cases</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># number of cases per US state</span>
<span class="n">state_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s1">&#39;State&#39;</span><span class="p">:</span> <span class="n">states</span><span class="p">,</span> <span class="s1">&#39;Number of Confirmed Cases&#39;</span><span class="p">:</span> <span class="n">states_confirmed_cases</span><span class="p">,</span><span class="s1">&#39;Number of Deaths&#39;</span><span class="p">:</span> <span class="n">states_death_cases</span><span class="p">,</span> <span class="s1">&#39;Mortality Rate&#39;</span><span class="p">:</span> <span class="n">states_mortality_rate</span><span class="p">})</span>

<span class="c1"># number of cases per country/region</span>
<span class="n">state_df</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">background_gradient</span><span class="p">(</span><span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;Oranges&#39;</span><span class="p">)</span>
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<table id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002" > 
<thead>    <tr> 
        <th class="blank level0" ></th> 
        <th class="col_heading level0 col0" >State</th> 
        <th class="col_heading level0 col1" >Number of Confirmed Cases</th> 
        <th class="col_heading level0 col2" >Number of Deaths</th> 
        <th class="col_heading level0 col3" >Mortality Rate</th> 
    </tr></thead> 
<tbody>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row0" class="row_heading level0 row0" >0</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row0_col0" class="data row0 col0" >New York</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row0_col1" class="data row0 col1" >304372</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row0_col2" class="data row0 col2" >23587</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row0_col3" class="data row0 col3" >0.077494</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row1" class="row_heading level0 row1" >1</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row1_col0" class="data row1 col0" >New Jersey</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row1_col1" class="data row1 col1" >118652</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row1_col2" class="data row1 col2" >7228</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row1_col3" class="data row1 col3" >0.0609176</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row2" class="row_heading level0 row2" >2</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row2_col0" class="data row2 col0" >Massachusetts</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row2_col1" class="data row2 col1" >62205</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row2_col2" class="data row2 col2" >3562</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row2_col3" class="data row2 col3" >0.0572623</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row3" class="row_heading level0 row3" >3</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row3_col0" class="data row3 col0" >Illinois</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row3_col1" class="data row3 col1" >52918</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row3_col2" class="data row3 col2" >2355</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row3_col3" class="data row3 col3" >0.0445028</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row4" class="row_heading level0 row4" >4</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row4_col0" class="data row4 col0" >California</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row4_col1" class="data row4 col1" >50130</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row4_col2" class="data row4 col2" >2031</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row4_col3" class="data row4 col3" >0.0405147</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row5" class="row_heading level0 row5" >5</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row5_col0" class="data row5 col0" >Pennsylvania</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row5_col1" class="data row5 col1" >47971</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row5_col2" class="data row5 col2" >2475</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row5_col3" class="data row5 col3" >0.0515937</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row6" class="row_heading level0 row6" >6</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row6_col0" class="data row6 col0" >Michigan</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row6_col1" class="data row6 col1" >41379</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row6_col2" class="data row6 col2" >3789</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row6_col3" class="data row6 col3" >0.0915682</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row7" class="row_heading level0 row7" >7</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row7_col0" class="data row7 col0" >Florida</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row7_col1" class="data row7 col1" >33690</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row7_col2" class="data row7 col2" >1268</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row7_col3" class="data row7 col3" >0.0376373</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row8" class="row_heading level0 row8" >8</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row8_col0" class="data row8 col0" >Texas</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row8_col1" class="data row8 col1" >28727</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row8_col2" class="data row8 col2" >812</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row8_col3" class="data row8 col3" >0.0282661</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row9" class="row_heading level0 row9" >9</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row9_col0" class="data row9 col0" >Louisiana</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row9_col1" class="data row9 col1" >28001</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row9_col2" class="data row9 col2" >1905</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row9_col3" class="data row9 col3" >0.0680333</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row10" class="row_heading level0 row10" >10</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row10_col0" class="data row10 col0" >Connecticut</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row10_col1" class="data row10 col1" >27700</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row10_col2" class="data row10 col2" >2257</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row10_col3" class="data row10 col3" >0.0814801</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row11" class="row_heading level0 row11" >11</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row11_col0" class="data row11 col0" >Georgia</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row11_col1" class="data row11 col1" >26264</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row11_col2" class="data row11 col2" >1132</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row11_col3" class="data row11 col3" >0.0431008</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row12" class="row_heading level0 row12" >12</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row12_col0" class="data row12 col0" >Maryland</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row12_col1" class="data row12 col1" >21742</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row12_col2" class="data row12 col2" >1140</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row12_col3" class="data row12 col3" >0.0524331</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row13" class="row_heading