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<title>Data Science Pipeline Tutorial</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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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 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 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 {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Global-UFO-Sightings">Global UFO Sightings<a class="anchor-link" href="#Global-UFO-Sightings">&#182;</a></h1>
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<h3 id="Dallas-Rhoades">Dallas Rhoades<a class="anchor-link" href="#Dallas-Rhoades">&#182;</a></h3>
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<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2>
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<p>Are you an avid UFO hunter or have an interest in the mysterious and unknown? Do you want to gather evidence or simply see a UFO with your own eyes? Using the National UFO Reporting Center (NUFORC) dataset of UFO sightings around the world over the past 100 years, we can determine where in the world to go as well as the best time of year to go for UFO sightseeing. In this tutorial, we will walk through the five stages of the Data Science Pipeline using the aforementioned dataset. We will do some <strong>Data Collection</strong>, <strong>Data Processing</strong>, <strong>Exploratory Analysis and Visualization</strong>, <strong>Hypothesis Testing/Machine Learning</strong>, and finally a bit of <strong>Insight and Policy Decision</strong>.</p>

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<p>To be able to follow along with this tutorial, you will need the following:</p>
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<li>Python 3.x (usually already installed on macOS/Linux systems. For Windows click <a href="https://www.python.org/downloads/windows/">here</a>)</li>
<li><p>Libraries:</p>
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<li><a href="https://folium.readthedocs.io/en/latest/">folium</a></li>
<li><a href="http://ggplot.yhathq.com/">ggplot</a></li>
<li><a href="https://matplotlib.org/">matplotlib</a></li>
<li><a href="http://www.numpy.org">numpy</a></li>
<li><a href="http://pandas.pydata.org/">pandas</a></li>
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</li>
<li><p>UFO Sightings Dataset from Kaggle - <a href="https://www.kaggle.com/NUFORC/ufo-sightings">https://www.kaggle.com/NUFORC/ufo-sightings</a></p>
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<h2 id="Part-1:-Getting-Started---Data-Collection">Part 1: Getting Started - Data Collection<a class="anchor-link" href="#Part-1:-Getting-Started---Data-Collection">&#182;</a></h2>
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<p>Before we start diving into the data collection, we can add all of the necessary library imports now so we have access to everything we'll need later. We'll go over the libraries in more detail as we use them. The <code>!pip install ___</code> commands are used in case your environment does not currently have certain libraries installed.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>pip install folium
<span class="o">!</span>pip install ggplot
<span class="o">!</span>pip install timestring
<span class="kn">import</span> <span class="nn">datetime</span>
<span class="kn">import</span> <span class="nn">folium</span>
<span class="kn">from</span> <span class="nn">ggplot</span> <span class="k">import</span> <span class="o">*</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">numpy</span> <span class="k">as</span> <span class="nn">np</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">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">cross_validation</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">cross_val_score</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LogisticRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.neighbors</span> <span class="k">import</span> <span class="n">KNeighborsClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.utils</span> <span class="k">import</span> <span class="n">shuffle</span>
<span class="kn">import</span> <span class="nn">statsmodels.formula.api</span> <span class="k">as</span> <span class="nn">sm</span>
<span class="kn">import</span> <span class="nn">timestring</span>
<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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<pre>Requirement already satisfied: folium in /opt/conda/lib/python3.6/site-packages
Requirement already satisfied: branca in /opt/conda/lib/python3.6/site-packages (from folium)
Requirement already satisfied: six in /opt/conda/lib/python3.6/site-packages (from folium)
Requirement already satisfied: requests in /opt/conda/lib/python3.6/site-packages (from folium)
Requirement already satisfied: jinja2 in /opt/conda/lib/python3.6/site-packages (from folium)
Requirement already satisfied: chardet&lt;3.1.0,&gt;=3.0.2 in /opt/conda/lib/python3.6/site-packages (from requests-&gt;folium)
Requirement already satisfied: idna&lt;2.7,&gt;=2.5 in /opt/conda/lib/python3.6/site-packages (from requests-&gt;folium)
Requirement already satisfied: urllib3&lt;1.23,&gt;=1.21.1 in /opt/conda/lib/python3.6/site-packages (from requests-&gt;folium)
Requirement already satisfied: certifi&gt;=2017.4.17 in /opt/conda/lib/python3.6/site-packages (from requests-&gt;folium)
Requirement already satisfied: MarkupSafe&gt;=0.23 in /opt/conda/lib/python3.6/site-packages (from jinja2-&gt;folium)
Requirement already satisfied: ggplot in /opt/conda/lib/python3.6/site-packages
Requirement already satisfied: six in /opt/conda/lib/python3.6/site-packages (from ggplot)
Requirement already satisfied: matplotlib in /opt/conda/lib/python3.6/site-packages (from ggplot)
Requirement already satisfied: scipy in /opt/conda/lib/python3.6/site-packages (from ggplot)
Requirement already satisfied: statsmodels in /opt/conda/lib/python3.6/site-packages (from ggplot)
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<p>First, we will need to download the dataset linked above. The download will be a comma-separated values files (CSV), a useful file type for data analysis. Once loaded, we can use the <code>DataFrame</code> datatype found in the pandas library to quickly and easily manipulate the data. The line of code below loads the dataset we downloaded into a <code>DataFrame</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_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;scrubbed.csv&#39;</span><span class="p">)</span>
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<p>As you can see, the pandas library is extremely useful for working with data. It provides a lot of methods that make the process very seamless. We can use the <code>head()</code> function to view the first 5 rows of <code>sightings_df</code>.</p>

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>datetime</th>
      <th>city</th>
      <th>state</th>
      <th>country</th>
      <th>shape</th>
      <th>duration (seconds)</th>
      <th>duration (hours/min)</th>
      <th>comments</th>
      <th>date posted</th>
      <th>latitude</th>
      <th>longitude</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>10/10/1949 20:30</td>
      <td>san marcos</td>
      <td>tx</td>
      <td>us</td>
      <td>cylinder</td>
      <td>2700</td>
      <td>45 minutes</td>
      <td>This event took place in early fall around 194...</td>
      <td>4/27/2004</td>
      <td>29.8830556</td>
      <td>-97.941111</td>
    </tr>
    <tr>
      <th>1</th>
      <td>10/10/1949 21:00</td>
      <td>lackland afb</td>
      <td>tx</td>
      <td>NaN</td>
      <td>light</td>
      <td>7200</td>
      <td>1-2 hrs</td>
      <td>1949 Lackland AFB&amp;#44 TX.  Lights racing acros...</td>
      <td>12/16/2005</td>
      <td>29.38421</td>
      <td>-98.581082</td>
    </tr>
    <tr>
      <th>2</th>
      <td>10/10/1955 17:00</td>
      <td>chester (uk/england)</td>
      <td>NaN</td>
      <td>gb</td>
      <td>circle</td>
      <td>20</td>
      <td>20 seconds</td>
      <td>Green/Orange circular disc over Chester&amp;#44 En...</td>
      <td>1/21/2008</td>
      <td>53.2</td>
      <td>-2.916667</td>
    </tr>
    <tr>
      <th>3</th>
      <td>10/10/1956 21:00</td>
      <td>edna</td>
      <td>tx</td>
      <td>us</td>
      <td>circle</td>
      <td>20</td>
      <td>1/2 hour</td>
      <td>My older brother and twin sister were leaving ...</td>
      <td>1/17/2004</td>
      <td>28.9783333</td>
      <td>-96.645833</td>
    </tr>
    <tr>
      <th>4</th>
      <td>10/10/1960 20:00</td>
      <td>kaneohe</td>
      <td>hi</td>
      <td>us</td>
      <td>light</td>
      <td>900</td>
      <td>15 minutes</td>
      <td>AS a Marine 1st Lt. flying an FJ4B fighter/att...</td>
      <td>1/22/2004</td>
      <td>21.4180556</td>
      <td>-157.803611</td>
    </tr>
  </tbody>
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<p>We can see some of the data we will be working with here, including the date/time of the sighting, the country it was seen in, the shape of the UFO, and more. After confirming that our <code>DataFrame</code> was successfully created, we can conclude the first stage of the Data Science Pipeline: <strong>Data Collection</strong>.</p>

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<h2 id="Part-2:-Tidying-Up---Data-Processing">Part 2: Tidying Up - Data Processing<a class="anchor-link" href="#Part-2:-Tidying-Up---Data-Processing">&#182;</a></h2>
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<p>The next stage of the pipeline deals with <strong>Data Processing</strong>. This encompasses multiple things, including getting the data into a "tidy" format, making sure the data is in a form that actually makes sense, and more. During this part, we will walk through some possible ways to go about satisfying this criteria.</p>

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<h3 id="Tidy-Data">Tidy Data<a class="anchor-link" href="#Tidy-Data">&#182;</a></h3>
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<p>Tidy data is the concept of getting data into a format that makes analysis and manipulation easier. With this particular data set, much of the data is already in a tidy format. Let's explore the data set in more detail to see what's so tidy about it.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>datetime</th>
      <th>city</th>
      <th>state</th>
      <th>country</th>
      <th>shape</th>
      <th>duration (seconds)</th>
      <th>duration (hours/min)</th>
      <th>comments</th>
      <th>date posted</th>
      <th>latitude</th>
      <th>longitude</th>
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      <th>0</th>
      <td>10/10/1949 20:30</td>
      <td>san marcos</td>
      <td>tx</td>
      <td>us</td>
      <td>cylinder</td>
      <td>2700</td>
      <td>45 minutes</td>
      <td>This event took place in early fall around 194...</td>
      <td>4/27/2004</td>
      <td>29.8830556</td>
      <td>-97.941111</td>
    </tr>
    <tr>
      <th>1</th>
      <td>10/10/1949 21:00</td>
      <td>lackland afb</td>
      <td>tx</td>
      <td>NaN</td>
      <td>light</td>
      <td>7200</td>
      <td>1-2 hrs</td>
      <td>1949 Lackland AFB&amp;#44 TX.  Lights racing acros...</td>
      <td>12/16/2005</td>
      <td>29.38421</td>
      <td>-98.581082</td>
    </tr>
    <tr>
      <th>2</th>
      <td>10/10/1955 17:00</td>
      <td>chester (uk/england)</td>
      <td>NaN</td>
      <td>gb</td>
      <td>circle</td>
      <td>20</td>
      <td>20 seconds</td>
      <td>Green/Orange circular disc over Chester&amp;#44 En...</td>
      <td>1/21/2008</td>
      <td>53.2</td>
      <td>-2.916667</td>
    </tr>
    <tr>
      <th>3</th>
      <td>10/10/1956 21:00</td>
      <td>edna</td>
      <td>tx</td>
      <td>us</td>
      <td>circle</td>
      <td>20</td>
      <td>1/2 hour</td>
      <td>My older brother and twin sister were leaving ...</td>
      <td>1/17/2004</td>
      <td>28.9783333</td>
      <td>-96.645833</td>
    </tr>
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      <th>4</th>
      <td>10/10/1960 20:00</td>
      <td>kaneohe</td>
      <td>hi</td>
      <td>us</td>
      <td>light</td>
      <td>900</td>
      <td>15 minutes</td>
      <td>AS a Marine 1st Lt. flying an FJ4B fighter/att...</td>
      <td>1/22/2004</td>
      <td>21.4180556</td>
      <td>-157.803611</td>
    </tr>
    <tr>
      <th>5</th>
      <td>10/10/1961 19:00</td>
      <td>bristol</td>
      <td>tn</td>
      <td>us</td>
      <td>sphere</td>
      <td>300</td>
      <td>5 minutes</td>
      <td>My father is now 89 my brother 52 the girl wit...</td>
      <td>4/27/2007</td>
      <td>36.5950000</td>
      <td>-82.188889</td>
    </tr>
    <tr>
      <th>6</th>
      <td>10/10/1965 21:00</td>
      <td>penarth (uk/wales)</td>
      <td>NaN</td>
      <td>gb</td>
      <td>circle</td>
      <td>180</td>
      <td>about 3 mins</td>
      <td>penarth uk  circle  3mins  stayed 30ft above m...</td>
      <td>2/14/2006</td>
      <td>51.434722</td>
      <td>-3.180000</td>
    </tr>
    <tr>
      <th>7</th>
      <td>10/10/1965 23:45</td>
      <td>norwalk</td>
      <td>ct</td>
      <td>us</td>
      <td>disk</td>
      <td>1200</td>
      <td>20 minutes</td>
      <td>A bright orange color changing to reddish colo...</td>
      <td>10/2/1999</td>
      <td>41.1175000</td>
      <td>-73.408333</td>
    </tr>
    <tr>
      <th>8</th>
      <td>10/10/1966 20:00</td>
      <td>pell city</td>
      <td>al</td>
      <td>us</td>
      <td>disk</td>
      <td>180</td>
      <td>3  minutes</td>
      <td>Strobe Lighted disk shape object observed clos...</td>
      <td>3/19/2009</td>
      <td>33.5861111</td>
      <td>-86.286111</td>
    </tr>
    <tr>
      <th>9</th>
      <td>10/10/1966 21:00</td>
      <td>live oak</td>
      <td>fl</td>
      <td>us</td>
      <td>disk</td>
      <td>120</td>
      <td>several minutes</td>
      <td>Saucer zaps energy from powerline as my pregna...</td>
      <td>5/11/2005</td>
      <td>30.2947222</td>
      <td>-82.984167</td>
    </tr>
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<p>Remember that we've put this into a <code>DataFrame</code> type for easier manipulation. The first thing to note is that each column represents a specific attribute of the dataset. We have things like the datetime of the sighting, the city, state, and country it took place in, how long it lasted for, and more. Each row represents a sighting. A sighting is composed of an instance of each attribute.</p>

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<p>Another thing to note is that some columns appear to have been combined to make the dataset more compact while still retaining all the important information. For example, the <code>datetime</code> column is a combination of both a date and a time. These were likely separate columns before, but combining them reduces the number of columns without sacrificing any relevant data.</p>

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<p>Despite the tidy appearance of this dataset, there are still some things we can improve. We can see that there is a <code>duration</code> column that corresponds to both seconds and hours/minutes. The 'hours/min' aren't as useful to us as the 'seconds' because the data in that column is a mix of minutes and hours. The data doesn't have uniformity. This will make calculations more difficult than they need to be in the future. The 'seconds' column is all in seconds, without fractions or additional labels of 'hours' and 'minutes' tacked on. We can always calculate the hours or minutes using this seconds value down the line if necessary. Since the 'seconds' column is more uniform, it makes sense to remove the 'hours/min' version of the <code>duration</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_df</span> <span class="o">=</span> <span class="n">sightings_df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;duration (hours/min)&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>datetime</th>
      <th>city</th>
      <th>state</th>
      <th>country</th>
      <th>shape</th>
      <th>duration (seconds)</th>
      <th>comments</th>
      <th>date posted</th>
      <th>latitude</th>
      <th>longitude</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>10/10/1949 20:30</td>
      <td>san marcos</td>
      <td>tx</td>
      <td>us</td>
      <td>cylinder</td>
      <td>2700</td>
      <td>This event took place in early fall around 194...</td>
      <td>4/27/2004</td>
      <td>29.8830556</td>
      <td>-97.941111</td>
    </tr>
    <tr>
      <th>1</th>
      <td>10/10/1949 21:00</td>
      <td>lackland afb</td>
      <td>tx</td>
      <td>NaN</td>
      <td>light</td>
      <td>7200</td>
      <td>1949 Lackland AFB&amp;#44 TX.  Lights racing acros...</td>
      <td>12/16/2005</td>
      <td>29.38421</td>
      <td>-98.581082</td>
    </tr>
    <tr>
      <th>2</th>
      <td>10/10/1955 17:00</td>
      <td>chester (uk/england)</td>
      <td>NaN</td>
      <td>gb</td>
      <td>circle</td>
      <td>20</td>
      <td>Green/Orange circular disc over Chester&amp;#44 En...</td>
      <td>1/21/2008</td>
      <td>53.2</td>
      <td>-2.916667</td>
    </tr>
    <tr>
      <th>3</th>
      <td>10/10/1956 21:00</td>
      <td>edna</td>
      <td>tx</td>
      <td>us</td>
      <td>circle</td>
      <td>20</td>
      <td>My older brother and twin sister were leaving ...</td>
      <td>1/17/2004</td>
      <td>28.9783333</td>
      <td>-96.645833</td>
    </tr>
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      <th>4</th>
      <td>10/10/1960 20:00</td>
      <td>kaneohe</td>
      <td>hi</td>
      <td>us</td>
      <td>light</td>
      <td>900</td>
      <td>AS a Marine 1st Lt. flying an FJ4B fighter/att...</td>
      <td>1/22/2004</td>
      <td>21.4180556</td>
      <td>-157.803611</td>
    </tr>
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</table>
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<p>As you can see, the <code>drop</code> function allows us to remove a column from the <code>DataFrame</code>. Its first parameter is the name of the column attribute, and the second parameter is the axis (0 for row, 1 for column). You can read more about this useful function <a href="https://pandas.pydata.org/pandas-docs/version/0.21/generated/pandas.DataFrame.drop.html">here</a>.</p>

