Investigation.html

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<title>Investigation</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 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="Investigate-a-Dataset-(TMDb-Movie-Dataset)">Investigate a Dataset (TMDb Movie Dataset)<a class="anchor-link" href="#Investigate-a-Dataset-(TMDb-Movie-Dataset)">&#182;</a></h1><h2 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h2><ul>
<li><a style="color:black" href="#intro">Introduction</a></li>
<li><a style="color:black" href="#wrangling">Data Wrangling</a></li>
<li><a style="color:black" href="#eda">Exploratory Data Analysis</a></li>
<li><a style="color:black" href="#conclusions">Conclusions</a></li>
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<p><a id='intro'></a></p>
<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><blockquote><h4 id="The-TMDb-dataset-contains-most-of-the-necessary-information-about-a-movie-like-rating,-revenue,-cast-etc.">The TMDb dataset contains most of the necessary information about a movie like rating, revenue, cast etc.<a class="anchor-link" href="#The-TMDb-dataset-contains-most-of-the-necessary-information-about-a-movie-like-rating,-revenue,-cast-etc.">&#182;</a></h4><blockquote><p>This data helps us to analyze the movies for trends and answer some interesting questions</p>
</blockquote>
<h3 id="Things-explored-(Questions-1:-During-years,-how-are-runtime,-popularity-and-average-are-trending?)">Things explored (<a href="#req1" style="color:black">Questions 1: During years, how are runtime, popularity and average are trending?</a>)<a class="anchor-link" href="#Things-explored-(Questions-1:-During-years,-how-are-runtime,-popularity-and-average-are-trending?)">&#182;</a></h3><blockquote><ul>
    <li><a style="color:black" href="#runtime">How Runtime is trending over the years</a></li>
    <li><a style="color:black" href="#popularity">How popularity is trending over the years</a></li>
    <li><a style="color:black" href="#revenue">How revenue is trending over the years</a></li>
</ul>
</blockquote>
<h3 id="Associations-explored-(Question-2:-What-are-some-factors-that-are-effecting-the-revenue-of-movies)">Associations explored (<a href="#req2" style="color:black">Question 2: What are some factors that are effecting the revenue of movies</a>)<a class="anchor-link" href="#Associations-explored-(Question-2:-What-are-some-factors-that-are-effecting-the-revenue-of-movies)">&#182;</a></h3><blockquote><ul>
    <li><a style="color:black" href="#director">Directors and revenue in their movies</a></li>
    <li><a style="color:black" href="#genre">Genre and revenue in those genre movies</a></li>
    <li><a style="color:black" href="#actor">lead actor and revenue in their movies</a></li>
</ul>
</blockquote>
</blockquote>
<p><small style="font-size:12px">*Associations and exploration stated are tentative, and the investigation is performed for basic correlation, detailed statistical analysis are yet to be performed.</small></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">pylab</span> inline
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
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<pre>Populating the interactive namespace from numpy and matplotlib
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<p><a id='wrangling'></a></p>
<h2 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">&#182;</a></h2><blockquote><p><strong>Tip</strong>: In this section of the report, you will load in the data, check for cleanliness, and then trim and clean your dataset for analysis. Make sure that you document your steps carefully and justify your cleaning decisions.</p>
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<h3 id="General-Properties">General Properties<a class="anchor-link" href="#General-Properties">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Loading the data from csv file</span>
<span class="n">tmdb_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data/tmdb-movies.csv&#39;</span><span class="p">)</span>
<span class="c1"># check to see how data frame looks like</span>
<span class="n">tmdb_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Village Roadshow Pictures|Kennedy Miller Produ...</td>
      <td>5/13/15</td>
      <td>6185</td>
      <td>7.100000</td>
      <td>2015</td>
      <td>137999939.280026</td>
      <td>348161292.489031</td>
    </tr>
    <tr>
      <th>2</th>
      <td>262500</td>
      <td>tt2908446</td>
      <td>13.112507</td>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>http://www.thedivergentseries.movie/#insurgent</td>
      <td>Robert Schwentke</td>
      <td>One Choice Can Destroy You</td>
      <td>...</td>
      <td>Beatrice Prior must confront her inner demons ...</td>
      <td>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>
      <td>3/18/15</td>
      <td>2480</td>
      <td>6.300000</td>
      <td>2015</td>
      <td>101199955.472019</td>
      <td>271619025.407628</td>
    </tr>
    <tr>
      <th>3</th>
      <td>140607</td>
      <td>tt2488496</td>
      <td>11.173104</td>
      <td>200000000</td>
      <td>2068178225</td>
      <td>Star Wars: The Force Awakens</td>
      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>
      <td>http://www.starwars.com/films/star-wars-episod...</td>
      <td>J.J. Abrams</td>
      <td>Every generation has a story.</td>
      <td>...</td>
      <td>Thirty years after defeating the Galactic Empi...</td>
      <td>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>
      <td>12/15/15</td>
      <td>5292</td>
      <td>7.500000</td>
      <td>2015</td>
      <td>183999919.040035</td>
      <td>1902723129.801820</td>
    </tr>
    <tr>
      <th>4</th>
      <td>168259</td>
      <td>tt2820852</td>
      <td>9.335014</td>
      <td>190000000</td>
      <td>1506249360</td>
      <td>Furious 7</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>http://www.furious7.com/</td>
      <td>James Wan</td>
      <td>Vengeance Hits Home</td>
      <td>...</td>
      <td>Deckard Shaw seeks revenge against Dominic Tor...</td>
      <td>137</td>
      <td>Action|Crime|Thriller</td>
      <td>Universal Pictures|Original Film|Media Rights ...</td>
      <td>4/1/15</td>
      <td>2947</td>
      <td>7.300000</td>
      <td>2015</td>
      <td>174799923.088033</td>
      <td>1385748801.470520</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 21 columns</p>
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<h4 id="Info-about-the-data">Info about the data<a class="anchor-link" href="#Info-about-the-data">&#182;</a></h4><p><ul></p>
<li>Using head() we were able to see what and observe what exactly are we dealing with here</li><p><li>Now that we can see that there are 21 columns which are already names to access them and the indexex are 0,1,2.</li>
But we can use imdb_id to uniquely identify movies.