level0 row13" >13</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row13_col0" class="data row13 col0" >Ohio</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row13_col1" class="data row13 col1" >18027</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row13_col2" class="data row13 col2" >976</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row13_col3" class="data row13 col3" >0.054141</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row14" class="row_heading level0 row14" >14</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row14_col0" class="data row14 col0" >Indiana</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row14_col1" class="data row14 col1" >17835</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row14_col2" class="data row14 col2" >1114</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row14_col3" class="data row14 col3" >0.0624615</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row15" class="row_heading level0 row15" >15</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row15_col0" class="data row15 col0" >Virginia</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row15_col1" class="data row15 col1" >15847</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row15_col2" class="data row15 col2" >552</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row15_col3" class="data row15 col3" >0.0348331</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row16" class="row_heading level0 row16" >16</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row16_col0" class="data row16 col0" >Colorado</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row16_col1" class="data row16 col1" >15284</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row16_col2" class="data row16 col2" >777</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row16_col3" class="data row16 col3" >0.0508375</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row17" class="row_heading level0 row17" >17</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row17_col0" class="data row17 col0" >Washington</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row17_col1" class="data row17 col1" >14327</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row17_col2" class="data row17 col2" >814</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row17_col3" class="data row17 col3" >0.0568158</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row18" class="row_heading level0 row18" >18</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row18_col0" class="data row18 col0" >North Carolina</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row18_col1" class="data row18 col1" >10754</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row18_col2" class="data row18 col2" >406</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row18_col3" class="data row18 col3" >0.0377534</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row19" class="row_heading level0 row19" >19</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row19_col0" class="data row19 col0" >Tennessee</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row19_col1" class="data row19 col1" >10735</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row19_col2" class="data row19 col2" >199</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row19_col3" class="data row19 col3" >0.0185375</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row20" class="row_heading level0 row20" >20</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row20_col0" class="data row20 col0" >Rhode Island</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row20_col1" class="data row20 col1" >8621</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row20_col2" class="data row20 col2" >266</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row20_col3" class="data row20 col3" >0.0308549</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row21" class="row_heading level0 row21" >21</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row21_col0" class="data row21 col0" >Missouri</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row21_col1" class="data row21 col1" >7818</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row21_col2" class="data row21 col2" >350</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row21_col3" class="data row21 col3" >0.0447685</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row22" class="row_heading level0 row22" >22</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row22_col0" class="data row22 col0" >Arizona</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row22_col1" class="data row22 col1" >7655</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row22_col2" class="data row22 col2" >320</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row22_col3" class="data row22 col3" >0.0418027</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row23" class="row_heading level0 row23" >23</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row23_col0" class="data row23 col0" >Iowa</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row23_col1" class="data row23 col1" >7145</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row23_col2" class="data row23 col2" >162</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row23_col3" class="data row23 col3" >0.0226732</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row24" class="row_heading level0 row24" >24</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row24_col0" class="data row24 col0" >Alabama</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row24_col1" class="data row24 col1" >7088</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row24_col2" class="data row24 col2" >272</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row24_col3" class="data row24 col3" >0.0383747</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row25" class="row_heading level0 row25" >25</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row25_col0" class="data row25 col0" >Wisconsin</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row25_col1" class="data row25 col1" >6854</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row25_col2" class="data row25 col2" >316</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row25_col3" class="data row25 col3" >0.0461045</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row26" class="row_heading level0 row26" >26</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row26_col0" class="data row26 col0" >Mississippi</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row26_col1" class="data row26 col1" >6815</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row26_col2" class="data row26 col2" >261</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row26_col3" class="data row26 col3" >0.0382979</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row27" class="row_heading level0 row27" >27</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row27_col0" class="data row27 col0" >South Carolina</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row27_col1" class="data row27 col1" >6095</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row27_col2" class="data row27 col2" >244</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row27_col3" class="data row27 col3" >0.0400328</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row28" class="row_heading level0 row28" >28</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row28_col0" class="data row28 col0" >Minnesota</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row28_col1" class="data row28 col1" >5136</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row28_col2" class="data row28 col2" >343</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row28_col3" class="data row28 col3" >0.0667835</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row29" class="row_heading