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<p>We can also remove the 'date posted' column since that is when the sighting was first posted on NUFORC's website (not when the sighting actually occurred).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_df</span> <span class="o">=</span> <span class="n">sightings_df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;date posted&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>datetime</th>
      <th>city</th>
      <th>state</th>
      <th>country</th>
      <th>shape</th>
      <th>duration (seconds)</th>
      <th>comments</th>
      <th>latitude</th>
      <th>longitude</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>10/10/1949 20:30</td>
      <td>san marcos</td>
      <td>tx</td>
      <td>us</td>
      <td>cylinder</td>
      <td>2700</td>
      <td>This event took place in early fall around 194...</td>
      <td>29.8830556</td>
      <td>-97.941111</td>
    </tr>
    <tr>
      <th>1</th>
      <td>10/10/1949 21:00</td>
      <td>lackland afb</td>
      <td>tx</td>
      <td>NaN</td>
      <td>light</td>
      <td>7200</td>
      <td>1949 Lackland AFB&amp;#44 TX.  Lights racing acros...</td>
      <td>29.38421</td>
      <td>-98.581082</td>
    </tr>
    <tr>
      <th>2</th>
      <td>10/10/1955 17:00</td>
      <td>chester (uk/england)</td>
      <td>NaN</td>
      <td>gb</td>
      <td>circle</td>
      <td>20</td>
      <td>Green/Orange circular disc over Chester&amp;#44 En...</td>
      <td>53.2</td>
      <td>-2.916667</td>
    </tr>
    <tr>
      <th>3</th>
      <td>10/10/1956 21:00</td>
      <td>edna</td>
      <td>tx</td>
      <td>us</td>
      <td>circle</td>
      <td>20</td>
      <td>My older brother and twin sister were leaving ...</td>
      <td>28.9783333</td>
      <td>-96.645833</td>
    </tr>
    <tr>
      <th>4</th>
      <td>10/10/1960 20:00</td>
      <td>kaneohe</td>
      <td>hi</td>
      <td>us</td>
      <td>light</td>
      <td>900</td>
      <td>AS a Marine 1st Lt. flying an FJ4B fighter/att...</td>
      <td>21.4180556</td>
      <td>-157.803611</td>
    </tr>
  </tbody>
</table>
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<p>Another thing to note is that the 'latitude' column actually has an extra space at the end of its name. We can confirm this with the following:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_df</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;datetime&#39;, &#39;city&#39;, &#39;state&#39;, &#39;country&#39;, &#39;shape&#39;, &#39;duration (seconds)&#39;,
       &#39;comments&#39;, &#39;latitude&#39;, &#39;longitude &#39;],
      dtype=&#39;object&#39;)</pre>
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<p>This will confuse us later when we try to access the 'longitude' column, so let's take care of this now while it's on our mind.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_df</span> <span class="o">=</span> <span class="n">sightings_df</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;longitude &#39;</span><span class="p">:</span> <span class="s1">&#39;longitude&#39;</span><span class="p">})</span>
<span class="n">sightings_df</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;datetime&#39;, &#39;city&#39;, &#39;state&#39;, &#39;country&#39;, &#39;shape&#39;, &#39;duration (seconds)&#39;,
       &#39;comments&#39;, &#39;latitude&#39;, &#39;longitude&#39;],
      dtype=&#39;object&#39;)</pre>
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<p>The dataset is more compact now and will be easier to work with later. It may be tempting to want to combine city, state, and maybe country into one column, but it's possible to make the data <em>too</em> tidy. If we leave it as is, it will actually be easier to work with later on when we're determining the best locations to go UFO hunting.</p>

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<h3 id="Much-Ado-About-NaN">Much Ado About NaN<a class="anchor-link" href="#Much-Ado-About-NaN">&#182;</a></h3>
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<p>In many datasets you'll find, <code>NaN</code> is often used to denote missing, incomplete, or unknown data. <code>NaN</code> is generally not a desirable value to have, and the easiest way to fix it is to simply drop any rows with that value in one of the columns. This solution has problems of its own, but luckily we will not be taking this route. With <code>NaN</code> values, it is often useful to take a look at <em>why</em> they are present in a given dataset. In our case, they appear if the location of the sighting does not have a state (if it's in a country other than the US) or if the sighting took place in a military area (e.g. Lackland Air Force Base). In these cases, I think leaving the <code>NaN</code> values is an acceptable practice.</p>

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<p>Our <code>DataFrame</code> is looking good so far. We've now cleaned it up by removing data that's not needed and weighing the effects of removing <code>NaN</code> values or leaving them in. At this point, I think we've finished up the <strong>Data Processing</strong> stage of the pipeline and are ready to move on to stage 3.</p>

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<h2 id="Part-3:-Diving-In---Exploratory-Analysis-and-Visualization">Part 3: Diving In - Exploratory Analysis and Visualization<a class="anchor-link" href="#Part-3:-Diving-In---Exploratory-Analysis-and-Visualization">&#182;</a></h2>
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<p>This is the part where the <em>real</em> fun begins. We're now going to start analyzing our data for trends and patterns. This will give us a basis for formulating a hypothesis.</p>

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<h3 id="Looking-for-Patterns:-Time-of-Day">Looking for Patterns: Time of Day<a class="anchor-link" href="#Looking-for-Patterns:-Time-of-Day">&#182;</a></h3>
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<p>One possible pattern we can look for is the times of day sightings are more likely to occur. This will help us determine what times we should start looking for UFOs. To do this, we will need to parse the hour out of our datetime, group our data by the hour of the sighting (0-23) and then look at some statistical trends. The simplest way to get this hour is by using the built-in <code>.hour</code> field of the <code>datetime</code> datatype! After we get it, we can append it in a new column at the end of the <code>DataFrame</code> and use that for analysis.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># make a copy of the original dataframe</span>
<span class="n">sightings_day</span> <span class="o">=</span> <span class="n">sightings_df</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="c1"># get the hour value from each row&#39;s sighting</span>
<span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">sightings_day</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">sightings_day</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span><span class="s1">&#39;sighting_hour&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">timestring</span><span class="o">.</span><span class="n">Date</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">hour</span>
    <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
        <span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; 24&#39;</span><span class="p">,</span> <span class="s1">&#39; 0&#39;</span><span class="p">)</span>
        <span class="n">sightings_day</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span> <span class="s1">&#39;datetime&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; 24&#39;</span><span class="p">,</span> <span class="s1">&#39; 0&#39;</span><span class="p">)</span>
        <span class="n">sightings_day</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span><span class="s1">&#39;sighting_hour&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">timestring</span><span class="o">.</span><span class="n">Date</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">hour</span>
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<p>You'll notice above we surrounded our code in a try-except block. We did this because some of the 'hours' of the time were actually 24 instead of 0. The libraries we're using only accept 0 to 23 as possible hour values, and if we were to attempt to parse 24 it would throw an exception and halt. In this case, we catch the exception, assume that 24 is equivalent to 0, and change it before adding it to the <code>DataFrame</code>. We also modify the original 'datetime' hour from 24 to 0 to prevent future complications. It is fair to assume that since it is hour 24, it is technically midnight of the next day. However, this isn't explicitly stated anywhere and it won't affect our findings too much so we can safely say that it is midnight of the day in the actual datetime object. It is also fair to assume that this step could have been taken care of in the previous <strong>Data Processing</strong> stage. I chose to do it here because we are already iterating through the <code>DataFrame</code> anyway and looking specifically for the 'hour' value.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_day</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>datetime</th>
      <th>city</th>
      <th>state</th>
      <th>country</th>
      <th>shape</th>
      <th>duration (seconds)</th>
      <th>comments</th>
      <th>latitude</th>
      <th>longitude</th>
      <th>sighting_hour</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>10/10/1949 20:30</td>
      <td>san marcos</td>
      <td>tx</td>
      <td>us</td>
      <td>cylinder</td>
      <td>2700</td>
      <td>This event took place in early fall around 194...</td>
      <td>29.8830556</td>
      <td>-97.941111</td>
      <td>20.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>10/10/1949 21:00</td>
      <td>lackland afb</td>
      <td>tx</td>
      <td>NaN</td>
      <td>light</td>
      <td>7200</td>
      <td>1949 Lackland AFB&amp;#44 TX.  Lights racing acros...</td>
      <td>29.38421</td>
      <td>-98.581082</td>
      <td>21.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>10/10/1955 17:00</td>
      <td>chester (uk/england)</td>
      <td>NaN</td>
      <td>gb</td>
      <td>circle</td>
      <td>20</td>
      <td>Green/Orange circular disc over Chester&amp;#44 En...</td>
      <td>53.2</td>
      <td>-2.916667</td>
      <td>17.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>10/10/1956 21:00</td>
      <td>edna</td>
      <td>tx</td>
      <td>us</td>
      <td>circle</td>
      <td>20</td>
      <td>My older brother and twin sister were leaving ...</td>
      <td>28.9783333</td>
      <td>-96.645833</td>
      <td>21.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>10/10/1960 20:00</td>
      <td>kaneohe</td>
      <td>hi</td>
      <td>us</td>
      <td>light</td>
      <td>900</td>
      <td>AS a Marine 1st Lt. flying an FJ4B fighter/att...</td>
      <td>21.4180556</td>
      <td>-157.803611</td>
      <td>20.0</td>
    </tr>
  </tbody>
</table>
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<p>It looks like the hour of the sighting was successfully parsed and put in the 'sighting_hour' column. Now we can group the rows by the hour and see the rough distribution of sightings based on the count per hour.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_grouped_hrs</span> <span class="o">=</span> <span class="n">sightings_day</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;sighting_hour&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sighting_hour</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">sightings_grouped_hrs</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>sighting_hour</th>
      <th>count</th>
    </tr>
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    <tr>
      <th>0</th>
      <td>0.0</td>
      <td>4802</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1.0</td>
      <td>3210</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2.0</td>
      <td>2357</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3.0</td>
      <td>2004</td>
    </tr>
    <tr>
      <th>4</th>
      <td>4.0</td>
      <td>1529</td>
    </tr>
    <tr>
      <th>5</th>
      <td>5.0</td>
      <td>1591</td>
    </tr>
    <tr>
      <th>6</th>
      <td>6.0</td>
      <td>1224</td>
    </tr>
    <tr>
      <th>7</th>
      <td>7.0</td>
      <td>905</td>
    </tr>
    <tr>
      <th>8</th>
      <td>8.0</td>
      <td>803</td>
    </tr>
    <tr>
      <th>9</th>
      <td>9.0</td>
      <td>958</td>
    </tr>
    <tr>
      <th>10</th>
      <td>10.0</td>
      <td>1166</td>
    </tr>
    <tr>
      <th>11</th>
      <td>11.0</td>
      <td>1144</td>
    </tr>
    <tr>
      <th>12</th>
      <td>12.0</td>
      <td>1368</td>
    </tr>
    <tr>
      <th>13</th>
      <td>13.0</td>
      <td>1303</td>
    </tr>
    <tr>
      <th>14</th>
      <td>14.0</td>
      <td>1322</td>
    </tr>
    <tr>
      <th>15</th>
      <td>15.0</td>
      <td>1433</td>
    </tr>
    <tr>
      <th>16</th>
      <td>16.0</td>
      <td>1620</td>
    </tr>
    <tr>
      <th>17</th>
      <td>17.0</td>
      <td>2592</td>
    </tr>
    <tr>
      <th>18</th>
      <td>18.0</td>
      <td>4002</td>
    </tr>
    <tr>
      <th>19</th>
      <td>19.0</td>
      <td>6147</td>
    </tr>
    <tr>
      <th>20</th>
      <td>20.0</td>
      <td>8617</td>
    </tr>
    <tr>
      <th>21</th>
      <td>21.0</td>
      <td>11445</td>
    </tr>
    <tr>
      <th>22</th>
      <td>22.0</td>
      <td>10837</td>
    </tr>
    <tr>
      <th>23</th>
      <td>23.0</td>
      <td>7953</td>
    </tr>
  </tbody>
</table>
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<p>We can now plot this data using the <code>matplotlib</code> library.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">sightings_grouped_hrs</span><span class="p">[</span><span class="s1">&#39;count&#39;</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;green&#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;Hour of Day&#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 Sightings&#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;Total UFO Sightings per Hour Over the Last Century&#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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<p>By visualizing the data it is clear to see that the majority of sightings occur very late at night or in the very early morning hours.</p>

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<h3 id="Calculating-the-Average-Sightings-per-Hour">Calculating the Average Sightings per Hour<a class="anchor-link" href="#Calculating-the-Average-Sightings-per-Hour">&#182;</a></h3>
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<p>Another useful metric we can calculate is the average sightings per hour. This will take a bit more legwork than simply calculating the total sightings per hour. First, we need to extract the date from the datetime and put that in its own column.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">grouped_sightings</span> <span class="o">=</span> <span class="n">sightings_day</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">grouped_sightings</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">grouped_sightings</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">])</span>
<span class="c1"># get date from datetime</span>
<span class="n">grouped_sightings</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">grouped_sightings</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">date</span>
<span class="c1"># group by date and number of sightings per each hour</span>
<span class="n">grouped_sightings</span> <span class="o">=</span> <span class="n">grouped_sightings</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">grouped_sightings</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">],</span> <span class="n">grouped_sightings</span><span class="p">[</span><span class="s1">&#39;sighting_hour&#39;</span><span class="p">]],</span> \
                                              <span class="n">as_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">sighting_hour</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">grouped_sightings</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s1">&#39;count&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</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>date</th>
      <th>sighting_hour</th>
      <th>count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>12065</th>
      <td>1999-11-16</td>
      <td>19.0</td>
      <td>96</td>
    </tr>
    <tr>
      <th>44404</th>
      <td>2012-07-04</td>
      <td>22.0</td>
      <td>78</td>
    </tr>
    <tr>
      <th>38580</th>
      <td>2010-07-04</td>
      <td>22.0</td>
      <td>70</td>
    </tr>
    <tr>
      <th>38579</th>
      <td>2010-07-04</td>
      <td>21.0</td>
      <td>68</td>
    </tr>
    <tr>
      <th>47559</th>
      <td>2013-07-04</td>
      <td>21.0</td>
      <td>63</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[84]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># calculate average per hour</span>
<span class="n">avg_sightings</span> <span class="o">=</span> <span class="n">grouped_sightings</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">grouped_sightings</span><span class="p">[</span><span class="s1">&#39;sighting_hour&#39;</span><span class="p">]],</span> <span class="n">as_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">avg_sightings</span><span class="p">[[</span><span class="s1">&#39;sighting_hour&#39;</span><span class="p">,</span> <span class="s1">&#39;count&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span>
</pre></div>

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<div class="prompt output_prompt">Out[84]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>sighting_hour</th>
      <th>count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.0</td>
      <td>1.540584</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1.0</td>
      <td>1.304878</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2.0</td>
      <td>1.207480</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3.0</td>
      <td>1.190024</td>
    </tr>
    <tr>
      <th>4</th>
      <td>4.0</td>
      <td>1.177059</td>
    </tr>
    <tr>
      <th>5</th>
      <td>5.0</td>
      <td>1.218224</td>
    </tr>
    <tr>
      <th>6</th>
      <td>6.0</td>
      <td>1.172414</td>
    </tr>
    <tr>
      <th>7</th>
      <td>7.0</td>
      <td>1.125622</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[85]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">avg_sightings</span><span class="p">[</span><span class="s1">&#39;count&#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;Hour&#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;Avg Num of Sightings&#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;Average UFO Sightings per Hour Over the Last Century&#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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>
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<p>This graph is more informative than the previous despite looking very similar. We can now get a clearer look at the <em>average</em> number of sightings each hour when compared to the total amount. Based on the average, we have more confidence that we have a greater chance of a UFO sightings in the late night hours. In fact, the average number of sightings between 9-11 PM is a little over 2. That's almost double the amount of sightings compared to any other time of day!</p>

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<h3 id="Looking-for-Patterns:-Time-of-Year">Looking for Patterns: Time of Year<a class="anchor-link" href="#Looking-for-Patterns:-Time-of-Year">&#182;</a></h3>
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<p>We can use a similar approach to determine the total number of sightings per month. We can use this data along with the most active time of day we just discovered to increase the accuracy of where we decide to look for UFOs.</p>

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<div class="prompt input_prompt">In&nbsp;[86]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_month</span> <span class="o">=</span> <span class="n">sightings_day</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="c1"># get the month from the datetime</span>
<span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">sightings_month</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">sightings_month</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span><span class="s1">&#39;sighting_month&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">timestring</span><span class="o">.</span><span class="n">Date</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">month</span>
    <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span> <span class="c1"># 24th hour unchanged in sightings_day datetime. Ignore error</span>
        <span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; 24&#39;</span><span class="p">,</span> <span class="s1">&#39; 0&#39;</span><span class="p">)</span> 
        <span class="n">sightings_month</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span><span class="s1">&#39;sighting_month&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">timestring</span><span class="o">.</span><span class="n">Date</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">month</span>
<span class="n">sightings_month</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>datetime</th>
      <th>city</th>
      <th>state</th>
      <th>country</th>
      <th>shape</th>
      <th>duration (seconds)</th>
      <th>comments</th>
      <th>latitude</th>
      <th>longitude</th>
      <th>sighting_hour</th>
      <th>sighting_month</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>10/10/1949 20:30</td>
      <td>san marcos</td>
      <td>tx</td>
      <td>us</td>
      <td>cylinder</td>
      <td>2700</td>
      <td>This event took place in early fall around 194...</td>
      <td>29.8830556</td>
      <td>-97.941111</td>
      <td>20.0</td>
      <td>10.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>10/10/1949 21:00</td>
      <td>lackland afb</td>
      <td>tx</td>
      <td>NaN</td>
      <td>light</td>
      <td>7200</td>
      <td>1949 Lackland AFB&amp;#44 TX.  Lights racing acros...</td>
      <td>29.38421</td>
      <td>-98.581082</td>
      <td>21.0</td>
      <td>10.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>10/10/1955 17:00</td>
      <td>chester (uk/england)</td>
      <td>NaN</td>
      <td>gb</td>
      <td>circle</td>
      <td>20</td>
      <td>Green/Orange circular disc over Chester&amp;#44 En...</td>
      <td>53.2</td>
      <td>-2.916667</td>
      <td>17.0</td>
      <td>10.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>10/10/1956 21:00</td>
      <td>edna</td>
      <td>tx</td>
      <td>us</td>
      <td>circle</td>
      <td>20</td>
      <td>My older brother and twin sister were leaving ...</td>
      <td>28.9783333</td>
      <td>-96.645833</td>
      <td>21.0</td>
      <td>10.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>10/10/1960 20:00</td>
      <td>kaneohe</td>
      <td>hi</td>
      <td>us</td>
      <td>light</td>
      <td>900</td>
      <td>AS a Marine 1st Lt. flying an FJ4B fighter/att...</td>
      <td>21.4180556</td>
      <td>-157.803611</td>
      <td>20.0</td>
      <td>10.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[87]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_grouped_mths</span> <span class="o">=</span> <span class="n">sightings_month</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;sighting_month&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sighting_month</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">sightings_grouped_mths</span>
</pre></div>

</div>
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</div>

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<div class="output_area">

<div class="prompt output_prompt">Out[87]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>sighting_month
1.0     5689
2.0     4665
3.0     5450
4.0     5527
5.0     5293
6.0     8152
7.0     9520
8.0     8636
9.0     7589
10.0    7407
11.0    6739
12.0    5665
Name: sighting_month, dtype: int64</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[88]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">sightings_grouped_mths</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#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;Month&#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 Sightings&#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;Total UFO Sightings per Month Over the Last Century&#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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<p>Based on our plot above, it looks like there is a large spike in sightings during the summer months, especially July. Activity tends to die down as we enter Winter (in the Northern Hemisphere) and the weather gets worse.</p>