level0 row29" >29</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row29_col0" class="data row29 col0" >Nevada</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row29_col1" class="data row29 col1" >5053</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row29_col2" class="data row29 col2" >243</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row29_col3" class="data row29 col3" >0.0480902</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row30" class="row_heading level0 row30" >30</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row30_col0" class="data row30 col0" >Delaware</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row30_col1" class="data row30 col1" >4734</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row30_col2" class="data row30 col2" >152</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row30_col3" class="data row30 col3" >0.0321082</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row31" class="row_heading level0 row31" >31</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row31_col0" class="data row31 col0" >Kentucky</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row31_col1" class="data row31 col1" >4708</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row31_col2" class="data row31 col2" >240</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row31_col3" class="data row31 col3" >0.0509771</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row32" class="row_heading level0 row32" >32</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row32_col0" class="data row32 col0" >Utah</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row32_col1" class="data row32 col1" >4672</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row32_col2" class="data row32 col2" >46</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row32_col3" class="data row32 col3" >0.00984589</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row33" class="row_heading level0 row33" >33</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row33_col0" class="data row33 col0" >Kansas</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row33_col1" class="data row33 col1" >4413</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row33_col2" class="data row33 col2" >134</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row33_col3" class="data row33 col3" >0.0303648</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row34" class="row_heading level0 row34" >34</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row34_col0" class="data row34 col0" >District of Columbia</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row34_col1" class="data row34 col1" >4323</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row34_col2" class="data row34 col2" >224</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row34_col3" class="data row34 col3" >0.0518159</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row35" class="row_heading level0 row35" >35</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row35_col0" class="data row35 col0" >Nebraska</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row35_col1" class="data row35 col1" >4281</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row35_col2" class="data row35 col2" >70</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row35_col3" class="data row35 col3" >0.0163513</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row36" class="row_heading level0 row36" >36</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row36_col0" class="data row36 col0" >Oklahoma</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row36_col1" class="data row36 col1" >3618</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row36_col2" class="data row36 col2" >222</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row36_col3" class="data row36 col3" >0.0613599</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row37" class="row_heading level0 row37" >37</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row37_col0" class="data row37 col0" >New Mexico</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row37_col1" class="data row37 col1" >3411</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row37_col2" class="data row37 col2" >123</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row37_col3" class="data row37 col3" >0.0360598</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row38" class="row_heading level0 row38" >38</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row38_col0" class="data row38 col0" >Arkansas</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row38_col1" class="data row38 col1" >3281</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row38_col2" class="data row38 col2" >61</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row38_col3" class="data row38 col3" >0.0185919</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row39" class="row_heading level0 row39" >39</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row39_col0" class="data row39 col0" >Oregon</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row39_col1" class="data row39 col1" >2510</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row39_col2" class="data row39 col2" >103</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row39_col3" class="data row39 col3" >0.0410359</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row40" class="row_heading level0 row40" >40</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row40_col0" class="data row40 col0" >South Dakota</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row40_col1" class="data row40 col1" >2449</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row40_col2" class="data row40 col2" >17</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row40_col3" class="data row40 col3" >0.00694161</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row41" class="row_heading level0 row41" >41</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row41_col0" class="data row41 col0" >New Hampshire</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row41_col1" class="data row41 col1" >2146</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row41_col2" class="data row41 col2" >72</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row41_col3" class="data row41 col3" >0.0335508</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row42" class="row_heading level0 row42" >42</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row42_col0" class="data row42 col0" >Idaho</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row42_col1" class="data row42 col1" >1984</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row42_col2" class="data row42 col2" >60</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row42_col3" class="data row42 col3" >0.0302419</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row43" class="row_heading level0 row43" >43</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row43_col0" class="data row43 col0" >Puerto Rico</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row43_col1" class="data row43 col1" >1539</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row43_col2" class="data row43 col2" >92</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row43_col3" class="data row43 col3" >0.0597791</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row44" class="row_heading level0 row44" >44</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row44_col0" class="data row44 col0" >West Virginia</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row44_col1" class="data row44 col1" >1125</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row44_col2" class="data row44 col2" >41</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row44_col3" class="data row44 col3" >0.0364444</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row45" class="row_heading