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<h3 id="Looking-for-Patterns:-Location-of-Sighting">Looking for Patterns: Location of Sighting<a class="anchor-link" href="#Looking-for-Patterns:-Location-of-Sighting">&#182;</a></h3>
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<p>Let's look for one more pattern in our data. So far, we've learned that most sightings have taken place during the late night/early morning hours of the summer months. Let's try to find out <em>where</em> most of them have occurred. Luckily, we already have location data in our <code>DataFrame</code>, so we don't have to parse different parts of objects out like we've had to do with the datetime string. All we have to do is <code>groupby</code> the country count.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_country</span> <span class="o">=</span> <span class="n">sightings_day</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">sightings_country</span> <span class="o">=</span> <span class="n">sightings_country</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;country&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">country</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="c1"># a bar graph would be more suited for this type of association</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sightings_country</span><span class="p">)),</span> <span class="nb">list</span><span class="p">(</span><span class="n">sightings_country</span><span class="p">[:]),</span> <span class="n">align</span><span class="o">=</span><span class="s1">&#39;center&#39;</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="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sightings_country</span><span class="p">)),</span> <span class="nb">list</span><span class="p">(</span><span class="n">sightings_country</span><span class="o">.</span><span class="n">keys</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;Sightings Per Country Over Last Century&#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;Country&#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 Sightings&#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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<p>It looks like the majority of sightings occur in the U.S. Let's zoom in on this further -- which five states do most sightings occur in?</p>

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<div class="prompt input_prompt">In&nbsp;[90]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_state</span> <span class="o">=</span> <span class="n">sightings_day</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">sightings_state</span> <span class="o">=</span> <span class="n">sightings_state</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;state&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">country</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">)</span> \
                             <span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s1">&#39;count&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
<span class="c1"># a bar graph would be more suited for this type of association</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sightings_state</span><span class="p">)),</span> <span class="nb">list</span><span class="p">(</span><span class="n">sightings_state</span><span class="p">[</span><span class="s1">&#39;count&#39;</span><span class="p">]),</span> <span class="n">align</span><span class="o">=</span><span class="s1">&#39;center&#39;</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="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sightings_state</span><span class="p">)),</span> <span class="nb">list</span><span class="p">(</span><span class="n">sightings_state</span><span class="p">[</span><span class="s1">&#39;state&#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;Sightings Per Top 5 U.S. States Over Last Century&#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;State&#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 Sightings&#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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<p>Our exploratory analysis has led us to discover that California is the state with the most sightings, followed by Washington, Florida, Texas, and New York. Let's go one level deeper. Since California is the state with the most sightings, let's determine the top five cities within California that have the most reports.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_city</span> <span class="o">=</span> <span class="n">sightings_day</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">sightings_city</span> <span class="o">=</span> <span class="n">sightings_city</span><span class="p">[(</span><span class="n">sightings_city</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="s1">&#39;ca&#39;</span><span class="p">)]</span>
<span class="n">sightings_city</span> <span class="o">=</span> <span class="n">sightings_city</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;city&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">city</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">)</span> \
                             <span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s1">&#39;count&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
<span class="c1"># again, a bar graph would be more suited for this type of association</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sightings_city</span><span class="p">)),</span> <span class="nb">list</span><span class="p">(</span><span class="n">sightings_city</span><span class="p">[</span><span class="s1">&#39;count&#39;</span><span class="p">]),</span> <span class="n">align</span><span class="o">=</span><span class="s1">&#39;center&#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">xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sightings_city</span><span class="p">)),</span> <span class="nb">list</span><span class="p">(</span><span class="n">sightings_city</span><span class="p">[</span><span class="s1">&#39;city&#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;Sightings Per Top 5 California Cities Over Last Century&#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;City&#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 Sightings&#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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<p>Los Angeles and San Diego are just about tied for the CA cities with the highest amount of sightings.</p>

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<p>We've done a lot of analysis so far and learned quite a few useful things. To recap, by manipulating our dataset and plotting graphs as a visual reference point, we've learned that:</p>
<ul>
<li>The best time of day to go UFO searching is late in the evening to early in the morning (eyeballing it, I'd say from roughly 6 PM to 2 AM).</li>
<li>The best time of the year to go is in the summer months, especially July.</li>
<li>The country with the most reported sightings is the U.S.</li>
<li>In the U.S., the cities with the most reported sightings include California, Washington, Florida, Texas, and NY.</li>
<li>California has the most sightings by a large margin, so if you want to go searching there the best cities to search in or around are Los Angeles, San Diego, Sacramento City, San Francisco, or San Jose.</li>
</ul>

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<h3 id="Average-Sightings-per-Month/Location">Average Sightings per Month/Location<a class="anchor-link" href="#Average-Sightings-per-Month/Location">&#182;</a></h3>
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<p>If we wanted to, we could follow the approach for calculating the average sightings per hour and tweak it a bit to apply for the other data analyses we did. For the purposes of our tutorial, we won't need to do this and instead we leave it as an exercise to the reader. If you're clamoring to do more exploratory analysis, here are some questions to think about after you successfully find the average(s):</p>
<ul>
<li>How similar are the graphs to the ones for the total sightings?</li>
<li>Do these graphs provide more information than the ones for total sightings? What can we use them for?</li>
<li>Do the averages calculated make sense in the context of the data?</li>
</ul>

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<h3 id="A-Step-Further---Mapping-our-Findings">A Step Further - Mapping our Findings<a class="anchor-link" href="#A-Step-Further---Mapping-our-Findings">&#182;</a></h3>
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<p>In addition to the graphs we've created, we can use another cool library to display our findings: <a href="https://folium.readthedocs.io/en/latest/">folium</a>. This package allows us to visualize our data on a cool interactive map. Let's walk through a simple example of how to do this.</p>

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<p>A good use of folium is plotting random samples of our data and trying to discern patterns from that. Since we already have the information for California sightings, let's use that and plot a random sample of 200 sightings and see what trends we can find.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sightings_city</span> <span class="o">=</span> <span class="n">sightings_day</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">sightings_city</span> <span class="o">=</span> <span class="n">sightings_city</span><span class="p">[(</span><span class="n">sightings_city</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="s1">&#39;ca&#39;</span><span class="p">)]</span>
<span class="c1"># random sample of 200 sightings</span>
<span class="n">samp</span> <span class="o">=</span> <span class="n">sightings_city</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">200</span><span class="p">)</span>
<span class="c1"># create folium map with initial starting location</span>
<span class="n">map_osm</span> <span class="o">=</span> <span class="n">folium</span><span class="o">.</span><span class="n">Map</span><span class="p">(</span><span class="n">location</span><span class="o">=</span><span class="p">[</span><span class="mf">37.77</span><span class="p">,</span> <span class="o">-</span><span class="mf">119.42</span><span class="p">],</span> <span class="n">zoom_start</span><span class="o">=</span><span class="mi">6</span><span class="p">)</span>
<span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">samp</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
    <span class="c1"># highlight the marker if it&#39;s one of our top cities</span>
    <span class="k">if</span> <span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;los angeles&#39;</span> <span class="ow">or</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;san diego&#39;</span> <span class="ow">or</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;sacramento City&#39;</span> \
        <span class="ow">or</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;san francisco&#39;</span> <span class="ow">or</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;san jose&#39;</span><span class="p">):</span>
        <span class="n">folium</span><span class="o">.</span><span class="n">Marker</span><span class="p">(</span><span class="n">location</span><span class="o">=</span><span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">]),</span> <span class="nb">float</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">])],</span> <span class="n">popup</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39; -- Shape: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;shape&#39;</span><span class="p">])</span> <span class="o">+</span> 
                      <span class="s1">&#39; -- Duration: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;duration (seconds)&#39;</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39; seconds&#39;</span><span class="p">,</span> 
                      <span class="n">icon</span><span class="o">=</span><span class="n">folium</span><span class="o">.</span><span class="n">Icon</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;green&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">add_to</span><span class="p">(</span><span class="n">map_osm</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">folium</span><span class="o">.</span><span class="n">Marker</span><span class="p">(</span><span class="n">location</span><span class="o">=</span><span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">]),</span> <span class="nb">float</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">])],</span> <span class="n">popup</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;datetime&#39;</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39; -- Shape: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;shape&#39;</span><span class="p">])</span> <span class="o">+</span> 
                      <span class="s1">&#39; -- Duration: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;duration (seconds)&#39;</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39; seconds&#39;</span><span class="p">,</span> 
                      <span class="n">icon</span><span class="o">=</span><span class="n">folium</span><span class="o">.</span><span class="n">Icon</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">add_to</span><span class="p">(</span><span class="n">map_osm</span><span class="p">)</span>
<span class="n">map_osm</span>
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                var icon_efcb76c9c6e44bc2af84f6989ddd68fe = L.AwesomeMarkers.icon({
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                var icon_76dd38118e164db59afd0aaa889b84aa = L.AwesomeMarkers.icon({
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                var icon_973a3990deda43659e9dfa890e4073ce = L.AwesomeMarkers.icon({
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                var icon_e576225e25d640228e6b3764da59c397 = L.AwesomeMarkers.icon({
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                var icon_263c38d3a0544d6c85fb5a5663a086b0 = L.AwesomeMarkers.icon({
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            var marker_9215928be7fc49ce89eaf152c719136f = L.marker(
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                var icon_000c9e47a1624ca3975379c4ed09186f = L.AwesomeMarkers.icon({
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            var marker_1b2cbfc3aab64287a3fe750ea2de54e0 = L.marker(
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                var icon_a588723d39064a3e8c82511b8bcd98af = L.AwesomeMarkers.icon({
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            var marker_e4d0e87238ba49428d76a50abf04949b = L.marker(
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                var icon_029e5a5495b54f7aa42634bf8c5f31ca = L.AwesomeMarkers.icon({
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            var marker_68a38cc9fe414a90ae4dad13a37b35ee = L.marker(
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                var icon_f73cc73f2ad74363aca980c140d38ece = L.AwesomeMarkers.icon({
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            var marker_f952e29893b64dccb0f6d4c18d8e759b = L.marker(
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                var icon_d56676221d62407eb237ed902fd5f211 = L.AwesomeMarkers.icon({
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            marker_f952e29893b64dccb0f6d4c18d8e759b.bindPopup(popup_220dafdb5aa4424bb8de5a9a6d1ac608);

            
        
    

            var marker_a34e0699d43b4ae4b8fa7237f1e9f475 = L.marker(
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                var icon_feb4cecbf40f46cf92035f932d69cda0 = L.AwesomeMarkers.icon({
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            marker_a34e0699d43b4ae4b8fa7237f1e9f475.bindPopup(popup_dfb026ff1ec0422fa839f0b83d58aa36);

            
        
    

            var marker_f80086609c0b4a90b2229fc3a13124ac = L.marker(
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                var icon_754c1a1013e34cd5b129fe1fb4561234 = L.AwesomeMarkers.icon({
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            marker_f80086609c0b4a90b2229fc3a13124ac.bindPopup(popup_516b71b100e245b3856483cc3f5bbfbe);

            
        
    

            var marker_14a4276bb00d4571a5869af7134032fc = L.marker(
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                var icon_6c475aafde1247189569ca92161083e2 = L.AwesomeMarkers.icon({
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            marker_14a4276bb00d4571a5869af7134032fc.bindPopup(popup_c4a1a8679d2c4d8e99c866e8f2248764);

            
        
    

            var marker_9c052d023584436fb4e9b023db8bf477 = L.marker(
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                var icon_b0c03503a3f54c829019db71d64a2790 = L.AwesomeMarkers.icon({
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            marker_9c052d023584436fb4e9b023db8bf477.bindPopup(popup_f4a04ae242aa4ccf86b4b25e20d22b1a);

            
        
    

            var marker_b78c64a4d074429796fece69f0e78945 = L.marker(
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                var icon_88b22edd6c2f44ea873629fa97afce8e = L.AwesomeMarkers.icon({
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            marker_b78c64a4d074429796fece69f0e78945.bindPopup(popup_7d250361287a43cb9bd456cc45aab572);

            
        
    

            var marker_e915f78eef02497c9acde55557bdcae8 = L.marker(
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                var icon_c0147dec3d814e4e80055b1c4256948f = L.AwesomeMarkers.icon({
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                var html_2fce43ac9c074c0fb0e5074981c8b0af = $('<div id="html_2fce43ac9c074c0fb0e5074981c8b0af" style="width: 100.0%; height: 100.0%;">11/19/1999 03:00 -- Shape: triangle -- Duration: 60 seconds</div>')[0];
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            marker_e915f78eef02497c9acde55557bdcae8.bindPopup(popup_5a16e96fd5f9414c892ad7b361c8ca9e);

            
        
    

            var marker_723e061ec7f44c8eade67b22e97f720f = L.marker(
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                var icon_73ccca03ac9d4d13978df8b13752df02 = L.AwesomeMarkers.icon({
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                var html_a15a1679c53a40dfb25f6d384368b6f7 = $('<div id="html_a15a1679c53a40dfb25f6d384368b6f7" style="width: 100.0%; height: 100.0%;">3/10/2012 23:30 -- Shape: circle -- Duration: 1800 seconds</div>')[0];
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            marker_723e061ec7f44c8eade67b22e97f720f.bindPopup(popup_4773b60f487340f0b713aa83e7fbb6ca);

            
        
    

            var marker_9257a33d682b471980f2483208b9b065 = L.marker(
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                var icon_0dde1c56b20c4dec84ba76b405504717 = L.AwesomeMarkers.icon({
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                var html_452bdc746ac64c75b5160660355f34fd = $('<div id="html_452bdc746ac64c75b5160660355f34fd" style="width: 100.0%; height: 100.0%;">4/29/2006 01:00 -- Shape: unknown -- Duration: 420 seconds</div>')[0];
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            marker_9257a33d682b471980f2483208b9b065.bindPopup(popup_805c6a5f527842f2950edc5e9461b95c);

            
        
    

            var marker_7bce4abaec604048b7202c7aafd1a52f = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_c22a0fa59dca48e4a5d1d928c7c11df1 = L.AwesomeMarkers.icon({
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            var popup_43b1e0223a77413691a15904798c427b = L.popup({maxWidth: '300'});

            
                var html_cd8e43ddaf684e179786adb4e5c9cbd4 = $('<div id="html_cd8e43ddaf684e179786adb4e5c9cbd4" style="width: 100.0%; height: 100.0%;">2/7/2003 05:30 -- Shape: light -- Duration: 1800 seconds</div>')[0];
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            marker_7bce4abaec604048b7202c7aafd1a52f.bindPopup(popup_43b1e0223a77413691a15904798c427b);

            
        
    

            var marker_738af0df40d44625be3a4b5e3e7e2670 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_d824a108972543799bb069962ec23448 = L.AwesomeMarkers.icon({
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                    prefix: 'glyphicon',
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            var popup_cb8da3e5552643e1a8e38ed08257b53d = L.popup({maxWidth: '300'});

            
                var html_4ae579c380784ed6b37ee5dab43a5a4f = $('<div id="html_4ae579c380784ed6b37ee5dab43a5a4f" style="width: 100.0%; height: 100.0%;">8/14/2010 18:10 -- Shape: circle -- Duration: 600.0 seconds</div>')[0];
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            marker_738af0df40d44625be3a4b5e3e7e2670.bindPopup(popup_cb8da3e5552643e1a8e38ed08257b53d);

            
        
    

            var marker_a2c21b44b1a44e679e529c09ff5c6fd3 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_200ebc9c54d84405a4bc205258c285c1 = L.AwesomeMarkers.icon({
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                    prefix: 'glyphicon',
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            var popup_05a9043599c64da983aeee586920ff25 = L.popup({maxWidth: '300'});

            
                var html_30230075ec7f462d8d8066d43d578c52 = $('<div id="html_30230075ec7f462d8d8066d43d578c52" style="width: 100.0%; height: 100.0%;">7/6/2005 20:00 -- Shape: light -- Duration: 1500 seconds</div>')[0];
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            marker_a2c21b44b1a44e679e529c09ff5c6fd3.bindPopup(popup_05a9043599c64da983aeee586920ff25);

            
        
    

            var marker_7dbf9a0ad50b42a0bb5847d21b8a2f09 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_fa70ec7633684314ad1ec88bbc992557 = L.AwesomeMarkers.icon({
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                    prefix: 'glyphicon',
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            var popup_a49be1023e00450895fc4e8d6ed4061d = L.popup({maxWidth: '300'});

            
                var html_5772a0b4e06f495785d356108451dda5 = $('<div id="html_5772a0b4e06f495785d356108451dda5" style="width: 100.0%; height: 100.0%;">2/6/2005 15:45 -- Shape: other -- Duration: 1800 seconds</div>')[0];
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            marker_7dbf9a0ad50b42a0bb5847d21b8a2f09.bindPopup(popup_a49be1023e00450895fc4e8d6ed4061d);

            
        
    

            var marker_eeef3ee8814c4d31a42d92648022dd75 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_9f559defc3d14f4ebedd8b6029e534f8 = L.AwesomeMarkers.icon({
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            var popup_070b3b67b7794122993b8b06b9c3826c = L.popup({maxWidth: '300'});

            
                var html_aa5cab621e484d9cb2265ac853b9c75f = $('<div id="html_aa5cab621e484d9cb2265ac853b9c75f" style="width: 100.0%; height: 100.0%;">1/3/2007 16:40 -- Shape: circle -- Duration: 180 seconds</div>')[0];
                popup_070b3b67b7794122993b8b06b9c3826c.setContent(html_aa5cab621e484d9cb2265ac853b9c75f);
            

            marker_eeef3ee8814c4d31a42d92648022dd75.bindPopup(popup_070b3b67b7794122993b8b06b9c3826c);

            
        
    

            var marker_58d3807ee8c24db7969d085568260106 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_33db2ac8c83949bd880b214c6d629388 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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            var popup_73f59e43c0324c62adaaa5d5c492f48e = L.popup({maxWidth: '300'});

            
                var html_f3ee99c65ee740b68a431cbd4b86cf48 = $('<div id="html_f3ee99c65ee740b68a431cbd4b86cf48" style="width: 100.0%; height: 100.0%;">7/20/2003 21:40 -- Shape: light -- Duration: 1200 seconds</div>')[0];
                popup_73f59e43c0324c62adaaa5d5c492f48e.setContent(html_f3ee99c65ee740b68a431cbd4b86cf48);
            

            marker_58d3807ee8c24db7969d085568260106.bindPopup(popup_73f59e43c0324c62adaaa5d5c492f48e);