level0 row45" >45</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row45_col0" class="data row45 col0" >Maine</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row45_col1" class="data row45 col1" >1095</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row45_col2" class="data row45 col2" >53</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row45_col3" class="data row45 col3" >0.0484018</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row46" class="row_heading level0 row46" >46</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row46_col0" class="data row46 col0" >North Dakota</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row46_col1" class="data row46 col1" >1067</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row46_col2" class="data row46 col2" >19</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row46_col3" class="data row46 col3" >0.0178069</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row47" class="row_heading level0 row47" >47</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row47_col0" class="data row47 col0" >Vermont</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row47_col1" class="data row47 col1" >866</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row47_col2" class="data row47 col2" >49</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row47_col3" class="data row47 col3" >0.056582</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row48" class="row_heading level0 row48" >48</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row48_col0" class="data row48 col0" >Hawaii</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row48_col1" class="data row48 col1" >618</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row48_col2" class="data row48 col2" >16</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row48_col3" class="data row48 col3" >0.02589</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row49" class="row_heading level0 row49" >49</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row49_col0" class="data row49 col0" >Wyoming</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row49_col1" class="data row49 col1" >559</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row49_col2" class="data row49 col2" >7</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row49_col3" class="data row49 col3" >0.0125224</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row50" class="row_heading level0 row50" >50</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row50_col0" class="data row50 col0" >Montana</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row50_col1" class="data row50 col1" >453</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row50_col2" class="data row50 col2" >16</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row50_col3" class="data row50 col3" >0.0353201</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row51" class="row_heading level0 row51" >51</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row51_col0" class="data row51 col0" >Alaska</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row51_col1" class="data row51 col1" >355</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row51_col2" class="data row51 col2" >9</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row51_col3" class="data row51 col3" >0.0253521</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row52" class="row_heading level0 row52" >52</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row52_col0" class="data row52 col0" >Guam</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row52_col1" class="data row52 col1" >145</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row52_col2" class="data row52 col2" >5</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row52_col3" class="data row52 col3" >0.0344828</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row53" class="row_heading level0 row53" >53</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row53_col0" class="data row53 col0" >Grand Princess</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row53_col1" class="data row53 col1" >116</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row53_col2" class="data row53 col2" >3</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row53_col3" class="data row53 col3" >0.0258621</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row54" class="row_heading level0 row54" >54</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row54_col0" class="data row54 col0" >Virgin Islands</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row54_col1" class="data row54 col1" >66</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row54_col2" class="data row54 col2" >4</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row54_col3" class="data row54 col3" >0.0606061</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row55" class="row_heading level0 row55" >55</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row55_col0" class="data row55 col0" >Diamond Princess</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row55_col1" class="data row55 col1" >49</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row55_col2" class="data row55 col2" >1</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row55_col3" class="data row55 col3" >0.0204082</td> 
    </tr>    <tr> 
        <th id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002level0_row56" class="row_heading level0 row56" >56</th> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row56_col0" class="data row56 col0" >Northern Mariana Islands</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row56_col1" class="data row56 col1" >14</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row56_col2" class="data row56 col2" >2</td> 
        <td id="T_d6cfdea8_8f4c_11ea_83ef_0242ac120002row56_col3" class="data row56 col3" >0.142857</td> 
    </tr></tbody> 
</table> 
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<p><strong>Plotting the 10 states with the most confirmed cases. The remaining states are grouped into "others" category</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot_bar_graphs</span><span class="p">(</span><span class="n">x_axis</span><span class="p">,</span> <span class="n">y_axis</span><span class="p">,</span> <span class="n">title</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    INPUT - variables to be plotted on X-axis and Y-axis, and title</span>
<span class="sd">    </span>
<span class="sd">    OUTPUT - function doesn&#39;t return anything but prints required plots</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">barh</span><span class="p">(</span><span class="n">x_axis</span><span class="p">,</span> <span class="n">y_axis</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">visual_unique_states</span> <span class="o">=</span> <span class="p">[]</span> 
<span class="n">visual_confirmed_cases</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">others</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">states_confirmed_cases</span><span class="p">[</span><span class="mi">10</span><span class="p">:])</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">states_confirmed_cases</span><span class="p">[:</span><span class="mi">10</span><span class="p">])):</span>
    <span class="n">visual_unique_states</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">states</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="n">visual_confirmed_cases</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">states_confirmed_cases</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>

<span class="n">visual_unique_states</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;Others&#39;</span><span class="p">)</span>