            
        
    

            var marker_4fe535d52d314ad2b8bc9ce5ef7a481e = L.marker(
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_dbf6731d535b4fc0a795e9e0dbad91d8 = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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            var popup_1898655050be44ed9d90cc2b40af5e2a = L.popup({maxWidth: '300'});

            
                var html_27059efad1a24906aaeeadf8dcaafd21 = $('<div id="html_27059efad1a24906aaeeadf8dcaafd21" style="width: 100.0%; height: 100.0%;">5/10/2010 21:40 -- Shape: light -- Duration: 240 seconds</div>')[0];
                popup_1898655050be44ed9d90cc2b40af5e2a.setContent(html_27059efad1a24906aaeeadf8dcaafd21);
            

            marker_4fe535d52d314ad2b8bc9ce5ef7a481e.bindPopup(popup_1898655050be44ed9d90cc2b40af5e2a);

            
        
    

            var marker_71f1ef70f10a4db8bab61008f6d3c9ff = L.marker(
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                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_2b011a1589954575bfe25ea621c3df40 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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            var popup_11b423b9d1394efdbdda66a1a996e024 = L.popup({maxWidth: '300'});

            
                var html_c95333ecae4942af8694101457ea63a2 = $('<div id="html_c95333ecae4942af8694101457ea63a2" style="width: 100.0%; height: 100.0%;">2/17/2007 18:15 -- Shape: light -- Duration: 15 seconds</div>')[0];
                popup_11b423b9d1394efdbdda66a1a996e024.setContent(html_c95333ecae4942af8694101457ea63a2);
            

            marker_71f1ef70f10a4db8bab61008f6d3c9ff.bindPopup(popup_11b423b9d1394efdbdda66a1a996e024);

            
        
    

            var marker_363fc8e227844d329fb7d02b8b2b76e2 = L.marker(
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_c4f6fb74c7394f51a3f9d4b431c40403 = L.AwesomeMarkers.icon({
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                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
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                marker_363fc8e227844d329fb7d02b8b2b76e2.setIcon(icon_c4f6fb74c7394f51a3f9d4b431c40403);
            
    
            var popup_9abb4f972c32410dbd7badde7fb85982 = L.popup({maxWidth: '300'});

            
                var html_b1d890d798ef457fa9b5117add3404a8 = $('<div id="html_b1d890d798ef457fa9b5117add3404a8" style="width: 100.0%; height: 100.0%;">6/19/2013 01:30 -- Shape: sphere -- Duration: 240 seconds</div>')[0];
                popup_9abb4f972c32410dbd7badde7fb85982.setContent(html_b1d890d798ef457fa9b5117add3404a8);
            

            marker_363fc8e227844d329fb7d02b8b2b76e2.bindPopup(popup_9abb4f972c32410dbd7badde7fb85982);

            
        
    

            var marker_966a88dc9ebe4f77a71cbc9437c3d465 = L.marker(
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_6706d5d990524c5e980b99983d4eb3e5 = L.AwesomeMarkers.icon({
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                    markerColor: 'green',
                    prefix: 'glyphicon',
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            var popup_f19e74f06bcc4171ad79b7775b8815a5 = L.popup({maxWidth: '300'});

            
                var html_f97136279ea64260af15c1040f4bcdbe = $('<div id="html_f97136279ea64260af15c1040f4bcdbe" style="width: 100.0%; height: 100.0%;">9/12/2001 00:00 -- Shape: circle -- Duration: 60.0 seconds</div>')[0];
                popup_f19e74f06bcc4171ad79b7775b8815a5.setContent(html_f97136279ea64260af15c1040f4bcdbe);
            

            marker_966a88dc9ebe4f77a71cbc9437c3d465.bindPopup(popup_f19e74f06bcc4171ad79b7775b8815a5);

            
        
    

            var marker_616bdeb42ef341c09ad892b142023af3 = L.marker(
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                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_77dd89b61c3143558d9229860a0460d0 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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                marker_616bdeb42ef341c09ad892b142023af3.setIcon(icon_77dd89b61c3143558d9229860a0460d0);
            
    
            var popup_adf9f1d2daa14d27a57d04421db1cc1d = L.popup({maxWidth: '300'});

            
                var html_85cecdfd4e6548f2b63b59bdcf42f1e3 = $('<div id="html_85cecdfd4e6548f2b63b59bdcf42f1e3" style="width: 100.0%; height: 100.0%;">7/4/1999 15:30 -- Shape: other -- Duration: 480 seconds</div>')[0];
                popup_adf9f1d2daa14d27a57d04421db1cc1d.setContent(html_85cecdfd4e6548f2b63b59bdcf42f1e3);
            

            marker_616bdeb42ef341c09ad892b142023af3.bindPopup(popup_adf9f1d2daa14d27a57d04421db1cc1d);

            
        
    

            var marker_d57e976f1a3f46a294c80b233c432344 = L.marker(
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_22b3ae7c73ab44a59d36913b59b7df31 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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                marker_d57e976f1a3f46a294c80b233c432344.setIcon(icon_22b3ae7c73ab44a59d36913b59b7df31);
            
    
            var popup_0416b01a5a784fea98180b030f007bd3 = L.popup({maxWidth: '300'});

            
                var html_d1ef2b45e6f14f7fb105022e9d3feca9 = $('<div id="html_d1ef2b45e6f14f7fb105022e9d3feca9" style="width: 100.0%; height: 100.0%;">11/26/2011 20:45 -- Shape: disk -- Duration: 600 seconds</div>')[0];
                popup_0416b01a5a784fea98180b030f007bd3.setContent(html_d1ef2b45e6f14f7fb105022e9d3feca9);
            

            marker_d57e976f1a3f46a294c80b233c432344.bindPopup(popup_0416b01a5a784fea98180b030f007bd3);

            
        
    

            var marker_36c47c92160741aa93736ffcbf314ba7 = L.marker(
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_1b9936f0ef394121875197a1403507a0 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
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                marker_36c47c92160741aa93736ffcbf314ba7.setIcon(icon_1b9936f0ef394121875197a1403507a0);
            
    
            var popup_f1ec9af7ef3b4226b6e830ccea361f7d = L.popup({maxWidth: '300'});

            
                var html_451c1d6b53344015954089ca4fcc9d2a = $('<div id="html_451c1d6b53344015954089ca4fcc9d2a" style="width: 100.0%; height: 100.0%;">7/24/2011 01:00 -- Shape: triangle -- Duration: 3600 seconds</div>')[0];
                popup_f1ec9af7ef3b4226b6e830ccea361f7d.setContent(html_451c1d6b53344015954089ca4fcc9d2a);
            

            marker_36c47c92160741aa93736ffcbf314ba7.bindPopup(popup_f1ec9af7ef3b4226b6e830ccea361f7d);

            
        
    

            var marker_3550e739f9f840cd965d5a70ab94ffcf = L.marker(
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                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_2e833c3d2e58408c9d20f4819e6040da = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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                marker_3550e739f9f840cd965d5a70ab94ffcf.setIcon(icon_2e833c3d2e58408c9d20f4819e6040da);
            
    
            var popup_db90904dc0054707b62297c4c7275ddc = L.popup({maxWidth: '300'});

            
                var html_4876c9b4a8a64edf93755587aa48d87d = $('<div id="html_4876c9b4a8a64edf93755587aa48d87d" style="width: 100.0%; height: 100.0%;">4/16/2013 20:40 -- Shape: light -- Duration: 180 seconds</div>')[0];
                popup_db90904dc0054707b62297c4c7275ddc.setContent(html_4876c9b4a8a64edf93755587aa48d87d);
            

            marker_3550e739f9f840cd965d5a70ab94ffcf.bindPopup(popup_db90904dc0054707b62297c4c7275ddc);

            
        
    

            var marker_7ece2c8eb13643d09159e4f43b397922 = L.marker(
                [35.1186111,-120.58972220000001],
                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_4385a939b88a4769af58b2250d675454 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
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                marker_7ece2c8eb13643d09159e4f43b397922.setIcon(icon_4385a939b88a4769af58b2250d675454);
            
    
            var popup_e2b79a3dea7745de9242cdfe5272a618 = L.popup({maxWidth: '300'});

            
                var html_57a7a4dccbac4cf5b2c8334b8cb4f1e1 = $('<div id="html_57a7a4dccbac4cf5b2c8334b8cb4f1e1" style="width: 100.0%; height: 100.0%;">3/27/1998 22:35 -- Shape: disk -- Duration: 300 seconds</div>')[0];
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                var icon_bd91aa91811b4338bdaea97b4eddd974 = L.AwesomeMarkers.icon({
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            var marker_0858d90d0d46459bba0fdb05734ba7a0 = L.marker(
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                var icon_8c4178b38ad643d1948a81ed9d89a742 = L.AwesomeMarkers.icon({
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            var popup_fc796643956b4725bca62172677f47fa = L.popup({maxWidth: '300'});

            
                var html_53e4d46ff0474cd9a302eaf86e3d2291 = $('<div id="html_53e4d46ff0474cd9a302eaf86e3d2291" style="width: 100.0%; height: 100.0%;">11/2/2002 15:42 -- Shape: changing -- Duration: 1200 seconds</div>')[0];
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            var marker_8b138b468ff04f04920c30267ad5829b = L.marker(
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                var icon_14f1fde99f26423c9a275ccfd0e5e874 = L.AwesomeMarkers.icon({
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            var marker_f876bf2ab3154736bc23f0d24a6aadc1 = L.marker(
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                var icon_73a36ad7054c473eaf796a899de0ea9c = L.AwesomeMarkers.icon({
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                var html_b6726507c1e94b9b8b5e1b002ec1080e = $('<div id="html_b6726507c1e94b9b8b5e1b002ec1080e" style="width: 100.0%; height: 100.0%;">5/15/2005 00:00 -- Shape: triangle -- Duration: 16200 seconds</div>')[0];
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            var marker_87448bf1ab3f4add87236e5963543bf7 = L.marker(
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                var icon_203853db2fc747d98804260da52e5007 = L.AwesomeMarkers.icon({
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            var marker_dc12846871e94b34a17f899766d1352d = L.marker(
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                var icon_438d64be41104f77b56a592cdb69f3a4 = L.AwesomeMarkers.icon({
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                var html_2fc2e9803ef04c70a1ef8176dc69bc3e = $('<div id="html_2fc2e9803ef04c70a1ef8176dc69bc3e" style="width: 100.0%; height: 100.0%;">3/24/2007 19:30 -- Shape: oval -- Duration: 180 seconds</div>')[0];
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            var marker_3f93f06fd01a49fb89ef0a97864690c5 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_840c81eb38074e5288b5adf3cf52f436 = L.AwesomeMarkers.icon({
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                    prefix: 'glyphicon',
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                var html_7deac7588bc7489db1f016ae685bab38 = $('<div id="html_7deac7588bc7489db1f016ae685bab38" style="width: 100.0%; height: 100.0%;">11/3/2002 16:30 -- Shape: unknown -- Duration: 180 seconds</div>')[0];
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            marker_3f93f06fd01a49fb89ef0a97864690c5.bindPopup(popup_34df839d3e144a949182c4c5b29014a4);

            
        
    

            var marker_a3989ab0bd9c4ca9b578be3948fcfc14 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_c2136550dc5a4f49ae01c868d259b2ae = L.AwesomeMarkers.icon({
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                var html_011a49f7bfa24d41a305005dfd377e3e = $('<div id="html_011a49f7bfa24d41a305005dfd377e3e" style="width: 100.0%; height: 100.0%;">8/1/2010 01:04 -- Shape: disk -- Duration: 300 seconds</div>')[0];
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            var marker_7e225aadd6ba40b897062f0e6690c87d = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_dc108a158fa841ce8a17ab51775f3863 = L.AwesomeMarkers.icon({
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                    prefix: 'glyphicon',
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            var popup_3f25154d129f4b95bc6a677941631ab9 = L.popup({maxWidth: '300'});

            
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            marker_7e225aadd6ba40b897062f0e6690c87d.bindPopup(popup_3f25154d129f4b95bc6a677941631ab9);

            
        
    

            var marker_5f3df2d317e849d4875c023bebb04790 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_6a00441512134ed8b0e53e36fcb46434 = L.AwesomeMarkers.icon({
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            marker_5f3df2d317e849d4875c023bebb04790.bindPopup(popup_bf1d60c2d7044677859b6e0b2d3ba81b);

            
        
    

            var marker_0976a0f711bc4830b1ec37bdca95922a = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_a313fab647854c87ae6925ba28e78146 = L.AwesomeMarkers.icon({
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            var popup_32609e9405b743bba02020b04bd88909 = L.popup({maxWidth: '300'});

            
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            marker_0976a0f711bc4830b1ec37bdca95922a.bindPopup(popup_32609e9405b743bba02020b04bd88909);

            
        
    

            var marker_655220cfb188445faa0e9d91d8a4177f = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_1ada3c03486048fc9bc1e7b2cbb194bc = L.AwesomeMarkers.icon({
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            var popup_251c03e2efd747798c065c823972d622 = L.popup({maxWidth: '300'});

            
                var html_85fe19532d094d8db6e2d57c4bc4cb61 = $('<div id="html_85fe19532d094d8db6e2d57c4bc4cb61" style="width: 100.0%; height: 100.0%;">11/6/2010 22:00 -- Shape: triangle -- Duration: 3600 seconds</div>')[0];
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            marker_655220cfb188445faa0e9d91d8a4177f.bindPopup(popup_251c03e2efd747798c065c823972d622);

            
        
    

            var marker_4f1fb4bd64314759b84ef83c5d2129c9 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_e824044b26f64fa78ffcdd3247e479fc = L.AwesomeMarkers.icon({
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            var popup_40cc0ee96b154a22beafde90d7dcfad3 = L.popup({maxWidth: '300'});

            
                var html_d5dfd40adb394e07bebf0b5359622b44 = $('<div id="html_d5dfd40adb394e07bebf0b5359622b44" style="width: 100.0%; height: 100.0%;">7/19/2006 21:30 -- Shape: fireball -- Duration: 1 seconds</div>')[0];
                popup_40cc0ee96b154a22beafde90d7dcfad3.setContent(html_d5dfd40adb394e07bebf0b5359622b44);
            

            marker_4f1fb4bd64314759b84ef83c5d2129c9.bindPopup(popup_40cc0ee96b154a22beafde90d7dcfad3);

            
        
    

            var marker_e5494e50e8c2431bbf642aa60a253b52 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_57a403caa6f94c1291afc2ef5a756dc4 = L.AwesomeMarkers.icon({
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            var popup_5c8da9039816450180789f8a3fe9c260 = L.popup({maxWidth: '300'});

            
                var html_8b3ac6fa23154d8ba7da2f5b0ce879d7 = $('<div id="html_8b3ac6fa23154d8ba7da2f5b0ce879d7" style="width: 100.0%; height: 100.0%;">2/21/2000 21:45 -- Shape: disk -- Duration: 2 seconds</div>')[0];
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            marker_e5494e50e8c2431bbf642aa60a253b52.bindPopup(popup_5c8da9039816450180789f8a3fe9c260);

            
        
    

            var marker_651899bfe3d8452d868891c47d8e3da1 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_9c0a6fa7c25b4e5f92d992681252c21d = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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            var popup_314ac383506748ea9373a6ecb5472ac7 = L.popup({maxWidth: '300'});

            
                var html_3ba91b4cbf5a45ec93454b5942077895 = $('<div id="html_3ba91b4cbf5a45ec93454b5942077895" style="width: 100.0%; height: 100.0%;">7/16/2005 18:00 -- Shape: sphere -- Duration: 1200 seconds</div>')[0];
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            marker_651899bfe3d8452d868891c47d8e3da1.bindPopup(popup_314ac383506748ea9373a6ecb5472ac7);

            
        
    

            var marker_c27be537dde344a5b55a3266d190b1ae = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_576cbba598ff44bc981fe25440704473 = L.AwesomeMarkers.icon({
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            var popup_afe31a2d93f34b1aa8e74e7d5d99f114 = L.popup({maxWidth: '300'});

            
                var html_4680107924344dbc808a751298557206 = $('<div id="html_4680107924344dbc808a751298557206" style="width: 100.0%; height: 100.0%;">10/5/2011 00:00 -- Shape: triangle -- Duration: 5 seconds</div>')[0];
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            marker_c27be537dde344a5b55a3266d190b1ae.bindPopup(popup_afe31a2d93f34b1aa8e74e7d5d99f114);

            
        
    

            var marker_2e102f84ee2c45a09f01ac9b59e3d043 = L.marker(
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                var icon_9bbd50fb7280407692675d9b78b0da78 = L.AwesomeMarkers.icon({
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                var icon_1e51b21cefb94005b0119528126d5f63 = L.AwesomeMarkers.icon({
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                var icon_0e4280e37bf9433d87512f9dab5a531c = L.AwesomeMarkers.icon({
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            var marker_6603a942df9145ec84d66878f0fd266e = L.marker(
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                var icon_9284896733e4439ebbc66c155747548c = L.AwesomeMarkers.icon({
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                var icon_e89f440d0e7a46b29fcf5626f292a5fa = L.AwesomeMarkers.icon({
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            var marker_aa4369fad8214e07ad9f5ddcb2893002 = L.marker(
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                var icon_93ec503df4ed49dbaf4d55473b426f7a = L.AwesomeMarkers.icon({
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            var marker_349b97cc756d4e4686c2d6827395bd9d = L.marker(
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                var icon_42bc003b4c5e4c758899f8c7bff57216 = L.AwesomeMarkers.icon({
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            var marker_3fadd0ec6f7e4c819ea755a593b22330 = L.marker(
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                var icon_53fc4bc20b21437bb6f350d66c160a88 = L.AwesomeMarkers.icon({
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            var marker_158423a4e7124836ab7a728991a654d8 = L.marker(
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                var icon_6f5b8d22a0f4420c8e7f242b04c8b42e = L.AwesomeMarkers.icon({
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            var marker_c2f58783d1b249ac962bc649c004f762 = L.marker(
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                var icon_9661ce3f868746cd91a8ce3dd14cf5bb = L.AwesomeMarkers.icon({
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            var marker_2d5dad39282f4f05a925e4c20b443bc2 = L.marker(
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                var icon_e04421be73154a349058a3f9f370b2fc = L.AwesomeMarkers.icon({
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            var marker_02e06ad63eb143c3af205cc833cee85e = L.marker(
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                var icon_2ad6522152494d438705c8b7322289ae = L.AwesomeMarkers.icon({
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            var marker_7e97f009592e44aca669c31d7788e3ef = L.marker(
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                var icon_7fd0ebad573840b8b6ae77fd39243409 = L.AwesomeMarkers.icon({
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            var marker_727bad67f29c40c8b3f7e6ee98ff4e21 = L.marker(
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                var icon_2e9e270e369c49d3b0de571bdfd8e2b8 = L.AwesomeMarkers.icon({
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            var marker_2644716d322a4bdab5d298635f8314de = L.marker(
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                var icon_8996c4e8053d40948306b0e9f37e536a = L.AwesomeMarkers.icon({
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            var marker_4016bc2d102f48baada9c42bc9dea9d2 = L.marker(
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                var icon_77d171b01132471bb5026d1b1c6983af = L.AwesomeMarkers.icon({
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            var marker_46347a4fed8c47b48ad9a0507b5518b7 = L.marker(
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                var icon_903e4bc69ace4f30846922606c08858f = L.AwesomeMarkers.icon({
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            var marker_d29ad7376db94d97a81e2ae34332d905 = L.marker(
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                var icon_994fbdcd75294ba58bbb27b2ff030c3d = L.AwesomeMarkers.icon({
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                var html_0e7e4ba9e88149408f7b0b111e75ff7d = $('<div id="html_0e7e4ba9e88149408f7b0b111e75ff7d" style="width: 100.0%; height: 100.0%;">11/20/2003 17:30 -- Shape: light -- Duration: 3 seconds</div>')[0];
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            marker_d29ad7376db94d97a81e2ae34332d905.bindPopup(popup_433d1f06d15a499fbde7207bffe1205b);

            
        
    

            var marker_e8f1ee60444641c0aba2692bbff4b531 = L.marker(
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                var icon_1e297d5389584919be940503d8742ed7 = L.AwesomeMarkers.icon({
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            var marker_9810c0c3dd4241589c971b5f5efde286 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_9f45be7126c64f318b53bdd39ca32d0a = L.AwesomeMarkers.icon({
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            var popup_8fff97c907a448cfafe7b5c3d4738b48 = L.popup({maxWidth: '300'});

            
                var html_02dfa82ba7ce4a50ba56b1d9644057c5 = $('<div id="html_02dfa82ba7ce4a50ba56b1d9644057c5" style="width: 100.0%; height: 100.0%;">12/20/2002 21:19 -- Shape: sphere -- Duration: 300 seconds</div>')[0];
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            marker_9810c0c3dd4241589c971b5f5efde286.bindPopup(popup_8fff97c907a448cfafe7b5c3d4738b48);

            
        
    

            var marker_eb25636be0a64e39a9af6a2516a46f4f = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_27f9da330dcb4e8e82013bfe66e98c84 = L.AwesomeMarkers.icon({
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            var popup_d92b4c87085d4c0bb8d1b9c842034934 = L.popup({maxWidth: '300'});

            
                var html_2408e094a3a54cb98a72bfe382589d84 = $('<div id="html_2408e094a3a54cb98a72bfe382589d84" style="width: 100.0%; height: 100.0%;">6/15/1998 03:00 -- Shape: light -- Duration: 60 seconds</div>')[0];
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            marker_eb25636be0a64e39a9af6a2516a46f4f.bindPopup(popup_d92b4c87085d4c0bb8d1b9c842034934);

            
        
    

            var marker_37ac94634c4a41f8ab5e10c005b14458 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_3b7d41b86f7a4d58b5d165208083c9a2 = L.AwesomeMarkers.icon({
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                var html_f1921a09f45d4a0d90f08b5d390c704a = $('<div id="html_f1921a09f45d4a0d90f08b5d390c704a" style="width: 100.0%; height: 100.0%;">5/1/1964 22:00 -- Shape: light -- Duration: 300 seconds</div>')[0];
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            marker_37ac94634c4a41f8ab5e10c005b14458.bindPopup(popup_4d1a62c3c00348609a7e37215b781f60);

            
        
    

            var marker_bc77af439b6a46fd89251669e34dda93 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_7839d5fdfde04f148006581bdb9d30a8 = L.AwesomeMarkers.icon({
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                    markerColor: 'green',
                    prefix: 'glyphicon',
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            var popup_da3e257708204c6291b546bb5af073ff = L.popup({maxWidth: '300'});

            
                var html_1bb3099b1c1347658dba1b5a00040c23 = $('<div id="html_1bb3099b1c1347658dba1b5a00040c23" style="width: 100.0%; height: 100.0%;">11/27/2002 04:45 -- Shape: changing -- Duration: 109800 seconds</div>')[0];
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            marker_bc77af439b6a46fd89251669e34dda93.bindPopup(popup_da3e257708204c6291b546bb5af073ff);

            
        
    

            var marker_c4855fd46f36421b98ebc502ea1dd737 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_950fd465be50498fba479f60af1a1647 = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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                marker_c4855fd46f36421b98ebc502ea1dd737.setIcon(icon_950fd465be50498fba479f60af1a1647);
            
    
            var popup_739cc28340c94a5389019ae8860770f0 = L.popup({maxWidth: '300'});

            
                var html_8e391e32c7914dc39beafeecfb3486cf = $('<div id="html_8e391e32c7914dc39beafeecfb3486cf" style="width: 100.0%; height: 100.0%;">12/6/2008 17:30 -- Shape: triangle -- Duration: 300 seconds</div>')[0];
                popup_739cc28340c94a5389019ae8860770f0.setContent(html_8e391e32c7914dc39beafeecfb3486cf);
            

            marker_c4855fd46f36421b98ebc502ea1dd737.bindPopup(popup_739cc28340c94a5389019ae8860770f0);

            
        
    

            var marker_4edd696526b1433fb7e0e9da9c940536 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_944d809dda8341f7933cfe0a51dddaf6 = L.AwesomeMarkers.icon({
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            var popup_b47546da0abe47b39f431925c6d7db43 = L.popup({maxWidth: '300'});

            
                var html_67224fa015224acfa774b4dc89f481e4 = $('<div id="html_67224fa015224acfa774b4dc89f481e4" style="width: 100.0%; height: 100.0%;">1/1/2010 00:03 -- Shape: other -- Duration: 1800 seconds</div>')[0];
                popup_b47546da0abe47b39f431925c6d7db43.setContent(html_67224fa015224acfa774b4dc89f481e4);
            

            marker_4edd696526b1433fb7e0e9da9c940536.bindPopup(popup_b47546da0abe47b39f431925c6d7db43);

            
        
    

            var marker_0946cd7458da4984aca583b3ecede6b4 = L.marker(
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_1eb5253cb9174536a5335e11b48b0cce = L.AwesomeMarkers.icon({
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            var popup_1dd4272f32d24a9b9b973207f451476a = L.popup({maxWidth: '300'});

            
                var html_43201c9a884b4e6d9c4f835d28e880d5 = $('<div id="html_43201c9a884b4e6d9c4f835d28e880d5" style="width: 100.0%; height: 100.0%;">10/6/2012 08:00 -- Shape: disk -- Duration: 120 seconds</div>')[0];
                popup_1dd4272f32d24a9b9b973207f451476a.setContent(html_43201c9a884b4e6d9c4f835d28e880d5);
            

            marker_0946cd7458da4984aca583b3ecede6b4.bindPopup(popup_1dd4272f32d24a9b9b973207f451476a);

            
        
    

            var marker_cab7506e926d4f32b87d61081794b879 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_e5b9d234f29b4630bcaa336704bfcfd5 = L.AwesomeMarkers.icon({
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            var popup_1f3ad7d2a25e42f0ba45c19e3f6bb987 = L.popup({maxWidth: '300'});

            
                var html_269135f7919645d8b5a4297d7302198f = $('<div id="html_269135f7919645d8b5a4297d7302198f" style="width: 100.0%; height: 100.0%;">6/22/2013 22:55 -- Shape: light -- Duration: 360 seconds</div>')[0];
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            marker_cab7506e926d4f32b87d61081794b879.bindPopup(popup_1f3ad7d2a25e42f0ba45c19e3f6bb987);

            
        
    

            var marker_b00021fcfe9d4554acfded8494e2058b = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_7fee723da99e4f8fb2dcd1450d7bc60e = L.AwesomeMarkers.icon({
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            var popup_4923c90cb84f4bb99bbb6f8627835159 = L.popup({maxWidth: '300'});

            
                var html_f53d5cdfa68d4356965f576a31032735 = $('<div id="html_f53d5cdfa68d4356965f576a31032735" style="width: 100.0%; height: 100.0%;">11/19/2006 18:00 -- Shape: formation -- Duration: 300 seconds</div>')[0];
                popup_4923c90cb84f4bb99bbb6f8627835159.setContent(html_f53d5cdfa68d4356965f576a31032735);
            

            marker_b00021fcfe9d4554acfded8494e2058b.bindPopup(popup_4923c90cb84f4bb99bbb6f8627835159);

            
        
    

            var marker_88e30a9a788e4bba838065c38a3cedec = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_494fa971ad4745b4bf2771eec49ade1e = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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                marker_88e30a9a788e4bba838065c38a3cedec.setIcon(icon_494fa971ad4745b4bf2771eec49ade1e);
            
    
            var popup_f7da464676cd47939e030797cca3049f = L.popup({maxWidth: '300'});

            
                var html_1983ff780ee849f6bfc5acb721efd74a = $('<div id="html_1983ff780ee849f6bfc5acb721efd74a" style="width: 100.0%; height: 100.0%;">10/14/2009 01:30 -- Shape: other -- Duration: 60 seconds</div>')[0];
                popup_f7da464676cd47939e030797cca3049f.setContent(html_1983ff780ee849f6bfc5acb721efd74a);
            

            marker_88e30a9a788e4bba838065c38a3cedec.bindPopup(popup_f7da464676cd47939e030797cca3049f);

            
        
    

            var marker_8967f9ccc4d34749b54c5663d6c8d4f5 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_83c11ab97d1645fa98779cf7c2be4179 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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                marker_8967f9ccc4d34749b54c5663d6c8d4f5.setIcon(icon_83c11ab97d1645fa98779cf7c2be4179);
            
    
            var popup_1e4d86cdca294ffe8dffbccb77c38e0b = L.popup({maxWidth: '300'});

            
                var html_632ee5a518ba419c996bd05d0198b7c4 = $('<div id="html_632ee5a518ba419c996bd05d0198b7c4" style="width: 100.0%; height: 100.0%;">7/23/2002 22:00 -- Shape: other -- Duration: 1325 seconds</div>')[0];
                popup_1e4d86cdca294ffe8dffbccb77c38e0b.setContent(html_632ee5a518ba419c996bd05d0198b7c4);
            

            marker_8967f9ccc4d34749b54c5663d6c8d4f5.bindPopup(popup_1e4d86cdca294ffe8dffbccb77c38e0b);

            
        
    

            var marker_98e885184107464a8e817dbd386e1a50 = L.marker(
                [38.005,-121.8047222],
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_46c6f11d4f8a4f7db34d6c65d942415e = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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            var popup_b43c24a23b154966955710bc829892e8 = L.popup({maxWidth: '300'});

            
                var html_cd5ef2ba4f5c4566b4a45058d4e54c5e = $('<div id="html_cd5ef2ba4f5c4566b4a45058d4e54c5e" style="width: 100.0%; height: 100.0%;">4/2/2012 22:30 -- Shape: fireball -- Duration: 1200 seconds</div>')[0];
                popup_b43c24a23b154966955710bc829892e8.setContent(html_cd5ef2ba4f5c4566b4a45058d4e54c5e);
            

            marker_98e885184107464a8e817dbd386e1a50.bindPopup(popup_b43c24a23b154966955710bc829892e8);

            
        
    

            var marker_f18ffa943bae42adbfe5248af4416630 = L.marker(
                [33.7669444,-118.18833329999998],
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_4099be2e1a8a4aa9b369f86035c051e2 = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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                marker_f18ffa943bae42adbfe5248af4416630.setIcon(icon_4099be2e1a8a4aa9b369f86035c051e2);
            
    
            var popup_e0518d2a68cb4be5bce11790ed666be7 = L.popup({maxWidth: '300'});

            
                var html_f6e9dd377049480793809079b0c310fb = $('<div id="html_f6e9dd377049480793809079b0c310fb" style="width: 100.0%; height: 100.0%;">12/25/2004 20:00 -- Shape: triangle -- Duration: 180 seconds</div>')[0];
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            marker_f18ffa943bae42adbfe5248af4416630.bindPopup(popup_e0518d2a68cb4be5bce11790ed666be7);

            
        
    

            var marker_fecef3afd0734be488022a9087514242 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_5e282783994e4164b81ddf4d471cbca6 = L.AwesomeMarkers.icon({
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                    prefix: 'glyphicon',
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            var popup_6d0ea41d36c640e4a9af6477651148c8 = L.popup({maxWidth: '300'});

            
                var html_f760a04d52dd43edb779cbab6467590f = $('<div id="html_f760a04d52dd43edb779cbab6467590f" style="width: 100.0%; height: 100.0%;">12/2/2003 02:02 -- Shape: circle -- Duration: 60 seconds</div>')[0];
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            marker_fecef3afd0734be488022a9087514242.bindPopup(popup_6d0ea41d36c640e4a9af6477651148c8);

            
        
    

            var marker_edb4ab6f281f402ca0790c40460a2a82 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_253066ce61c1465781d2bb5f45bad5f7 = L.AwesomeMarkers.icon({
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                    prefix: 'glyphicon',
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            var popup_0eaf1c187dd84354b6e3282e132c42fc = L.popup({maxWidth: '300'});

            
                var html_5a94e0a733e14f61ace9a2c6ad72777b = $('<div id="html_5a94e0a733e14f61ace9a2c6ad72777b" style="width: 100.0%; height: 100.0%;">8/23/2009 16:00 -- Shape: cylinder -- Duration: 360.0 seconds</div>')[0];
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            marker_edb4ab6f281f402ca0790c40460a2a82.bindPopup(popup_0eaf1c187dd84354b6e3282e132c42fc);

            
        
    

            var marker_129242ba8c1e4a929c10025b33b23c6a = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_fe18d41be67941adbef06f34e9c90d7a = L.AwesomeMarkers.icon({
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                    prefix: 'glyphicon',
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            var popup_05bd409747d24c36a070df0db98a62e7 = L.popup({maxWidth: '300'});

            
                var html_4e40e83797f148c49aa5e8d7e0047c40 = $('<div id="html_4e40e83797f148c49aa5e8d7e0047c40" style="width: 100.0%; height: 100.0%;">5/11/1991 14:00 -- Shape: other -- Duration: 120 seconds</div>')[0];
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            marker_129242ba8c1e4a929c10025b33b23c6a.bindPopup(popup_05bd409747d24c36a070df0db98a62e7);

            
        
    

            var marker_d278893aff9c4db6a412491d54e747fe = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_3fe316bcc0394fef89f7f461d774f3ca = L.AwesomeMarkers.icon({
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                    prefix: 'glyphicon',
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            var popup_d8cfcb93a9154699b1f7b5b1d28d5e6c = L.popup({maxWidth: '300'});

            
                var html_9afc8bba17fb4bbcbabcf35fc6815288 = $('<div id="html_9afc8bba17fb4bbcbabcf35fc6815288" style="width: 100.0%; height: 100.0%;">8/13/2011 21:13 -- Shape: light -- Duration: 120.0 seconds</div>')[0];
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            marker_d278893aff9c4db6a412491d54e747fe.bindPopup(popup_d8cfcb93a9154699b1f7b5b1d28d5e6c);

            
        
    

            var marker_9dfc0cf816ca478ca6d3e7d887b6249c = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_505ebb887e044f95886b867341e0f06c = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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            var popup_46e63c872144467c977b894adfd20e2c = L.popup({maxWidth: '300'});

            
                var html_a9b20a92bd5b4a14a8239c6e8ae20785 = $('<div id="html_a9b20a92bd5b4a14a8239c6e8ae20785" style="width: 100.0%; height: 100.0%;">5/15/2004 14:00 -- Shape: sphere -- Duration: 60 seconds</div>')[0];
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            marker_9dfc0cf816ca478ca6d3e7d887b6249c.bindPopup(popup_46e63c872144467c977b894adfd20e2c);

            
        
    

            var marker_35055448b22f4435a22a385ade0a7e0a = L.marker(
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                {
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_ef8ec58192134e44bbfc1e4a41126dee = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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            var popup_986135a2c2dd4061a2afe28d4ac3b10a = L.popup({maxWidth: '300'});

            
                var html_c809a8345bfd4df494fe40838f6b4236 = $('<div id="html_c809a8345bfd4df494fe40838f6b4236" style="width: 100.0%; height: 100.0%;">8/17/2013 01:00 -- Shape: circle -- Duration: 300.0 seconds</div>')[0];
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            marker_35055448b22f4435a22a385ade0a7e0a.bindPopup(popup_986135a2c2dd4061a2afe28d4ac3b10a);

            
        
    

            var marker_98323bd62feb42eab3aa17a4b39336d8 = L.marker(
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                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_d1225bc41a33405eba7e1dee853bbcff = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
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                marker_98323bd62feb42eab3aa17a4b39336d8.setIcon(icon_d1225bc41a33405eba7e1dee853bbcff);
            
    
            var popup_017bdf84e4274b44b3b4b65340655259 = L.popup({maxWidth: '300'});

            
                var html_ca11bf9f644748ae9ac982d0dd34447b = $('<div id="html_ca11bf9f644748ae9ac982d0dd34447b" style="width: 100.0%; height: 100.0%;">8/7/2012 21:40 -- Shape: circle -- Duration: 2.0 seconds</div>')[0];
                popup_017bdf84e4274b44b3b4b65340655259.setContent(html_ca11bf9f644748ae9ac982d0dd34447b);
            

            marker_98323bd62feb42eab3aa17a4b39336d8.bindPopup(popup_017bdf84e4274b44b3b4b65340655259);

            
        
    

            var marker_5e8df8055d624a0b96a65c55679e50a1 = L.marker(
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                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_3fbeab314fb240c89f299899ac4cd44a = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
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                marker_5e8df8055d624a0b96a65c55679e50a1.setIcon(icon_3fbeab314fb240c89f299899ac4cd44a);
            
    
            var popup_c06116706ce64e7babc635b1167d0f38 = L.popup({maxWidth: '300'});