<span class="n">visual_confirmed_cases</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">others</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_bar_graphs</span><span class="p">(</span><span class="n">visual_unique_states</span><span class="p">,</span> <span class="n">visual_confirmed_cases</span><span class="p">,</span> <span class="s1">&#39;Number of COVID-19 Cases in States&#39;</span><span class="p">)</span>
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EzNzMxKcjA1MzMryedMe1Bf3k6wJ/lcsJnZotwzNTMzK8nB1MzMrCQHUzMzs5JKB1NJC/Jk2zMk/SXP/dlnJM3rgTJ/L2mj7i7XzMwaQ3f0TF+PiOERMQx4Czi4G8qsKxHx5Yh4sK/rYWZm9am7h3lvAz4EIGkfSZNzr/VMSQNy+jxJP5M0VdKdktbI6eMknSbpDkkzJY3O6YMl3Vro/W4v6UuSTmk7qKSvSPplsSKSLpa0a2F9XJ4RZoik2yTdlx/b5u2jJE2UdImkhyVdmGeGIadvkZfPkHSPpAfyLDRmZtbkFBHlCpDmRcRASUsClwLXAROBE4DPRMR8SacDd0bE+ZIC2C0i/ibpBOCViDhW0jjgfcAYYAPgyoj4kKT/I03K/bMckJcH3gGmARvk8u8AvpqnWWurzx7ApyNif0lLA48DHyZNEv5ORLyRp18bHxFbSBoF/BXYGHgauB04MiImSZoIHBER90haOSJezHW5ETg0Iqa1PR9z58599wlt1J/G3L3da31dBTOzXleccLylpUXFbd3xO9PlJE3Jy7cBfwAOAkYAd+fO3XLAnJznLeCqvHwv8PFCWVdExDvAg209VuBu4BxJS+XtUwAk3QR8StJDwFIRMb2iXtcCp0laBvgEcGue6LsF+I2k4cACUoBtMzkinsrlTwGGAJMqyv2cpINIz91gYCNSYG8axTdUX8xo3xeapZ3gtjYqt7VndUcwfT0ihhcT8vDoeRFxVJX882Nhd3hBRR3eLBYDEBG3ShoJfBK4QNKJEXE+8Hvg+6SJu8+tPEjueU4kzUk6BhifNx0OPEeaEHwJ4I0ax6+sG5LWA44AtoyIl3JvetkqbTQzsybSUz+NuREYLWl1AEkrS1p3cQrK+82JiLNJvd7NASLiLmBt4AssDJSV/gQcCGwPTMhpLcAzuQe8LzCgC9VZEXgVmJt7zrt0rTVmZtaIeuR2ghHxoKQfANdLWgKYD3wD+OdiFDcKOFLSfGAesF9h25+B4RHxUo19rwfOJ51/fSunnQ5cKumzwM2k4NgpETFV0v3AA8BM0nlVMzNrcqWDaUQMrJF+MXBxe/kj4hLgkrx8QLV8EXEecF6Nw28HnFJMqCh/PrBKxfZWYJNC0lE5fSLpwqm2fIcUlkcVlhepp5mZWb+8A5KkQZIeJZ2vvbGv62NmZs2tX84aExEvs+hVuGZmZn2mXwbT/sJTlZmZNYd+OcxrZmZWTxxMzczMSip9O0FbVDPcTtDMrN719Gm2ytsJumdqZmZWkoOpmZlZSQ6mZmZmJTVEMJW0lqS/SmqV9LikUyUtLWl4xZymYyUd0Zd1NTOzxtPvg2meoeYy0vRsQ0k3cxgI/AwYDuzazu5dPVZXbopvZmZNot8HU2BH4I2IOBcgIhaQpln7MmmC8jGSpkgak/NvJGmipJmSDm0rRNI+kibnvGe2BU5J8yQdI+kuYBtJv5D0oKRpkk7q1ZaamVldaoRgujFpkvF3RcQrwCzgWODiiBieb7wPsAFpjtOtgB9LWkrShqQ5Tz+a52ZdAOyd878PmBER/w94ENgD2DgiNsnlm5lZk2uE2wkKqPZj2VrpV0fEm8CbkuYAawAfA0YAd6dRY5YD5uT8C4BL8/IrpMnEfy/pauCq7mqEmZl1n9bW1m4vc+jQoTW3NUIwfQDYs5ggaUXSxOELquR/s7C8gPQcCDgvIo6qkv+NPHRMRLwtaStS8N0LOIQ0zGxmZnWkvcDXExphmPdGYHlJ+8G7FwmdDIwDngNW6GQZoyWtnstYWdK6lZkkDQRaIuIa4DDSBU5mZtbk+n0wjXQ/xD2Az0pqBR4lDcV+H7iZdMFR8QKkamU8CPwAuF7SNODvwOAqWVcArsp5biFd6GRmZk3O9+btZr43r5lZ3/O9ec3MzPoZB1MzM7OSGuFq3rrV08MM9aC1tbXXr5rrC83STnBbG1WztbW3uWdqZmZWkoOpmZlZSQ6mZmZmJfmnMd3MP40xM6s/3X0Ni38aY2Zm1s0cTM3MzEqqq2AqKSSdXFg/QtLYbip7WUkPS/pIIe07kn7XhTI+JGlKd9THzMwaR10FU9KMLp+RtGp3FxwRb5BuTn+6kjWBrwLVZop5D0n+Ta6ZmVVVb8H0beAsqtxAXtJqki6VdHd+fDSnT5c0KAfIFwqzx1wgaadiGRFxHfAMsB9wCjA2Il6StISkX0qakcsbncvYSdINkv4E3F9Rnw9Jul/S5j3wPJiZWT9Sj72t3wLTJJ1QkX4qcEpETJK0DjAB2BC4Hfgo8E9gJrA9cD6wNfC1KuUfBkwGWiPigpz2WWAjYFNgNdIk4bfmbVsDG0XEvyR9CEDShsBFwH4RMb0b2mxmZv1Y3QXTiHhF0vnAocDrhU07kaZTa1tfUdIKwG3ASFIwPQM4KA/hvhgR86qU/7Skm4CrCsnbARflScCflTQJ2AJ4C/hHRPyrkHcN4HLg0xHxcPkWm5lZT+uOWwy2dzvGugum2a+A+4BzC2lLANtERDHAknuQ3wDWAY4mzW06mhRka3knP94tpp28r1asvww8TeoNO5iamfUDPX1f4no7ZwpARLwI/Bn4UiH5euCQthVJw3PeJ4FVgaERMROYBBxB+8G00q3AXpIGSFqDFCjvqZH3TWB34EuSPteFY5iZWYOqy2CanUwKkm0OBbaQNE3Sg8DBhW13AY/m5duANUlBtbMuIfUypwI3AN+OiDm1Mufh408B35X0yS4cx8zMGpBvJ9jNfDtBM7P649sJmpmZ1TkHUzMzs5I8zNvNisO8zaC1tbXHr5KrB83STnBbG5Xb2r08zGtmZtbNHEzNzMxKcjA1MzMrqV7vgNQQmuOnMcvDJLdzcXX35fpm1jfcMzUzMyvJwdTMzKwkB1MzM7OSejWYSgpJJxfWj5A0thvLHyJpRneVZ2Zm1hm93TN9E/iMpFU7zNkLJA3o6zqYmVn/19vB9G3gLODwyg2SVpN0qaS78+OjOX26pEFKXpC0X06/QNJOtQ6Up1M7MZc1TdJXc/ooSTdLugiYLul9kq6WNFXSDEljcr4Rkm6RdK+kCZIGS/qgpPsKxxgq6d5ufYbMzKzf6YufxvwWmCbphIr0U4FTImKSpHWACcCGwO2k+UX/CcwEtgfOB7YGvtbOcb4EzI2ILSUtA9wu6fq8bStgWEQ8IWlP4OmI+CSApBZJSwG/BnaPiOdzgP1ZRHxR0lxJwyNiCnAgMK7k82FNrLW1ta+rUFW91qsnuK2NqSfa2t4tCns9mEbEK5LOJ81P+nph007ARtK7tztcUdIKpPlJR5KC6RnAQZLWBF7M84rWsjOwiaTReb0FGAq8BUyOiCdy+nTgJEnHA1dFxG2ShgHDgL/n+gwAnsn5fw8cKOnbwBhSYDZbLPV4r1Tfw7Uxua09q69u2vAr4D7g3ELaEsA2EVEMsEi6FfgGsA5wNLAHMJoUZNsj4JsRMaGivFHAq23rEfGopBHArsBxufd6OfBARGxTpdxLgR8DNwH3RsQLHdTDzMwaXJ/8NCYiXgT+TBqKbXM9cEjbiqThOe+TwKrA0IiYCUwCjqDjYDoB+FoeskXShyW9rzKTpA8Ar0XEH4GTgM2BR4DVJG2T8ywlaeNcnzdy2Wew6JcBMzNrUn35O9OTSUGyzaHAFvlioQeBgwvb7gIezcu3AWuSgmqlJUlXDEMajn0QuC//XOZMqvfEPwJMljSF1PM9NiLeIvV+j5c0FZgCbFvY50IgSF8AzMysyfXqMG9EDCwsPwcsX1j/N+kcZLX99i0s30HtLwEbA4/nfO8A38+Poon50VbeBFJPs/KYU0jnaqvZDjgnIhbU2G5mZk2kYW50L+kYYHfggB4+zuXAB4Ede/I4ZmbWfzRMMI2IHwE/6oXj7NHTxzAzs/6lYYJpPWqG6bWa5XL7ZmmnmS0e3+jezMysJAdTMzOzkjzM24MGnTu7r6uwWJpheNrMrDu5Z2pmZlaSg6mZmVlJDqZmZmYl1WUwlRSSLiisLynpeUlX5fXdJH2vnf2H5FsIVtt2THvzoJqZmXVVvV6A9CowTNJyeRaZjwPvXs0TEVcCVy5OwfnmDmZmZt2mLnum2bXAJ/Py54HxbRskHSDpN3l5DUmXS5qaH203pB8g6WxJD0i6XtJyOf+4tjlOJe0q6WFJkySdVuj5biXpDkn357//VTjuZZKuk9RaZYJzMzNrQvUcTP8E7CVpWWAT0swx1ZwG3BIRm5KmT3sgpw8FfhsRGwMvA3sWd8rlngnsEhHbAasVNj8MjIyIzUi3KPx5Ydtw0g35PwKMkbT24jfRzMwaQb0O8xIR0yQNIfVKr2kn647AfnmfBcBcSSsBT+SZXwDuBYZU7LcBMDMinsjr44GD8nILcJ6koaSp1pYq7HdjRMwFyFPFrQs82dX21bPW1tYezd9fNUs7wW1tVG5rOe3dUrRug2l2JWnC7lHAKl3c983C8gJguYrtamffnwI3R8QeOaBPbKfcen8Ou6wr96BtlnvWNks7wW1tVG5rz6rnYV6Ac4BjImJ6O3luBL4GIGmApBU7WfbDwPo5WMKic6m2sPCCpwM6W1kzM2tOdR1MI+KpiDi1g2zfAnaQNJ00nLtxJ8t+Hfg6cJ2kScBzwNy8+QTgOEm3AwMWq/JmZtY06nKIMiIGVkmbSB5ujYhxwLi8/BxpUvBKwwr7nlRYPqCQ5+aI2ECSgN8C9+Q8/wA+XMj3w8rj5vVPdbpRZmbWsOq6Z9oLviJpCukK4BbS1b1mZmZdUpc9094SEacAp/R1PczMrH9r6mDa0zyVmZlZc2j2YV4zM7PSHEzNzMxKcjA1MzMryedMe9Cgc2d3nKnfWx4mdb2dPp9sZo3EPVMzM7OSHEzNzMxK6jCYSgpJFxTWl5T0fNvcn71N0qiePLakQZK+XlgfIukLPXU8MzPr/zrTM30VGNY2uTbwcRbeBL4RDSLds7fNEMDB1MzMaursMO+1wCfz8udJc38CIGkrSXdIuj///a+cvrGkyZKmSJomaaik90m6WtJUSTMkjcl5fyTp7px2Vr5XLpI+JOmGnP8+SR/Mhx0o6RJJD0u6sJB/lqRV8/IWkibm5f/O9ZiS67lCTj8yH3eapJ/ksn8BfDDnPTGvb5/XD6/WrsV54s3MrHF0Npj+CdhL0rLAJsBdhW0PAyMjYjPgR8DPc/rBwKkRMRzYAngK+ATwdERsGhHDgOty3t9ExJY5bTmg7QbyFwK/jYhNgW2BZ3L6ZsBhwEbA+sBHO6j/EcA3cl22B16XtDMwFNgKGA6MkDQS+B7weEQMj4gj8/ptef2UGu0yM7Mm1qmfxkTEtDzv5+eBayo2twDn5R5aAEvl9H8AR0taC7gsIlrzNGknSToeuCoibst5d5D0HWB5YGXggdyrXDMiLs91eAMgd0InR8RTeX0KaSh2UjtNuB34paQLc12eysF0Z+D+nGcgKbj+q4On4z3t6iC/VdHa2v+etv5Y58XltjYmt7Wc9iYc78rvTK8ETgJGAasU0n9KmspsjxxwJwJExEWS7iIND0+Q9OWIuEnSCGBX0nyh15PmDj0d2CIinpQ0FlgWUDt1ebOwvKDQjrdZ2Nteti1DRPxC0tX5uHdK2imXf1xELDJTTGGy8Kpqtau9fey92ntT1qPW1tZ+V+fF5bY2Jre1Z3XlpzHnAMdExPSK9BYWXpB0QFuipPWBmRFxGikQbyLpA8BrEfFHUmDenIVB79+SBgKjASLiFeApSZ/O5S0jafkO6jgLGJGX9yzU5YMRMT0ijifNWboBMAH4Yj4mktaUtDrwH2CFQpmLrFdrVwd1MjOzBtfpnmkeVj21yqYTSMO83waKPbQxwD6S5gPPAscAWwInSnoHmA98LSJelnQ2MJ0UDO8ulLEvcKakY3L+z3ZQzZ8Af5D0fRY9r3uYpB1IvdgHgWsj4k1JGwL/yEPH84B9IuJxSbdLmkG68Or7wNuSppImBl+2SrvMzKyJKSL6ug4NZe7cue8+oc1xO8HF099uJ+ghssbktjam3mhrS0vLIqcifQckMzOzkhxMzczMSvKsMT2ovw1lLo5mGjoyM6vFPVMzM7OSHEzNzMxKcjA1MzMryedMe1Bf/jSmGc7XmpnVC/dMzczMSnIwNTMzK8nB1MzMrKS6CqaS5nVDGR+QdEkj/tw7AAANnElEQVQHee4oexwzM7M2DXcBUkQ8TZ55pp082/ZSdczMrAnUVc+0GknrSrpR0rT8d52cPk7S6EK+efnvkDzjC5I2ljRZ0pS8/9CKvANzmfdJmi5p90IZD0k6W9IDkq6XtFze9hVJd0uaKunSTkwLZ2ZmDa6uZo2RNC8iBlak/Q24JCLOk/RFYLeI+LSkccBVEXFJcd88ufdVETFM0q+BOyPiQklLAwMi4vVC3iWB5SPiFUmrAncCQ4F1gcdIE5ZPkfRn4MqI+KOkVSLihXzMY4HnIuLXbfWtl1lj7t7utT47tplZIyreOrVy1pj+MMy7DfCZvHwBaf7UzvoHcLSktYDLIqK1YruAn0saCbwDrAmskbc9ERFT8vK9wJC8PCwH0UHAQNIk43Wnt+6X2yz35m2WdoLb2qjc1p5V98O8VbT1/N4m119pdu+l35Mx4iJgN+B1YIKkHSuy7A2sBoyIiOHAc6TJvwHeLORbwMIvHuOAQyLiI6TJyJfFzMyaWn8IpncAe+XlvYFJeXkWMCIv7w4sVbmjpPWBmRFxGnAlsElFlhZgTkTMl7QDaXi3IysAz0haKtfHzMyaXL0N8y4v6anC+i+BQ4FzJB0JPA8cmLedDfxV0mTgRuDVKuWNAfaRNB94FjimYvuFwN8k3QNMAR7uRB1/CNwF/BOYTgquZmbWxOoqmEZErZ5y5fAsEfEcsHUh6aicPgsYlpePA46rsu/A/PffpHOy1Qwr5D+psHwGcEY7zTAzsybTH4Z5zczM6pqDqZmZWUl1NczbaDwNmplZc3DP1MzMrCQHUzMzs5I8zNuD+vJ2gr1neZiU2ulhbTNrVu6ZmpmZleRgamZmVpKDqZmZWUkNE0xrzGc6StJVeXk3Sd9bzLI/IOmS7qutmZk1kqa5ACkiriTd7H5x9n0aGN1hRjMza0oN0zPtiKQDJP0mL4+TdJqkOyTNlDQ6p0vSiZJmSJouaUxOL/Z2N5Y0WdIUSdMkNccEgWZmVlPT9EyrGAxsB2xA6rFeQpqEfDiwKbAqcLekWyv2Oxg4NSIulLQ0MKD3qlzfWlsr515vLI3eviK3tTG5reW0N+F4MwfTKyLiHeBBSWvktO2A8RGxAHhO0i3AlsC0wn7/AI6WtBZwWUQ0z7uzA709s31vam1tbej2Fbmtjclt7VlNM8xbxZuFZVX8rSkiLgJ2A14HJkh6z/RwZmbWXJo5mFZzKzBG0gBJqwEjgcnFDJLWB2ZGxGmk4eFNer+aZmZWTxxMF3U5aUh3KnAT8J2IeLYizxhghqQppPOt5/duFc3MrN40zDnTiBiY/84ChuXlicDEvDwOGJeXD6ixbwBH5kdxe7HM44DjeqINZmbWP7