            
                var html_9318a0532451414eac0d78ea40b1625a = $('<div id="html_9318a0532451414eac0d78ea40b1625a" style="width: 100.0%; height: 100.0%;">12/6/2005 11:00 -- Shape: triangle -- Duration: 900 seconds</div>')[0];
                popup_c06116706ce64e7babc635b1167d0f38.setContent(html_9318a0532451414eac0d78ea40b1625a);
            

            marker_5e8df8055d624a0b96a65c55679e50a1.bindPopup(popup_c06116706ce64e7babc635b1167d0f38);

            
        
    

            var marker_fd3ca7215b024cd3878b04a61f176158 = L.marker(
                [37.2622222,-119.7],
                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_00a268c2ee554a17acd2d991d1f2f097 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_fd3ca7215b024cd3878b04a61f176158.setIcon(icon_00a268c2ee554a17acd2d991d1f2f097);
            
    
            var popup_fd4c399c53fb4913b1e747b103ed139b = L.popup({maxWidth: '300'});

            
                var html_54cc31c2a31c411c980d9afbe6ebab48 = $('<div id="html_54cc31c2a31c411c980d9afbe6ebab48" style="width: 100.0%; height: 100.0%;">2/27/1999 21:30 -- Shape: other -- Duration: 300 seconds</div>')[0];
                popup_fd4c399c53fb4913b1e747b103ed139b.setContent(html_54cc31c2a31c411c980d9afbe6ebab48);
            

            marker_fd3ca7215b024cd3878b04a61f176158.bindPopup(popup_fd4c399c53fb4913b1e747b103ed139b);

            
        
    

            var marker_17dbde53aa624f9aac9c51f1d4b38077 = L.marker(
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                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_9b2e292642bd43e3a510a24f46b8521a = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_17dbde53aa624f9aac9c51f1d4b38077.setIcon(icon_9b2e292642bd43e3a510a24f46b8521a);
            
    
            var popup_5435a4ea25ed4b23a088fab66fcf4dfe = L.popup({maxWidth: '300'});

            
                var html_d21ef2cb6f0f4bfb8268bd4d2038258d = $('<div id="html_d21ef2cb6f0f4bfb8268bd4d2038258d" style="width: 100.0%; height: 100.0%;">7/1/1990 21:00 -- Shape: fireball -- Duration: 420 seconds</div>')[0];
                popup_5435a4ea25ed4b23a088fab66fcf4dfe.setContent(html_d21ef2cb6f0f4bfb8268bd4d2038258d);
            

            marker_17dbde53aa624f9aac9c51f1d4b38077.bindPopup(popup_5435a4ea25ed4b23a088fab66fcf4dfe);

            
        
    

            var marker_509cc02f5c2f42449648872423888003 = L.marker(
                [33.4936111,-117.1475],
                {
                    icon: new L.Icon.Default()
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_cee36d891bb243d896dd2bbec94c7b72 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_509cc02f5c2f42449648872423888003.setIcon(icon_cee36d891bb243d896dd2bbec94c7b72);
            
    
            var popup_1bd2c85ca3994e83a06568591e0f4452 = L.popup({maxWidth: '300'});

            
                var html_8085b858466c4dc09bfe9e8507a0a1fb = $('<div id="html_8085b858466c4dc09bfe9e8507a0a1fb" style="width: 100.0%; height: 100.0%;">2/1/2005 18:30 -- Shape: oval -- Duration: 10800 seconds</div>')[0];
                popup_1bd2c85ca3994e83a06568591e0f4452.setContent(html_8085b858466c4dc09bfe9e8507a0a1fb);
            

            marker_509cc02f5c2f42449648872423888003.bindPopup(popup_1bd2c85ca3994e83a06568591e0f4452);

            
        
    

            var marker_b288b41b7c354c75ba3fb614ab36dbe4 = L.marker(
                [38.005,-121.8047222],
                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_29e35b28155444cb8a8d97a2a89e11a8 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_b288b41b7c354c75ba3fb614ab36dbe4.setIcon(icon_29e35b28155444cb8a8d97a2a89e11a8);
            
    
            var popup_dc36404eb16e409f96781f278c8e1f0e = L.popup({maxWidth: '300'});

            
                var html_cb1f05f6f7054c72b3bf6b0a6f00c915 = $('<div id="html_cb1f05f6f7054c72b3bf6b0a6f00c915" style="width: 100.0%; height: 100.0%;">1/18/2002 22:50 -- Shape: fireball -- Duration: 120 seconds</div>')[0];
                popup_dc36404eb16e409f96781f278c8e1f0e.setContent(html_cb1f05f6f7054c72b3bf6b0a6f00c915);
            

            marker_b288b41b7c354c75ba3fb614ab36dbe4.bindPopup(popup_dc36404eb16e409f96781f278c8e1f0e);

            
        
    

            var marker_5e4429ce46084668aa3e3ae126d33077 = L.marker(
                [34.3988889,-119.5175],
                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_71f292bb26bd4c4e8241231d00370409 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_5e4429ce46084668aa3e3ae126d33077.setIcon(icon_71f292bb26bd4c4e8241231d00370409);
            
    
            var popup_473b9b58045343c4befbedf959a67079 = L.popup({maxWidth: '300'});

            
                var html_2bd569b5f6f7492aa26688155083f277 = $('<div id="html_2bd569b5f6f7492aa26688155083f277" style="width: 100.0%; height: 100.0%;">4/25/2011 20:00 -- Shape: disk -- Duration: 600 seconds</div>')[0];
                popup_473b9b58045343c4befbedf959a67079.setContent(html_2bd569b5f6f7492aa26688155083f277);
            

            marker_5e4429ce46084668aa3e3ae126d33077.bindPopup(popup_473b9b58045343c4befbedf959a67079);

            
        
    

            var marker_802e0ab4cc1f4ed1ac62868a0aeab2c5 = L.marker(
                [37.4636111,-122.4275],
                {
                    icon: new L.Icon.Default()
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_364d40aa1a1b4f3190fb0e73b6a33b32 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_802e0ab4cc1f4ed1ac62868a0aeab2c5.setIcon(icon_364d40aa1a1b4f3190fb0e73b6a33b32);
            
    
            var popup_44f3e92598dc484f9d59fdcffd1e056c = L.popup({maxWidth: '300'});

            
                var html_73b234ac260a41dbb44b1be0b4420171 = $('<div id="html_73b234ac260a41dbb44b1be0b4420171" style="width: 100.0%; height: 100.0%;">11/23/1999 11:15 -- Shape: chevron -- Duration: 300 seconds</div>')[0];
                popup_44f3e92598dc484f9d59fdcffd1e056c.setContent(html_73b234ac260a41dbb44b1be0b4420171);
            

            marker_802e0ab4cc1f4ed1ac62868a0aeab2c5.bindPopup(popup_44f3e92598dc484f9d59fdcffd1e056c);

            
        
    

            var marker_85c86b049fed4e069e70e09bf0db6efc = L.marker(
                [38.9583333,-122.62527779999999],
                {
                    icon: new L.Icon.Default()
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_13e5c93dfdad4a96960579685d52a256 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_85c86b049fed4e069e70e09bf0db6efc.setIcon(icon_13e5c93dfdad4a96960579685d52a256);
            
    
            var popup_67630ff9c0bf43c59fc73dcf555dd36c = L.popup({maxWidth: '300'});

            
                var html_5e61e383f22746cd862f4a5db1c17ec8 = $('<div id="html_5e61e383f22746cd862f4a5db1c17ec8" style="width: 100.0%; height: 100.0%;">7/6/2002 20:30 -- Shape: fireball -- Duration: 900 seconds</div>')[0];
                popup_67630ff9c0bf43c59fc73dcf555dd36c.setContent(html_5e61e383f22746cd862f4a5db1c17ec8);
            

            marker_85c86b049fed4e069e70e09bf0db6efc.bindPopup(popup_67630ff9c0bf43c59fc73dcf555dd36c);

            
        
    

            var marker_f58dd2e22f6940b6b94d65160384ed1c = L.marker(
                [38.234954,-120.066524],
                {
                    icon: new L.Icon.Default()
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_09e1c5438dd044eeac41dff90f3c7be9 = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
                    iconColor: 'white',
                    markerColor: 'blue',
                    prefix: 'glyphicon',
                    extraClasses: 'fa-rotate-0'
                    });
                marker_f58dd2e22f6940b6b94d65160384ed1c.setIcon(icon_09e1c5438dd044eeac41dff90f3c7be9);
            
    
            var popup_71d148be128748eba09b6e62d0d2db4a = L.popup({maxWidth: '300'});

            
                var html_0b03977e31924fe8809bee75875cfc37 = $('<div id="html_0b03977e31924fe8809bee75875cfc37" style="width: 100.0%; height: 100.0%;">5/29/2002 22:32 -- Shape: teardrop -- Duration: 240 seconds</div>')[0];
                popup_71d148be128748eba09b6e62d0d2db4a.setContent(html_0b03977e31924fe8809bee75875cfc37);
            

            marker_f58dd2e22f6940b6b94d65160384ed1c.bindPopup(popup_71d148be128748eba09b6e62d0d2db4a);

            
        
    

            var marker_f38ef72d66cb4881a2fe6414361e7b17 = L.marker(
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                var icon_58893516548b4ef1bc24213e1ade32d0 = L.AwesomeMarkers.icon({
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            marker_f38ef72d66cb4881a2fe6414361e7b17.bindPopup(popup_bd83c0c1baa745c5b203d57bf994c5f8);

            
        
    

            var marker_e4bc1ef919a54c89a4255ecb6db907a3 = L.marker(
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                var icon_6d381097cdf54cfea84386c9d1a66b08 = L.AwesomeMarkers.icon({
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            var marker_73156f3a95044ddca9a243122a9a52f0 = L.marker(
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                var icon_c0c41f8717644b04b9b53d59eebb6fa7 = L.AwesomeMarkers.icon({
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            marker_73156f3a95044ddca9a243122a9a52f0.bindPopup(popup_0cf663f33d26445095ebec3fc14b4c09);

            
        
    

            var marker_6f459fe671b84fa0b6a662f1b35d63ed = L.marker(
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                var icon_cf6516024f33499db5ab79a3c525cbe9 = L.AwesomeMarkers.icon({
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            marker_6f459fe671b84fa0b6a662f1b35d63ed.bindPopup(popup_d59afb81a3e54d57bf28e6a064b84e3b);

            
        
    

            var marker_0282b3ee23474ca18e2edb5da162bc15 = L.marker(
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                var icon_cffee1d90ab949baa03df50d1a8e745f = L.AwesomeMarkers.icon({
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                var html_5d3faaa904ca4a83b9b99627d8a4682b = $('<div id="html_5d3faaa904ca4a83b9b99627d8a4682b" style="width: 100.0%; height: 100.0%;">1/5/2011 01:30 -- Shape: sphere -- Duration: 60 seconds</div>')[0];
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            marker_0282b3ee23474ca18e2edb5da162bc15.bindPopup(popup_dc9f6a47b8c84c5aa8576c4cd0b61acc);

            
        
    

            var marker_da151c3723654c3badacfac84ed6a42b = L.marker(
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                var icon_8dc67f1c08284a45801ba2f330351b98 = L.AwesomeMarkers.icon({
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            var popup_a9dd91a03bb546f8be777b9a742bc5d1 = L.popup({maxWidth: '300'});

            
                var html_dc893117e5ce450d9be20e63b8f4cc9d = $('<div id="html_dc893117e5ce450d9be20e63b8f4cc9d" style="width: 100.0%; height: 100.0%;">9/9/2009 20:30 -- Shape: light -- Duration: 120.0 seconds</div>')[0];
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            marker_da151c3723654c3badacfac84ed6a42b.bindPopup(popup_a9dd91a03bb546f8be777b9a742bc5d1);

            
        
    

            var marker_c9615a8642fc4666be095403bcffe4ec = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_fa531b1df744470eb9d727ccfcb6abc4 = L.AwesomeMarkers.icon({
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                var html_4e844f73782749ca9e852411e3291849 = $('<div id="html_4e844f73782749ca9e852411e3291849" style="width: 100.0%; height: 100.0%;">4/11/2006 23:30 -- Shape: other -- Duration: 1200 seconds</div>')[0];
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            marker_c9615a8642fc4666be095403bcffe4ec.bindPopup(popup_c3435d5861474393ac97d9da17c39467);

            
        
    

            var marker_072df22eb5b64bccbd51acdfcd29641a = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_1dd977ccca6144d5b60b5305bc24dc00 = L.AwesomeMarkers.icon({
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            var popup_2f6aa1ea0ddc4b8b80ebda0ea39a57e9 = L.popup({maxWidth: '300'});

            
                var html_342028df6800455dab2bb99b8f3c41f4 = $('<div id="html_342028df6800455dab2bb99b8f3c41f4" style="width: 100.0%; height: 100.0%;">7/15/2001 03:00 -- Shape: fireball -- Duration: 1200 seconds</div>')[0];
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            marker_072df22eb5b64bccbd51acdfcd29641a.bindPopup(popup_2f6aa1ea0ddc4b8b80ebda0ea39a57e9);

            
        
    

            var marker_76662a5ab06d44c78de234b186c2cce2 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_e5afd3e65c73465abe1fd95fb0851b5f = L.AwesomeMarkers.icon({
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            var popup_8539887a9a76424c88a155d51305f7ae = L.popup({maxWidth: '300'});

            
                var html_a254540e71494d48adb091f1e131a996 = $('<div id="html_a254540e71494d48adb091f1e131a996" style="width: 100.0%; height: 100.0%;">4/12/2008 04:45 -- Shape: other -- Duration: 60 seconds</div>')[0];
                popup_8539887a9a76424c88a155d51305f7ae.setContent(html_a254540e71494d48adb091f1e131a996);
            

            marker_76662a5ab06d44c78de234b186c2cce2.bindPopup(popup_8539887a9a76424c88a155d51305f7ae);

            
        
    

            var marker_9daa555f1d5444ff82643a8c8612db36 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_d1787620962d4365b8adcc8ca3d3c6d5 = L.AwesomeMarkers.icon({
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            var popup_d5455c8cac3b42739470d6aadd62f083 = L.popup({maxWidth: '300'});

            
                var html_09996ba380b44ed39cfb184c371c6775 = $('<div id="html_09996ba380b44ed39cfb184c371c6775" style="width: 100.0%; height: 100.0%;">1/1/2000 16:20 -- Shape: light -- Duration: 900 seconds</div>')[0];
                popup_d5455c8cac3b42739470d6aadd62f083.setContent(html_09996ba380b44ed39cfb184c371c6775);
            

            marker_9daa555f1d5444ff82643a8c8612db36.bindPopup(popup_d5455c8cac3b42739470d6aadd62f083);

            
        
    

            var marker_c1fe2a2ed7ba458eafba43c8935148d0 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_436e79bc0f8f42ecb7c772716c93b413 = L.AwesomeMarkers.icon({
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            var popup_f634dde3c48846d6b4fea4e1eea7bca5 = L.popup({maxWidth: '300'});

            
                var html_67ba0774acb84c45a79081c332909870 = $('<div id="html_67ba0774acb84c45a79081c332909870" style="width: 100.0%; height: 100.0%;">7/4/2010 19:30 -- Shape: other -- Duration: 300 seconds</div>')[0];
                popup_f634dde3c48846d6b4fea4e1eea7bca5.setContent(html_67ba0774acb84c45a79081c332909870);
            

            marker_c1fe2a2ed7ba458eafba43c8935148d0.bindPopup(popup_f634dde3c48846d6b4fea4e1eea7bca5);

            
        
    

            var marker_ed6617badf284662ae352ec9a3e29bdf = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_f14f8eef332048de93f20476897c8a09 = L.AwesomeMarkers.icon({
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            var popup_aabbec8520a64b7c84ecca8d18e02ba0 = L.popup({maxWidth: '300'});

            
                var html_9bb53699288f45619a1b9a1daafc4977 = $('<div id="html_9bb53699288f45619a1b9a1daafc4977" style="width: 100.0%; height: 100.0%;">3/10/2013 20:40 -- Shape: disk -- Duration: 420 seconds</div>')[0];
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            marker_ed6617badf284662ae352ec9a3e29bdf.bindPopup(popup_aabbec8520a64b7c84ecca8d18e02ba0);

            
        
    

            var marker_982df3a41a934514996a935b06ee9b61 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_b849c0abf0ff4524b19c0d4c27acd268 = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
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            var popup_c1c08a8b2aeb4f879c8b6bf3ff997a90 = L.popup({maxWidth: '300'});

            
                var html_2cf34e04975c43059720c0bd262b9d90 = $('<div id="html_2cf34e04975c43059720c0bd262b9d90" style="width: 100.0%; height: 100.0%;">4/11/2003 20:10 -- Shape: formation -- Duration: 1200 seconds</div>')[0];
                popup_c1c08a8b2aeb4f879c8b6bf3ff997a90.setContent(html_2cf34e04975c43059720c0bd262b9d90);
            

            marker_982df3a41a934514996a935b06ee9b61.bindPopup(popup_c1c08a8b2aeb4f879c8b6bf3ff997a90);

            
        
    

            var marker_86c6ef508cf44d158fae0099107655e7 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_576915a689dc4b4d9ed3ad87fa9fb1a1 = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
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            var popup_a893cf3e2c644451b23f1af95e066f07 = L.popup({maxWidth: '300'});

            
                var html_0b892a11c9be4ed2be93c27bbe8f8f21 = $('<div id="html_0b892a11c9be4ed2be93c27bbe8f8f21" style="width: 100.0%; height: 100.0%;">7/19/2002 11:35 -- Shape: disk -- Duration: 300 seconds</div>')[0];
                popup_a893cf3e2c644451b23f1af95e066f07.setContent(html_0b892a11c9be4ed2be93c27bbe8f8f21);
            

            marker_86c6ef508cf44d158fae0099107655e7.bindPopup(popup_a893cf3e2c644451b23f1af95e066f07);

            
        
    

            var marker_3614991eb8cf4543b0a4850a71b80543 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_4811a120022143109dc3590cf8c305c7 = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
                    prefix: 'glyphicon',
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            var popup_bbbcb661ce454cdeb7d25a6cfdfcfbb8 = L.popup({maxWidth: '300'});

            
                var html_2d09b0b25f844933a3c8726cf8bea770 = $('<div id="html_2d09b0b25f844933a3c8726cf8bea770" style="width: 100.0%; height: 100.0%;">4/14/2005 22:00 -- Shape: triangle -- Duration: 20 seconds</div>')[0];
                popup_bbbcb661ce454cdeb7d25a6cfdfcfbb8.setContent(html_2d09b0b25f844933a3c8726cf8bea770);
            

            marker_3614991eb8cf4543b0a4850a71b80543.bindPopup(popup_bbbcb661ce454cdeb7d25a6cfdfcfbb8);

            
        
    

            var marker_efdd8a3b523d447bac6985a728242616 = L.marker(
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                {
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                )
                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_f8fbf720404d4f629272fde95327e00d = L.AwesomeMarkers.icon({
                    icon: 'info-sign',
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                    markerColor: 'blue',
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            var popup_b35683b4d0564f098d250788b1c20b9b = L.popup({maxWidth: '300'});

            
                var html_2ffa81a1f77b40afbe1de7b18f5ecd36 = $('<div id="html_2ffa81a1f77b40afbe1de7b18f5ecd36" style="width: 100.0%; height: 100.0%;">5/28/2002 22:05 -- Shape: changing -- Duration: 120 seconds</div>')[0];
                popup_b35683b4d0564f098d250788b1c20b9b.setContent(html_2ffa81a1f77b40afbe1de7b18f5ecd36);
            

            marker_efdd8a3b523d447bac6985a728242616.bindPopup(popup_b35683b4d0564f098d250788b1c20b9b);

            
        
    

            var marker_19ac790ab20641729f941658a86df532 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_3a6efd87185947eb8096b5ab7c640f4b = L.AwesomeMarkers.icon({
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                var icon_015e704da2d3441c873771b1cc80413c = L.AwesomeMarkers.icon({
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                var icon_c372e112435243a0be89547b35d837cd = L.AwesomeMarkers.icon({
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                var icon_a9c19d56a3be42b8b4ba227c6640464f = L.AwesomeMarkers.icon({
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            var marker_59f1fa437ac64084b1d0d045699828c6 = L.marker(
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            var marker_9153ffc335014cf895e5e6f96d5a721b = L.marker(
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                var icon_ecaf7603645449a39d999918eb28fdf8 = L.AwesomeMarkers.icon({
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            var marker_dd3f54e805a342d5a718790f4839059d = L.marker(
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                var icon_32d0b10c3f8349ddbdc8c832dade91ea = L.AwesomeMarkers.icon({
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            var marker_95599123f6f940c4976b39b01777a008 = L.marker(
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                var icon_40e71e7f772d47e38f6a337490c214ff = L.AwesomeMarkers.icon({
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            var marker_05c1ff95f290478390e954200660fbfa = L.marker(
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                var icon_e67ded2d49f24daea55642e4286bc188 = L.AwesomeMarkers.icon({
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            var marker_7c304eb2aa474865a4f03096ecd8ab0a = L.marker(
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                var icon_fbee497e0e4a41e68ed29df7536bfb10 = L.AwesomeMarkers.icon({
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            var marker_b515a66181324d088724b9cfbcbd5c4b = L.marker(
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                var icon_48bbbdc3b28d46dbbd48b063ec4f65e4 = L.AwesomeMarkers.icon({
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            marker_b515a66181324d088724b9cfbcbd5c4b.bindPopup(popup_5ab94cae27f24b50bc72907ee7b6dac7);

            
        
    

            var marker_a7adc616d0964a688b3d6f9f3b0a4043 = L.marker(
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                var icon_926cf874b63c47e582da0e1abed47081 = L.AwesomeMarkers.icon({
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            marker_a7adc616d0964a688b3d6f9f3b0a4043.bindPopup(popup_82a180e1f2e64d4d95b69b6014358eef);

            
        
    

            var marker_1687375855874b7b831fcbda55e81600 = L.marker(
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                var icon_7e9322df85c84dcdbf633f18f6d9c0e3 = L.AwesomeMarkers.icon({
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            var marker_5ccf443833cc4a73999541d74f779742 = L.marker(
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                var icon_94605b699f3540108181b74a29294250 = L.AwesomeMarkers.icon({
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                var html_af8b6749da464e1d9a65309b6c9c6326 = $('<div id="html_af8b6749da464e1d9a65309b6c9c6326" style="width: 100.0%; height: 100.0%;">11/22/2012 07:15 -- Shape: changing -- Duration: 300 seconds</div>')[0];
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            var marker_4cc618637ccb414c8174584c2e616366 = L.marker(
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                var icon_a0a89ba1d36b49d5b2d465ceef9170ec = L.AwesomeMarkers.icon({
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            marker_4cc618637ccb414c8174584c2e616366.bindPopup(popup_bab9039ff6cf4496804d741483e526b2);

            
        
    

            var marker_feab38ccf314454fb8c0ed42319a116f = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_9b724ba059474553b03a21b177e6d1a4 = L.AwesomeMarkers.icon({
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                    markerColor: 'blue',
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            var popup_61c453778fd34c35a1387e68985dcb0a = L.popup({maxWidth: '300'});

            
                var html_a124c3d27807442494726bd10a8fd689 = $('<div id="html_a124c3d27807442494726bd10a8fd689" style="width: 100.0%; height: 100.0%;">2/1/2003 22:30 -- Shape: changing -- Duration: 30 seconds</div>')[0];
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            marker_feab38ccf314454fb8c0ed42319a116f.bindPopup(popup_61c453778fd34c35a1387e68985dcb0a);

            
        
    

            var marker_67e30ce29619453895869898942ded01 = L.marker(
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                var icon_3a86ae89a0fd4b6db85473c3e7dfaa6e = L.AwesomeMarkers.icon({
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            var marker_5c134a895d2144a0916c90a1b9f8f735 = L.marker(
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                var icon_0f65e1a1c77f430ba0318342a14b9494 = L.AwesomeMarkers.icon({
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                var icon_a1143d4055e3467d8d17edda829b1354 = L.AwesomeMarkers.icon({
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            var marker_ddbce9b5297e437aa8508a05e6261994 = L.marker(
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                var icon_ac34bae3ed0e4418aefd108cd0d1ad4d = L.AwesomeMarkers.icon({
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            var marker_a98368ed81e7428eaa924acf83c1d812 = L.marker(
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                var icon_da177534643e4f85bbd40cbaa5f4ed35 = L.AwesomeMarkers.icon({
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            var marker_48767579665248549bc15acdcafeb27f = L.marker(
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                var icon_383b91e833434f959c60b7b124cec352 = L.AwesomeMarkers.icon({
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            var marker_03005fd8d34f4fb897943b4be3cb2154 = L.marker(
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                var icon_e885b0e593fe48b5a75c143c935e09e6 = L.AwesomeMarkers.icon({
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            var marker_c9b21aa1cadc483e94b1b1351dd740bd = L.marker(
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                var icon_eebad8cf580943eb8e041ac54e8ce609 = L.AwesomeMarkers.icon({
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            var marker_ac765886606a4955905e2059320f47ed = L.marker(
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                var icon_b07d663c52ea4513afd08c5cf2310219 = L.AwesomeMarkers.icon({
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                var html_94f85ab06de042689ad95cd5e7df1bc0 = $('<div id="html_94f85ab06de042689ad95cd5e7df1bc0" style="width: 100.0%; height: 100.0%;">9/1/2003 20:05 -- Shape: other -- Duration: 240.0 seconds</div>')[0];
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            var marker_3a83ef7b30d24bfb96810a07b505bab9 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_2de68d056ee14f07be0165651e3d2483 = L.AwesomeMarkers.icon({
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                var html_e52e359e18cc47aa910e6f2dbb56760a = $('<div id="html_e52e359e18cc47aa910e6f2dbb56760a" style="width: 100.0%; height: 100.0%;">4/29/2001 19:30 -- Shape: chevron -- Duration: 30 seconds</div>')[0];
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            var marker_39d4300d5d7a471b9d81652dfe3734fd = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_882274773b9940e7b4ee492567e74e94 = L.AwesomeMarkers.icon({
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            marker_39d4300d5d7a471b9d81652dfe3734fd.bindPopup(popup_a9dd6bbccfc44941b87e49ba38ec6610);

            
        
    

            var marker_f00ce89674fd48f8b20dc002d6c6ba32 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_48207c8262a749a19977087494e2166e = L.AwesomeMarkers.icon({
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            var popup_eeeb19ce633a4426af95f4f0d99726f4 = L.popup({maxWidth: '300'});

            
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            marker_f00ce89674fd48f8b20dc002d6c6ba32.bindPopup(popup_eeeb19ce633a4426af95f4f0d99726f4);

            
        
    

            var marker_18913af40a9d48288421276e6781798a = L.marker(
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                var icon_3c1caa906b6548beb72d70d026b8aa55 = L.AwesomeMarkers.icon({
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                var html_91c0d2bd02074aa98497923a77f5e18b = $('<div id="html_91c0d2bd02074aa98497923a77f5e18b" style="width: 100.0%; height: 100.0%;">1/15/2008 12:00 -- Shape: circle -- Duration: 259200 seconds</div>')[0];
                popup_d0520c231df449898730c660c9b55a61.setContent(html_91c0d2bd02074aa98497923a77f5e18b);
            

            marker_18913af40a9d48288421276e6781798a.bindPopup(popup_d0520c231df449898730c660c9b55a61);

            
        
    

            var marker_1dbb1b4995314d4ca22c46563999651a = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_a7c04c28e2b14383b8bfe12214a6e6d2 = L.AwesomeMarkers.icon({
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            var popup_418244c1938545798624cc9fff11baa8 = L.popup({maxWidth: '300'});

            
                var html_075b45fbbfda48d98fd5603399799f17 = $('<div id="html_075b45fbbfda48d98fd5603399799f17" style="width: 100.0%; height: 100.0%;">10/31/2005 20:00 -- Shape: triangle -- Duration: 20 seconds</div>')[0];
                popup_418244c1938545798624cc9fff11baa8.setContent(html_075b45fbbfda48d98fd5603399799f17);
            

            marker_1dbb1b4995314d4ca22c46563999651a.bindPopup(popup_418244c1938545798624cc9fff11baa8);

            
        
    

            var marker_20c55c1bd38a4cecbe940d271030a1cb = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_78206133c4474b13927affa93dd1917e = L.AwesomeMarkers.icon({
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                var html_def73e8b64cd4c4ca712b5e2bfaa9545 = $('<div id="html_def73e8b64cd4c4ca712b5e2bfaa9545" style="width: 100.0%; height: 100.0%;">11/5/2007 06:00 -- Shape: sphere -- Duration: 300 seconds</div>')[0];
                popup_db12ff388cb84c91996ab5b5dc84ba35.setContent(html_def73e8b64cd4c4ca712b5e2bfaa9545);
            

            marker_20c55c1bd38a4cecbe940d271030a1cb.bindPopup(popup_db12ff388cb84c91996ab5b5dc84ba35);

            
        
    

            var marker_e4617eae184649898c92165dd78dbb9e = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_1b6bf087f40f482e889388902f5dd5a9 = L.AwesomeMarkers.icon({
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            marker_e4617eae184649898c92165dd78dbb9e.bindPopup(popup_2d80ac6d212a4e92a1a60aff5521679d);

            
        
    

            var marker_82edca4b1bbf408b9c4c6fec6d84c89d = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_8cb99b0010c64df4b8be6c239d8c4466 = L.AwesomeMarkers.icon({
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            var popup_2d418b5b85c9410382b0b06800c4d7fb = L.popup({maxWidth: '300'});

            
                var html_be01480dfae44b9d869ca836686dfaef = $('<div id="html_be01480dfae44b9d869ca836686dfaef" style="width: 100.0%; height: 100.0%;">11/26/2004 19:30 -- Shape: disk -- Duration: 45 seconds</div>')[0];
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            marker_82edca4b1bbf408b9c4c6fec6d84c89d.bindPopup(popup_2d418b5b85c9410382b0b06800c4d7fb);

            
        
    

            var marker_eb1316cc37354691a88d5f9bd5b838b2 = L.marker(
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                var icon_56817c29a4c14898b1e06262a8ce63ed = L.AwesomeMarkers.icon({
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            var marker_930d5ba3721c4152b23b0940148297a0 = L.marker(
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                var icon_ec31276354a7492fb333f9f073272f9c = L.AwesomeMarkers.icon({
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            var marker_fb9584eaaee44d34a36cfd453bf78366 = L.marker(
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                var icon_dc89b593eef24899a1179dd2b600f25a = L.AwesomeMarkers.icon({
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            var marker_aed8e06400f94da2a1115f1f020629b8 = L.marker(
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                var icon_04a7e81dac2a4843a3316fc0748b7288 = L.AwesomeMarkers.icon({
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            var marker_e8b84025732b49e6b5e67f499669cf2a = L.marker(
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                var icon_c89d314f4ad6415bb41e9d70f1941e48 = L.AwesomeMarkers.icon({
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                var html_d159bb3225124a1899114e644464b5dc = $('<div id="html_d159bb3225124a1899114e644464b5dc" style="width: 100.0%; height: 100.0%;">11/5/2012 19:00 -- Shape: circle -- Duration: 120 seconds</div>')[0];
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            var marker_19c1ad3f6113487bad0f5687223ec691 = L.marker(
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                var icon_f425b1ead40542ffa09c3d48511cad8c = L.AwesomeMarkers.icon({
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                var html_9f4de91cf7da42c2846bb63d5d154ff5 = $('<div id="html_9f4de91cf7da42c2846bb63d5d154ff5" style="width: 100.0%; height: 100.0%;">7/22/1995 10:30 -- Shape: nan -- Duration: 1800 seconds</div>')[0];
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            marker_19c1ad3f6113487bad0f5687223ec691.bindPopup(popup_7a539823ee7c4cc09260160c26bc37f6);

            
        
    

            var marker_f35df77b46494378b3055945379dca8d = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_16094d1a4e8d4c86afaf09d1e3ded7f5 = L.AwesomeMarkers.icon({
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                var html_d26faa1afdee47078f97646f14e37bb3 = $('<div id="html_d26faa1afdee47078f97646f14e37bb3" style="width: 100.0%; height: 100.0%;">2/22/2011 22:18 -- Shape: light -- Duration: 900 seconds</div>')[0];
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            marker_f35df77b46494378b3055945379dca8d.bindPopup(popup_af8d3cbf9b434aeb88342033f24d92ba);

            
        
    

            var marker_3815f65f134d46b2aaba66a57ec51b66 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_90408feec78b4a07aae0f4b2f06bf0dd = L.AwesomeMarkers.icon({
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            var popup_2cb4fff4b3bc4453820cdf75138f738e = L.popup({maxWidth: '300'});

            
                var html_a2caad173299492ea54879ca8e001b47 = $('<div id="html_a2caad173299492ea54879ca8e001b47" style="width: 100.0%; height: 100.0%;">9/19/2008 11:15 -- Shape: fireball -- Duration: 15.0 seconds</div>')[0];
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            marker_3815f65f134d46b2aaba66a57ec51b66.bindPopup(popup_2cb4fff4b3bc4453820cdf75138f738e);

            
        
    

            var marker_d91d1b5d6f3c44d69b2413a949c333ed = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_7b1979082ad145c9aa9dd4b624060277 = L.AwesomeMarkers.icon({
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            marker_d91d1b5d6f3c44d69b2413a949c333ed.bindPopup(popup_120e0fe1071e4e80b123f70351229ecd);

            
        
    

            var marker_3861a39898844259b8b7a405c5f86071 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_85d1dbf7646b4fcd8719406f634d686c = L.AwesomeMarkers.icon({
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            var popup_4bf8619c92e84c88aebd00613285f80c = L.popup({maxWidth: '300'});

            
                var html_49380a342618448ab6b23d1c3de3475f = $('<div id="html_49380a342618448ab6b23d1c3de3475f" style="width: 100.0%; height: 100.0%;">10/22/2006 15:30 -- Shape: sphere -- Duration: 7 seconds</div>')[0];
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            marker_3861a39898844259b8b7a405c5f86071.bindPopup(popup_4bf8619c92e84c88aebd00613285f80c);

            
        
    

            var marker_68eb8315dd054d2d953e024a67572ab8 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_7ceb43ddac804b50aa96f03c6868aec4 = L.AwesomeMarkers.icon({
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            var popup_a8a32b1e438842feb21bd6670c9ef50d = L.popup({maxWidth: '300'});

            
                var html_437f514413644f0aad418897653323a5 = $('<div id="html_437f514413644f0aad418897653323a5" style="width: 100.0%; height: 100.0%;">8/21/2006 21:30 -- Shape: sphere -- Duration: 3.0 seconds</div>')[0];
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            marker_68eb8315dd054d2d953e024a67572ab8.bindPopup(popup_a8a32b1e438842feb21bd6670c9ef50d);

            
        
    

            var marker_77145162eed84a8aa4bc81270411cbdf = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_6ad2f33f852b4657906d6e93dfd87cd5 = L.AwesomeMarkers.icon({
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            var popup_91695c156b3c4131a3ccae3a257e08a4 = L.popup({maxWidth: '300'});

            
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            marker_77145162eed84a8aa4bc81270411cbdf.bindPopup(popup_91695c156b3c4131a3ccae3a257e08a4);

            
        
    

            var marker_a0eac19334be48eab210cdbf6e7de70a = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_4ca75d2ae4174778bf8c187ff9a3de33 = L.AwesomeMarkers.icon({
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            var popup_e807ae4058014a5a9a239e2784207a5e = L.popup({maxWidth: '300'});

            
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            marker_a0eac19334be48eab210cdbf6e7de70a.bindPopup(popup_e807ae4058014a5a9a239e2784207a5e);

            
        
    

            var marker_7ca5aa0d5bff4fabba842d5131460361 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_17c3fa615f164b37b119733af04380cc = L.AwesomeMarkers.icon({
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            var popup_ecb5c20e25c44ec5b4556be04519b39f = L.popup({maxWidth: '300'});

            
                var html_464fec991554444b82b405cf704c2aec = $('<div id="html_464fec991554444b82b405cf704c2aec" style="width: 100.0%; height: 100.0%;">2/4/2012 22:00 -- Shape: light -- Duration: 180 seconds</div>')[0];
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            marker_7ca5aa0d5bff4fabba842d5131460361.bindPopup(popup_ecb5c20e25c44ec5b4556be04519b39f);

            
        
    

            var marker_f95212cf5fab4424a80b274613eac00d = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_7214d8f9dd314b9f9a1f1b5a1aa17fdb = L.AwesomeMarkers.icon({
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            var popup_7881d25c6de44bea8b3e5ab003a1dff6 = L.popup({maxWidth: '300'});