lnamZmVpKDqZmZWUkNM8xbj5phSrJmutzezKwW90zNzMxKcjA1MzMrycO8PWjQubP7ugrv0QxDz2Zmvc09UzMzs5IcTM3MzEpyMDUzMyup3wdTSQvy3KJtjyGSRkm6qovlbCHptBrbZklatXtqbGZmjaYRLkB6PSKGFxMkDelKAZKWjIh7gHu6sV5mZtYkGiGYtkvSysA5wPrAa8BBETFN0ljgA8AQ4N+SzgKOiIhPSVoFGA+sRpo1RoXyrgDWBpYlTRJ+Vi82x8zM6lC/H+YFlisM8V5eZftPgPsjYhPg+yw6y8sIYPeI+ELFPj8GJkXEZqRp1tYpbPtiRIwAtgAOzYHXzMyaWCP0TN8zzFthO2BPgIi4SdIqklrytisj4vUq+4wEPpP3uVrSS4Vth0raIy+vDQwFXijVgl7U2traL8qsR83STnBbG5XbWk57t05thGDaEVVJi/z31Xb2i8oESaOAnYBtIuI1SRNJw739RnffR7dZ7s3bLO0Et7VRua09qxGGeTtyK7A3vBsM/x0Rr3Rhn12AlXJ6C/BSDqQbAFv3SI3NzKxfaYae6VjgXEnTSBcg7d+JfX4CjJd0H3AL8K+cfh1wcC7rEeDO7q+umZn1N/0+mEbEwCppE4GJeflFYPcqeca2s88LwM6FzYcXlncpVWEzM2s4zTDMa2Zm1qMcTM3MzErq98O89czTnZmZNQf3TM3MzEpyMDUzMyvJwdTMzKwknzPtQYPOnd3XVehxd2/X1zUwM+t77pmamZmV5GBqZmZWUl0FU0nvl/QnSY9LelDSNZI+3E7+efnvByRdUkgfL2mapMNr7duFOi1StpmZWaW6OWcqScDlwHkRsVdOGw6sATza3r4R8TQwOu/zfmDbiFi3C8deMiLe7qhsMzOzauqpZ7oDMD8ifteWEBFTgPsl3SjpPknTJb3nPruShkiakVevB1bPk4VvL2m4pDtzT/VySSvlfSZK+rmkW4BvSRon6TRJd0iaKWl0Zdl5+bZcl/skbdvDz4mZmfUD9RRMhwH3Vkl/A9gjIjYnBdyTcy+2lt2AxyNieETcBpwPfDciNgGmAz8u5B0UEf8dESfn9cGkycQ/BfyiStlzgI/nuowBTut888zMrFHVzTBvOwT8XNJI4B1gTdLQ77Md7ii1kALmLTnpPOAvhSwXV+xyRUS8AzwoaY0qRS4F/CYPPy8Aap7PbSY9MaN9PWqWdoLb2qjc1nLam3C8noLpA1Q/N7k3sBowIiLmS5oFLNtNx3y1Yv3NwnK13u/hwHPApqRe/RvdVI9+rbdntO8Lra2tTdFOcFsbldvas+ppmPcmYBlJX2lLkLQlsC4wJwfSHfJ6p0TEXOAlSdvnpH1Jk30vrhbgmdx73RcYUKIsMzNrEHUTTCMigD2Aj+efxjwAjAWuAbaQdA+pl/pwF4veHzhR0jRgOHBMiWqeDuwv6U7SEG9lz9bMzJpQPQ3ztv0M5XNVNm1TI//A/HcW6QKmRZbz+hRg6yr7jqpYP6ATZbcCmxSyHdVOc8zMrEnUTc/UzMysv3IwNTMzK6muhnkbzcsHrtnXVehxzXSpvZlZLe6ZmpmZleRgamZmVpKDqZmZWUkOpmZmZiU5mJqZmZXkYGpmZlaSg6mZmVlJDqZmZmYlKd1f3rrL3Llz/YSamTW4lpaWRabpdM/UzMysJAdTMzOzkjzMa2ZmVpJ7pmZmZiU5mHYjSZ+Q9IikxyR9r6/r0xWSZkmaLmmKpHty2sqS/i6pNf9dKadL0mm5ndMkbV4oZ/+cv1XS/oX0Ebn8x/K+em8teqxt50iaI2lGIa3H21brGL3czrGSZufXdYqkXQvbjsp1fkTS/xTSq76PJa0n6a7cnoslLZ3Tl8nrj+XtQ3qynfmYa0u6WdJDkh6Q9K2c3oiva622NtRrK2lZSZMlTc3t/Mni1q272t8lEeFHNzyAAcDjwPrA0sBUYKO+rlcX6j8LWLUi7QTge3n5e8DxeXlX4FpAwNbAXTl9ZWBm/rtSXl4pb5sMbJP3uRbYpRfbNhLYHJjRm22rdYxebudY4IgqeTfK79FlgPXye3dAe+9j4M/AXnn5d8DX8vLXgd/l5b2Ai3vhNR0MbJ6XVwAezW1qxNe1Vlsb6rXNz/PAvLwUcFd+rbpUt+5sf5fq39Nv+mZ55H+6CYX1o4Cj+rpeXaj/LN4bTB8BBuflwcAjeflM4POV+YDPA2cW0s/MaYOBhwvpi+TrpfYNYdEg0+Ntq3WMXm7nWKp/4C7y/gQm5Pdw1fdx/qD7N7BkTn83X9u+eXnJnE+9/Pr+Ffh4o76uNdrasK8tsDxwH/D/ulq37mx/Vx4e5u0+awJPFtafymn9RQDXS7pX0kE5bY2IeAYg/109p9dqa3vpT1VJ70u90bZax+hth+ShzXMKQ5JdbecqwMsR8XZF+iJl5e1zc/5ekYf3NiP1ZBr6da1oKzTYaytpgKQpwBzg76SeZFfr1p3t7zQH0+5T7Rxgf7pU+qMRsTmwC/ANSSPbyVurrV1Nr0eN1rYzgA8Cw4FngJNzene2s8+eA0kDgUuBwyLilfayVknrV69rlbY23GsbEQsiYjiwFrAVsOFi1K1PXmsH0+7zFLB2YX0t4Ok+qkuXRcTT+e8c4HLSG/k5SYMB8t85OXuttraXvlaV9L7UG22rdYxeExHP5Q+od4CzSa8rdL2d/wYGSVqyIn2RsvL2FuDF7m/NoiQtRQouF0bEZTm5IV/Xam1t5Nc2Il4GJpLOmXa1bt3Z/k5zMO0+dwND81VhS5NOiF/Zx3XqFEnvk7RC2zKwMzCDVP+2qxv3J52rIafvl6+Q3BqYm4e7JgA7S1opDzntTDr38AzwH0lb5ysi9yuU1Vd6o221jtFr2j70sz1Iryukuu2Vr4hcDxhKuuCm6vs40smkm4HRef/K56ytnaOBm3L+HpOf6z8AD0XELwubGu51rdXWRnttJa0maVBeXg7YCXhoMerWne3vvJ4+kdxMD9IVg4+SxvmP7uv6dKHe65OubJsKPNBWd9K5hBuB1vx35Zwu4Le5ndOBLQplfRF4LD8OLKRvQfpnfxz4Db14gQownjQMNp/07fRLvdG2Wsfo5XZekNsxjfQhM7iQ/+hc50coXF1d632c3yeTc/v/AiyT05fN64/l7ev3wmu6HWkobhowJT92bdDXtVZbG+q1BTYB7s/tmQH8aHHr1l3t78rDd0AyMzMrycO8ZmZmJTmYmpmZleRgamZmVpKDqZmZWUkOpmZmZiU5mJqZmZXkYGpmZlaSg6mZmVlJ/x9XB9u2bEVoPwAAAABJRU5ErkJggg==
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<p><strong>Plotting the same in a pie chart</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot_pie_charts</span><span class="p">(</span><span class="n">x_axis</span><span class="p">,</span> <span class="n">y_axis</span><span class="p">,</span> <span class="n">title</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    INPUT - variables to be plotted on X-axis and Y-axis, and title</span>
<span class="sd">    </span>
<span class="sd">    OUTPUT - function doesn&#39;t return anything but prints required plots</span>
<span class="sd">    </span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">(</span><span class="n">y_axis</span><span class="p">,</span> <span class="n">colors</span><span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">mcolors</span><span class="o">.</span><span class="n">CSS4_COLORS</span><span class="o">.</span><span class="n">values</span><span class="p">()),</span><span class="n">k</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">states</span><span class="p">)))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">x_axis</span><span class="p">,</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;best&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_pie_charts</span><span class="p">(</span><span class="n">visual_unique_states</span><span class="p">,</span> <span class="n">visual_confirmed_cases</span><span class="p">,</span> <span class="s1">&#39;Number of COVID-19 Cases in States of USA&#39;</span><span class="p">)</span>
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<p><strong>Plot Worldwide Mortality and Recovery Rates</strong></p>

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<div class="prompt input_prompt">In&nbsp;[38]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot_rates</span><span class="p">(</span><span class="n">x_axis</span><span class="p">,</span><span class="n">y_axis</span><span class="p">,</span><span class="n">title</span><span class="p">,</span><span class="n">y_label</span><span class="p">,</span><span class="n">color</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    INPUT - data to be plotted on X-axis and Y-axis and a strings for title, legend, and y-axis label</span>
<span class="sd">    </span>
<span class="sd">    OUTPUT - function doesn&#39;t return anything but prints required plots</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">mean_rate</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">y_axis</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_axis</span><span class="p">,</span> <span class="n">y_axis</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">color</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="n">y</span> <span class="o">=</span> <span class="n">mean_rate</span><span class="p">,</span><span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="n">y_label</span><span class="p">,</span> <span class="s1">&#39;y=&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">mean_rate</span><span class="p">)])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Days Since Jan 22,2020&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="n">y_label</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[39]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_rates</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span> <span class="n">mortality_rate</span><span class="p">,</span> <span class="s1">&#39;Mortality Rate of COVID-19 patients Over Time&#39;</span><span class="p">,</span> <span class="s1">&#39;Mortality Rate&#39;</span><span class="p">,</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_rates</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span> <span class="n">recovery_rate</span><span class="p">,</span> <span class="s1">&#39;Recovery Rate of COVID-19 patients Over Time&#39;</span><span class="p">,</span> <span class="s1">&#39;Recovery Rate&#39;</span><span class="p">,</span><span class="s1">&#39;green&#39;</span><span class="p">)</span>
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<p><strong>Split Data</strong>
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Now I'm predicting the number of confirmed cases for the next 15 days. For this first, we have to split the data into train and test sets</p>