            
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            marker_f95212cf5fab4424a80b274613eac00d.bindPopup(popup_7881d25c6de44bea8b3e5ab003a1dff6);

            
        
    

            var marker_f351974d5584498dbc984c657db62b63 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_caa49f4546a64821a11b32ad1fa73b19 = L.AwesomeMarkers.icon({
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            var popup_04443fbc4026498cb11389399f61dbc2 = L.popup({maxWidth: '300'});

            
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                popup_04443fbc4026498cb11389399f61dbc2.setContent(html_4541c3e9555f42f6a23630477fce9a91);
            

            marker_f351974d5584498dbc984c657db62b63.bindPopup(popup_04443fbc4026498cb11389399f61dbc2);

            
        
    

            var marker_ae36cd144c134917854bfb2ca9ae9375 = L.marker(
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                .addTo(map_64d2aa94c5e34f288b2bc7b0a7c08a4f);
            
    

                var icon_7b389e833dfa4a46bb6e9831e9dafab0 = L.AwesomeMarkers.icon({
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            var popup_a30b279fa6a4469a94e9199511a836fa = L.popup({maxWidth: '300'});

            
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                var icon_6e35557f31764fce9a6f244f61a24e80 = L.AwesomeMarkers.icon({
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                var icon_78b703d4c68c4c63a87ed03af7027c0e = L.AwesomeMarkers.icon({
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                var icon_ae598794f76b4e2db82410f8dd31a11a = L.AwesomeMarkers.icon({
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            var marker_c43c858daecf4e98b27009b3df1c40ab = L.marker(
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                var icon_bb5353ac12fe43e7b27e38dec094d32e = L.AwesomeMarkers.icon({
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                var icon_955e9ca8d16e47e087610703df574800 = L.AwesomeMarkers.icon({
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            var marker_40917f026857430cbf777356e88bbaf7 = L.marker(
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                var icon_383a3554be904e0082d622156d484ba3 = L.AwesomeMarkers.icon({
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            var marker_2401450644974a329c927ddf8a09fbdb = L.marker(
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                var icon_2a84a0ced16e443da317a2195103810c = L.AwesomeMarkers.icon({
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            var marker_7fb57889ee154547996bb8d92747cd3f = L.marker(
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                var icon_0add75e7f66c426eab9f66d4748aec5b = L.AwesomeMarkers.icon({
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            var marker_3e80828bfdb24e64aeb3644473051e0d = L.marker(
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                var icon_882905155b0c478cb999519d73d89cff = L.AwesomeMarkers.icon({
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            marker_3e80828bfdb24e64aeb3644473051e0d.bindPopup(popup_109ccf721c314f0184f748c0f289a807);

            
        
    

            var marker_3ce72c0b39b0465b8d5ced9156d3c038 = L.marker(
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                var icon_f106a80d476c424180eec4db670f00ca = L.AwesomeMarkers.icon({
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            var marker_220a183df7b24e77a201cc0cd726f122 = L.marker(
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                var icon_2f97e4c0345f450eb63a8593461161b3 = L.AwesomeMarkers.icon({
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            var marker_9dfc4fa55d844736ac88d0115b36970d = L.marker(
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                var icon_6247d4d476cc4713b884774be2a46f1a = L.AwesomeMarkers.icon({
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            var marker_688c28b23fbb4208876b1688bf952a85 = L.marker(
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                var icon_76d393250e654aac87bff777f7fe33c6 = L.AwesomeMarkers.icon({
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            marker_688c28b23fbb4208876b1688bf952a85.bindPopup(popup_42160ac5ae874e90b071fdb407f83f92);

            
        
    

            var marker_48b32424c145437599d999889736299c = L.marker(
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                var icon_5c2d3e2b914249ff8d33dc746bd7a3e2 = L.AwesomeMarkers.icon({
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            marker_48b32424c145437599d999889736299c.bindPopup(popup_c83a633458bc467d94167efe760cc0cc);

            
        
    

            var marker_8a6a66825f2141f4bad92177ce624e13 = L.marker(
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                var icon_cf8e49c2523e4c5987b77405ba428f36 = L.AwesomeMarkers.icon({
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            var marker_2d73b4b404144e0fa271e0fa5a8c1c98 = L.marker(
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                var icon_8d9243e88b01471c837117757529dbb9 = L.AwesomeMarkers.icon({
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            var popup_fec283796d0847e58a5357c751a2758e = L.popup({maxWidth: '300'});

            
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            marker_2d73b4b404144e0fa271e0fa5a8c1c98.bindPopup(popup_fec283796d0847e58a5357c751a2758e);

            
        
    

            var marker_d243c13965c0415e98ade02d203aa907 = L.marker(
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</script>" style="position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Using this graph we can see the frequency in which sightings in the top 5 cities occur compared to other cities in California. The nice part is we can repeatedly take different samples and compare the results.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
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<p>We've done a lot of analysis on our data and created a few helpful visual aids. I think we've done enough to close the curtain on the third stage of the Data Science Pipeline: <strong>Exploratory Analysis and Visualization</strong>. Next up, let's delve into what we can predict using our analysis in the fourth stage of the pipeline.</p>

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<h2 id="Part-4:-Predictive-Powers---Hypothesis-Testing-and-Machine-Learning">Part 4: Predictive Powers - Hypothesis Testing and Machine Learning<a class="anchor-link" href="#Part-4:-Predictive-Powers---Hypothesis-Testing-and-Machine-Learning">&#182;</a></h2>
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<p>Machine learning is useful for making predictions based on the data we've collected, processed, and analyzed. We will be using supervised machine learning in this tutorial. If you want a good explanation of the difference between supervised and unsupervised learning, there's a good Stack Overflow post about it <a href="https://stackoverflow.com/questions/1832076/what-is-the-difference-between-supervised-learning-and-unsupervised-learning">here</a>. In the supervised machine learning paradigm, we'll come up with a hypothesis that we want to test. We will use a training dataset to train a predictor, and then use that to predict the output of a test dataset.</p>

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<h3 id="The-Hypothesis">The Hypothesis<a class="anchor-link" href="#The-Hypothesis">&#182;</a></h3>
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<p>The first thing we need to do is come up with a hypothesis. Based on our dataset, what are some things we could predict? One thing we could try to predict is the number of sightings based on the hour of the day. Based on our analysis, a reasonable hypothesis would be: there is a relationship between the number of sightings and the time of day. The <a href="https://en.wikipedia.org/wiki/Null_hypothesis">null hypothesis</a> in this case would be that there is <em>not</em> a relationship between the number of sightings and time of day. We will apply some machine larning algorithms to our dataset to determine if we can reject this null hypothesis or not.</p>

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<h3 id="Training-and-Testing">Training and Testing<a class="anchor-link" href="#Training-and-Testing">&#182;</a></h3>
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<p>We will first need to cut our data into two roughly similar distributions. These will be our training dataset and testing dataset. To ensure the cuts are similar in distribution, we will randomly shuffle our data before we split it. We will also put more data into the training set than the testing set. This will increase the accuracy of our training while still leaving a sufficient amount of data to test on. Let's put 75% of the data into the training set and the remaining 25% into the testing set.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># randomly shuffle the dataset</span>
<span class="n">shuffled_sight</span> <span class="o">=</span> <span class="n">grouped_sightings</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">shuffled_sight</span> <span class="o">=</span> <span class="n">shuffle</span><span class="p">(</span><span class="n">shuffled_sight</span><span class="p">)</span>
<span class="c1"># 75-25 split</span>
<span class="n">training</span> <span class="o">=</span> <span class="n">shuffled_sight</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">shuffled_sight</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mi">3</span><span class="o">/</span><span class="mi">4</span><span class="p">))]</span>
<span class="n">testing</span> <span class="o">=</span> <span class="n">shuffled_sight</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">shuffled_sight</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mi">3</span><span class="o">/</span><span class="mi">4</span><span class="p">))::]</span>
<span class="n">x_train</span> <span class="o">=</span> <span class="n">training</span><span class="p">[</span><span class="s1">&#39;sighting_hour&#39;</span><span class="p">]</span>
<span class="n">y_train</span> <span class="o">=</span> <span class="n">training</span><span class="p">[</span><span class="s1">&#39;count&#39;</span><span class="p">]</span>
<span class="c1"># split the data</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">Y_train</span><span class="p">,</span> <span class="n">Y_test</span> <span class="o">=</span> <span class="n">cross_validation</span><span class="o">.</span><span class="n">train_test_split</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.25</span><span class="p">)</span>
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<h3 id="Overfitting-and-Underfitting">Overfitting and Underfitting<a class="anchor-link" href="#Overfitting-and-Underfitting">&#182;</a></h3>
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<p>We have to be careful when deciding on the degree of our function. If we choose one that's too small, it can lead to <em>underfitting</em> our training data, which can cause very poor performance all around. Conversely, if we choose a degree that's too high, it can lead to <em>overfitting</em> our training data, meaning it performs very well on the training data but very poorly on the testing data. If you want to learn more, Amazon has some pretty good documentation on the subject <a href="http://docs.aws.amazon.com/machine-learning/latest/dg/model-fit-underfitting-vs-overfitting.html">here</a>. It goes over underfitting and overfitting in a bit more detail than I did here and also has some possible fixes if your data is overfitting or underfitting.</p>

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<h3 id="K-Nearest-Neighbors">K-Nearest Neighbors<a class="anchor-link" href="#K-Nearest-Neighbors">&#182;</a></h3>
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<p>The first Machine Learning algorithm we'll go over is K-Nearest Neighbors (KNN). This algorithm basically finds the <em>k</em> closest training samples in the feature space. It's also a lazy learning algorithm. For a more in-depth explanation I recommend reading the Wikipedia page on it <a href="https://en.wikipedia.org/wiki/K-nearest_neighbors_algorithm">here</a>. We'll be making heavy use of the <a href="http://scikit-learn.org/stable/modules/neighbors.html">neighbors</a> module of <a href="http://scikit-learn.org/stable/index.html">sci-kit learn</a>. We'll test for K values from 1-15 and see what results we get.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># need to first reshape data to be able to fit them</span>
<span class="n">X_train</span> <span class="o">=</span> <span class="n">X_train</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="n">X_train</span><span class="p">),</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">Y_train</span> <span class="o">=</span> <span class="n">Y_train</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="n">Y_train</span><span class="p">),</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">X_test</span> <span class="o">=</span> <span class="n">X_test</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="n">X_test</span><span class="p">),</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">Y_test</span> <span class="o">=</span> <span class="n">Y_test</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="n">Y_test</span><span class="p">),</span> <span class="mi">1</span><span class="p">))</span>

<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">16</span><span class="p">):</span>
    <span class="n">knn</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="n">k</span><span class="p">)</span>
    <span class="n">knn</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">Y_train</span><span class="p">)</span>
    <span class="n">pred</span> <span class="o">=</span> <span class="n">knn</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
    <span class="n">score</span> <span class="o">=</span> <span class="n">knn</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">Y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;K = &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39; Score: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">score</span><span class="p">))</span>
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<pre>K = 1 Score: 0.200253753436
K = 2 Score: 1.0
K = 3 Score: 1.0
K = 4 Score: 0.897547050116
K = 5 Score: 0.929266229647
K = 6 Score: 0.897547050116
K = 7 Score: 1.0
K = 8 Score: 1.0
K = 9 Score: 1.0
K = 10 Score: 0.897547050116
K = 11 Score: 1.0
K = 12 Score: 1.0
K = 13 Score: 0.897547050116
K = 14 Score: 1.0
K = 15 Score: 1.0
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<p>It looks like our KNN regression has a pretty high accuracy rate for our data. This is just one machine learning algorithm, however. It is often advantageous to put the data through a second algorithm to compare the accuracy of the results.</p>

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<h3 id="Tuning-our-Parameter">Tuning our Parameter<a class="anchor-link" href="#Tuning-our-Parameter">&#182;</a></h3>
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<p>It is possible to get the best value of <em>k</em> using a technique called <a href="https://en.wikipedia.org/wiki/Cross-validation_(statistics">cross-validation</a>. Specifically, we can use k-fold cross-validation, which will split our training data into a subset of training data and a subset of validation data. Specifically, it is split into <em>k</em> subsets, and <em>k-1</em> of those subsets are used for training. The remaining subset is used for validating the training set, and each subset is used for validation exactly once. Let's do a 10-fold cross-validation example to determine the best value for <em>k</em>. <a href="https://kevinzakka.github.io/2016/07/13/k-nearest-neighbor/">This</a> blog post serves as a more complete guide for using cross-validation in KNN, and I'll be adopting some code from it for the example below.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># creating odd list of K for KNN</span>
<span class="n">myList</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">30</span><span class="p">))</span>
<span class="n">y_train</span> <span class="o">=</span> <span class="n">Y_train</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">Y_train</span><span class="p">))</span>
<span class="c1"># subsetting just the odd ones</span>
<span class="n">neighbors</span> <span class="o">=</span> <span class="nb">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">%</span> <span class="mi">2</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">,</span> <span class="n">myList</span><span class="p">)</span>
<span class="n">neighbors</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">neighbors</span><span class="p">)</span>
<span class="c1"># empty list that will hold cv scores</span>
<span class="n">cv_scores</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">neighbors</span><span class="p">:</span>
    <span class="n">knn</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="n">k</span><span class="p">)</span>
    <span class="n">scores</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">knn</span><span class="p">,</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
    <span class="n">cv_scores</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">scores</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
<span class="c1"># changing to misclassification error</span>
<span class="n">MSE</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span> <span class="o">-</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cv_scores</span><span class="p">]</span>

<span class="c1"># determining best k</span>
<span class="n">optimal_k</span> <span class="o">=</span> <span class="n">neighbors</span><span class="p">[</span><span class="n">MSE</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">MSE</span><span class="p">))]</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;Optimal number of neighbors: </span><span class="si">%d</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">optimal_k</span><span class="p">)</span>

<span class="c1"># plot misclassification error vs k</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">neighbors</span><span class="p">,</span> <span class="n">MSE</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;orange&#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;Num of Neighbors&#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;Misclassification Error&#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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<pre>Optimal number of neighbors: 23
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<p>Looks like the optimal <em>k</em> value was outside of the original range we chose! By using cross-validation, we were able to compensate for human error and find the actual <em>k</em> value that classifies our data rather than selecting the best one from an arbitrary range. We can see that as we increase the number of neighbors, the misclassification error decreases, but only to a point. The graph increases and decreases at a few different points, but ultimately hits a low point.</p>

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<h3 id="Logistic-Regression">Logistic Regression<a class="anchor-link" href="#Logistic-Regression">&#182;</a></h3>
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<p>The second machine learning algorithm we'll take a look at is called Logistic Regression. This algorithm has a categorical dependent variable and one or more independent variables. It measures the relationship between them by using the logit function. This is a very useful algorithm, and I highly recommend reading about it in more detail at its Wikipedia page <a href="https://en.wikipedia.org/wiki/Logistic_regression">here</a>. We'll follow a similar approach to the KNN algorithm above.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lr</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">()</span>
<span class="n">lr</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">Y_train</span><span class="p">)</span>
<span class="n">pred</span> <span class="o">=</span> <span class="n">lr</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">lr</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">Y_test</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Score: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">score</span><span class="p">))</span>
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<pre>Score: 1.0
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<p>Pretty similar accuracy to KNN! We can see that different machine learning algorithms can give different results on the same dataset. There are many other algorithms we can try, but we'll leave it at these two for now. It is important to recognize the pros and the cons of using the various algorithms on our dataset.</p>

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<h3 id="To-Reject-or-Not-Reject">To Reject or Not Reject<a class="anchor-link" href="#To-Reject-or-Not-Reject">&#182;</a></h3>
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<p>Our machine learning models are fairly accurate in determining the hours of the day in which a sighting will occur. Based on the scores of our models, I think it is safe to say that we can reject the null hypothesis. There's definitely a relationship between the hour of the day and number of UFO sightings. If our models had scored lower, it would cast some doubt on our hypothesis.</p>

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<p>We've done a quick crash course in a couple of machine learning algorithms and applied them to our data. Based on all of our work so far, I think we're ready to go over the insights we can extract from this. Let's exit the <strong>Hypothesis Testing and Machine Learning</strong> stage and enter the fifth and final one.</p>

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<h2 id="Part-5:-Decisions,-Decisions---Insight-and-Policy-Decision">Part 5: Decisions, Decisions - Insight and Policy Decision<a class="anchor-link" href="#Part-5:-Decisions,-Decisions---Insight-and-Policy-Decision">&#182;</a></h2>
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<p>It's time to take all of the information we've gained in this tutorial and apply it to the real world. Let's do a recap of our goals and what we've done so far. We're on the hunt for evidence of UFOs, and we want to see them with our own eyes. We've used NUFORC's database of UFO sightings over the past century to determine the best location, time of year, and time of day to see one. After we gleaned these patterns from the data, we applied some machine learning algorithms to determine the accuracy of our hypothesis that there is a relationship between the hour of day and number of sightings.</p>

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<h3 id="Where-To-Go-From-Here">Where To Go From Here<a class="anchor-link" href="#Where-To-Go-From-Here">&#182;</a></h3>
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<p>Based off of our results, if we want the best chance of getting some evidence of UFOs (with a camera that actually takes decent quality pictures and videos so we can share it on the Internet), we should head to Los Angeles or San Diego during July and start surveying the skies around 6 PM and keep our eyes peeled until around 2 AM.</p>

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<p>This information is useful and all, but on the surface it really only applies to people who want to go UFO searching. You may be wondering what to do if you're not in that subset of people. The good news is that this was just one instance of applying the <strong>Data Science Pipeline</strong> to a real world scenario. You can apply the steps in this tutorial to a wide array of different topics and problems. The actual data will change, but the core steps in each stage will remain largely  the same. In fact, we can even expand on the steps we ran through. For example, we can ask other, more detailed questions like what the best time to look for cylinder-shaped UFOs is, but excluding the Spring months because of our terrible allergies. The data science pipeline is very elastic, and it can answer a lot of questions we come up with and even ones we don't even think about asking.</p>

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<h2 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h2>
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<p>This tutorial serves as an example run through the Data Science Pipeline. We've used a lot of useful libraries, but despite this we still only utilized a small portion of their features. There are a <em>lot</em> more in these libraries, and they're continuing to grow very quickly. I highly recommend checking them all out in more detail and applying them to your own data science projects. Data science allows us to gain new insights from data that we wouldn't get from combing through it manually, and it will be used more and more for major decision making at all levels of society. Understanding how it works can only be beneficial.</p>

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