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<div class="prompt input_prompt">In&nbsp;[41]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_confirmed_train</span><span class="p">,</span> <span class="n">X_confirmed_test</span><span class="p">,</span> <span class="n">y_confirmed_train</span><span class="p">,</span> <span class="n">y_confirmed_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">days</span><span class="p">,</span> <span class="n">world_cases</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.30</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> 
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<p><strong>Models for predicting confirmed cases</strong><br> I used variants of LinearRegression to compare the performance
<br><em>Note that this is just a simple model and the results are not accurate</em></p>

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<div class="prompt input_prompt">In&nbsp;[42]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># define linear regression model</span>
<span class="n">linear_model</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">(</span><span class="n">normalize</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">fit_intercept</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># function to train the model and predict the number of probable cases</span>
<span class="k">def</span> <span class="nf">execute_linear_model</span><span class="p">(</span><span class="n">X_confirmed_train</span><span class="p">,</span> <span class="n">y_confirmed_train</span><span class="p">,</span> <span class="n">X_confirmed_test</span><span class="p">,</span> <span class="n">forecast_future</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    INPUT - the split data</span>
<span class="sd">    </span>
<span class="sd">    OUTPUT - executes linear model and prints MAE &amp; MSE, returns predicted values</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">linear_model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_confirmed_train</span><span class="p">,</span> <span class="n">y_confirmed_train</span><span class="p">)</span>
    <span class="n">test_linear_pred</span> <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_confirmed_test</span><span class="p">)</span>
    <span class="n">linear_pred</span> <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">forecast_future</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;MAE:&#39;</span><span class="p">,</span> <span class="n">mean_absolute_error</span><span class="p">(</span><span class="n">test_linear_pred</span><span class="p">,</span> <span class="n">y_confirmed_test</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;MSE:&#39;</span><span class="p">,</span><span class="n">mean_squared_error</span><span class="p">(</span><span class="n">test_linear_pred</span><span class="p">,</span> <span class="n">y_confirmed_test</span><span class="p">))</span>
    <span class="k">return</span> <span class="n">test_linear_pred</span><span class="p">,</span> <span class="n">linear_pred</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># function to plot the models predictions against the test data</span>
<span class="k">def</span> <span class="nf">plot_model_predictions</span><span class="p">(</span><span class="n">model</span><span class="p">,</span><span class="n">y_confirmed_test</span><span class="p">,</span><span class="n">test_linear_pred</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    INPUT - model name, predicted and actual lables</span>
<span class="sd">    </span>
<span class="sd">    OUTPUT - displays graphs</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y_confirmed_test</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">test_linear_pred</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;Test Data&#39;</span><span class="p">,</span>  <span class="n">model</span><span class="o">+</span><span class="s1">&#39; Regression Predictions&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_linear_pred</span><span class="p">,</span> <span class="n">linear_pred</span> <span class="o">=</span> <span class="n">execute_linear_model</span><span class="p">(</span><span class="n">X_confirmed_train</span><span class="p">,</span> <span class="n">y_confirmed_train</span><span class="p">,</span><span class="n">X_confirmed_test</span><span class="p">,</span><span class="n">forecast_future</span><span class="p">)</span>
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<pre>MAE: 1865856.47111
MSE: 3.95169642026e+12
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_model_predictions</span><span class="p">(</span><span class="s1">&#39;Linear&#39;</span><span class="p">,</span><span class="n">y_confirmed_test</span><span class="p">,</span><span class="n">test_linear_pred</span><span class="p">)</span>
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<p>It can be seen that normal LinearRegression did not work well with the data. Try using Polynomial Regression. <br> For that first transform the data</p>

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<div class="prompt input_prompt">In&nbsp;[47]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># transform our data for polynomial variants of linear regression</span>
<span class="k">def</span> <span class="nf">transform_to_poly</span><span class="p">(</span><span class="n">degree</span><span class="o">=</span><span class="mi">2</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    INPUT - degree </span>
<span class="sd">    </span>
<span class="sd">    OUTPUT - returns the transformed data</span>
<span class="sd">    </span>
<span class="sd">    Transorms data into required polymonial degree</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">poly</span> <span class="o">=</span> <span class="n">PolynomialFeatures</span><span class="p">(</span><span class="n">degree</span><span class="p">)</span>
    <span class="n">poly_X_confirmed_train</span> <span class="o">=</span> <span class="n">poly</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_confirmed_train</span><span class="p">)</span>
    <span class="n">poly_X_confirmed_test</span> <span class="o">=</span> <span class="n">poly</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_confirmed_test</span><span class="p">)</span>
    <span class="n">poly_forecast_future</span> <span class="o">=</span> <span class="n">poly</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">forecast_future</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">poly_X_confirmed_train</span><span class="p">,</span> <span class="n">poly_X_confirmed_test</span><span class="p">,</span> <span class="n">poly_forecast_future</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">poly_2_X_confirmed_train</span><span class="p">,</span> <span class="n">poly_2_X_confirmed_test</span><span class="p">,</span> <span class="n">poly_2_forecast_future</span> <span class="o">=</span> <span class="n">transform_to_poly</span><span class="p">(</span><span class="n">degree</span> <span class="o">=</span> <span class="mi">2</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_ploy_2_pred</span><span class="p">,</span> <span class="n">poly_2_pred</span> <span class="o">=</span> <span class="n">execute_linear_model</span><span class="p">(</span><span class="n">poly_2_X_confirmed_train</span><span class="p">,</span><span class="n">y_confirmed_train</span><span class="p">,</span><span class="n">poly_2_X_confirmed_test</span><span class="p">,</span><span class="n">poly_2_forecast_future</span><span class="p">)</span>
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<pre>MAE: 951180.468258
MSE: 1.0202446143e+12
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_model_predictions</span><span class="p">(</span><span class="s1">&#39;Polynomial Degree 2&#39;</span><span class="p">,</span><span class="n">y_confirmed_test</span><span class="p">,</span><span class="n">test_ploy_2_pred</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[51]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">poly_3_X_confirmed_train</span><span class="p">,</span> <span class="n">poly_3_X_confirmed_test</span><span class="p">,</span> <span class="n">poly_3_forecast_future</span> <span class="o">=</span> <span class="n">transform_to_poly</span><span class="p">(</span><span class="n">degree</span> <span class="o">=</span> <span class="mi">3</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[52]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_ploy_3_pred</span><span class="p">,</span> <span class="n">poly_3_pred</span> <span class="o">=</span> <span class="n">execute_linear_model</span><span class="p">(</span><span class="n">poly_3_X_confirmed_train</span><span class="p">,</span><span class="n">y_confirmed_train</span><span class="p">,</span><span class="n">poly_3_X_confirmed_test</span><span class="p">,</span><span class="n">poly_3_forecast_future</span><span class="p">)</span>
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<pre>MAE: 447195.898712
MSE: 423940090719.0
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<div class="prompt input_prompt">In&nbsp;[53]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_model_predictions</span><span class="p">(</span><span class="s1">&#39;Polynomial Degree 3&#39;</span><span class="p">,</span><span class="n">y_confirmed_test</span><span class="p">,</span><span class="n">test_ploy_3_pred</span><span class="p">)</span>
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<p>Now, we shall plot predictions of the 3 variants against the confirmed cases</p>

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<div class="prompt input_prompt">In&nbsp;[54]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot_future_predictions</span><span class="p">(</span><span class="n">x_data</span><span class="p">,</span> <span class="n">y_data</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">algorithms</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    INPUT - </span>
<span class="sd">        x_data &amp; y_data: data for x-axis and y-axis</span>
<span class="sd">        predictions1,predictions2,predictions3: predictions by te above declared models</span>
<span class="sd">        algo_1_name,algo_2_name,algo_3_name: names for algorithms to show in graph legend</span>
<span class="sd">        </span>
<span class="sd">    OUTPUT - </span>
<span class="sd">        This function doesn&#39;t return anything but prints the predictions of models against current confirmed cases</span>
<span class="sd">    &#39;&#39;&#39;</span>
    
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">9</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_data</span><span class="p">,</span> <span class="n">y_data</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">prediction</span> <span class="ow">in</span> <span class="n">predictions</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">forecast_future</span><span class="p">,</span> <span class="n">prediction</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;dashed&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Number of COVID-19 Cases Over Time&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Days Since Jan 22, 2020&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Cases&#39;</span><span class="p">)</span>
    <span class="n">legend</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Confirmed Cases&#39;</span><span class="p">]</span>
    <span class="k">for</span> <span class="n">algorithm</span> <span class="ow">in</span> <span class="n">algorithms</span><span class="p">:</span>
        <span class="n">legend</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">algorithm</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">legend</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ticklabel_format</span><span class="p">(</span><span class="n">style</span> <span class="o">=</span> <span class="s1">&#39;plain&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[55]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pred</span> <span class="o">=</span> <span class="p">[</span><span class="n">linear_pred</span><span class="p">,</span> <span class="n">poly_2_pred</span><span class="p">,</span> <span class="n">poly_3_pred</span><span class="p">]</span>
<span class="n">algos</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Linear Regression&#39;</span><span class="p">,</span><span class="s1">&#39;Degree 2 Polynomial Regression&#39;</span><span class="p">,</span><span class="s1">&#39;Degree 3 Polynomial Regression&#39;</span><span class="p">]</span>
<span class="n">plot_future_predictions</span><span class="p">(</span><span class="n">adjusted_dates</span><span class="p">,</span> <span class="n">world_cases</span><span class="p">,</span><span class="n">pred</span><span class="p">,</span><span class="n">algos</span><span class="p">)</span>
</pre></div>

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
"
>
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<p>It can be seen that the Polynomial variant with degree three performed well compared to other two variants of the Linear Regression model.</p>
<p><br></p>
<p>The next cell is for displaying our predictions for the next 15 days that we obtained using the Polynomial model.
<br><em>Note that this is just a simple model and the results are not accurate</em></p>

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<div class="prompt input_prompt">In&nbsp;[56]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">poly_3_preds</span> <span class="o">=</span> <span class="n">poly_3_pred</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="o">-</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">poly_3_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s1">&#39;Date&#39;</span><span class="p">:</span> <span class="n">dates_for_forecast_future</span><span class="p">[</span><span class="o">-</span><span class="mi">15</span><span class="p">:],</span> <span class="s1">&#39;Number of worldwide cases predicted&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">poly_3_preds</span><span class="p">[</span><span class="o">-</span><span class="mi">15</span><span class="p">:])})</span>
<span class="n">poly_3_df</span>
</pre></div>

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    <div class="prompt output_prompt">Out[56]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Date</th>
      <th>Number of worldwide cases predicted</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>05/06/2020</td>
      <td>5443228.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>05/07/2020</td>
      <td>5657852.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>05/08/2020</td>
      <td>5878025.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>05/09/2020</td>
      <td>6103819.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>05/10/2020</td>
      <td>6335302.0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>05/11/2020</td>
      <td>6572546.0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>05/12/2020</td>
      <td>6815619.0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>05/13/2020</td>
      <td>7064592.0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>05/14/2020</td>
      <td>7319535.0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>05/15/2020</td>
      <td>7580517.0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>05/16/2020</td>
      <td>7847609.0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>05/17/2020</td>
      <td>8120880.0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>05/18/2020</td>
      <td>8400401.0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>05/19/2020</td>
      <td>8686240.0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>05/20/2020</td>
      <td>8978469.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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