&lt;/ul&gt;
Lets check for any null or missing values in the datase</p>

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<h4 id="Replacing-the-null-values-with-mean-values">Replacing the null values with mean values<a class="anchor-link" href="#Replacing-the-null-values-with-mean-values">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>runtime</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>66064.177434</td>
      <td>0.646441</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>102.070863</td>
      <td>217.389748</td>
      <td>5.974922</td>
      <td>2001.322658</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>std</th>
      <td>92130.136561</td>
      <td>1.000185</td>
      <td>30913213.831437</td>
      <td>117003486.582085</td>
      <td>31.381405</td>
      <td>575.619058</td>
      <td>0.935142</td>
      <td>12.812941</td>
      <td>34306155.722844</td>
      <td>144632485.039975</td>
    </tr>
    <tr>
      <th>min</th>
      <td>5.000000</td>
      <td>0.000065</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>10.000000</td>
      <td>1.500000</td>
      <td>1960.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>10596.250000</td>
      <td>0.207583</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>90.000000</td>
      <td>17.000000</td>
      <td>5.400000</td>
      <td>1995.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>20669.000000</td>
      <td>0.383856</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>99.000000</td>
      <td>38.000000</td>
      <td>6.000000</td>
      <td>2006.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>75610.000000</td>
      <td>0.713817</td>
      <td>15000000.000000</td>
      <td>24000000.000000</td>
      <td>111.000000</td>
      <td>145.750000</td>
      <td>6.600000</td>
      <td>2011.000000</td>
      <td>20853251.084404</td>
      <td>33697095.717312</td>
    </tr>
    <tr>
      <th>max</th>
      <td>417859.000000</td>
      <td>32.985763</td>
      <td>425000000.000000</td>
      <td>2781505847.000000</td>
      <td>900.000000</td>
      <td>9767.000000</td>
      <td>9.200000</td>
      <td>2015.000000</td>
      <td>425000000.000000</td>
      <td>2827123750.411890</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mean_data</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">skipna</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tmdb_data</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">budget</span><span class="o">.</span><span class="n">mask</span><span class="p">(</span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">budget</span> <span class="o">&lt;</span> <span class="mi">100</span><span class="p">,</span> <span class="n">mean_data</span><span class="o">.</span><span class="n">budget</span><span class="p">)</span>
<span class="n">tmdb_data</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">revenue</span><span class="o">.</span><span class="n">mask</span><span class="p">(</span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">revenue</span> <span class="o">&lt;</span> <span class="mi">100</span><span class="p">,</span> <span class="n">mean_data</span><span class="o">.</span><span class="n">revenue</span><span class="p">)</span>
<span class="n">tmdb_data</span><span class="p">[</span><span class="s1">&#39;budget_adj&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">budget_adj</span><span class="o">.</span><span class="n">mask</span><span class="p">(</span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">budget_adj</span> <span class="o">&lt;</span> <span class="mi">100</span><span class="p">,</span> <span class="n">mean_data</span><span class="o">.</span><span class="n">budget_adj</span><span class="p">)</span>
<span class="n">tmdb_data</span><span class="p">[</span><span class="s1">&#39;revenue_adj&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">revenue_adj</span><span class="o">.</span><span class="n">mask</span><span class="p">(</span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">revenue_adj</span> <span class="o">&lt;</span> <span class="mi">100</span><span class="p">,</span> <span class="n">mean_data</span><span class="o">.</span><span class="n">revenue_adj</span><span class="p">)</span>
<span class="n">tmdb_data</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">runtime</span><span class="o">.</span><span class="n">mask</span><span class="p">(</span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">runtime</span> <span class="o">&lt;</span> <span class="mi">5</span><span class="p">,</span> <span class="n">mean_data</span><span class="o">.</span><span class="n">runtime</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>runtime</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>66064.177434</td>
      <td>0.646441</td>
      <td>22354467.382164</td>
      <td>62007247.080656</td>
      <td>102.661838</td>
      <td>217.389748</td>
      <td>5.974922</td>
      <td>2001.322658</td>
      <td>26820818.623043</td>
      <td>79972602.296036</td>
    </tr>
    <tr>
      <th>std</th>
      <td>92130.136561</td>
      <td>1.000185</td>
      <td>27979250.085824</td>
      <td>110969027.254057</td>
      <td>30.415838</td>
      <td>575.619058</td>
      <td>0.935142</td>
      <td>12.812941</td>
      <td>30467464.342343</td>
      <td>136493479.100997</td>
    </tr>
    <tr>
      <th>min</th>
      <td>5.000000</td>
      <td>0.000065</td>
      <td>108.000000</td>
      <td>100.000000</td>
      <td>5.000000</td>
      <td>10.000000</td>
      <td>1.500000</td>
      <td>1960.000000</td>
      <td>103.900086</td>
      <td>114.196069</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>10596.250000</td>
      <td>0.207583</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>90.000000</td>
      <td>17.000000</td>
      <td>5.400000</td>
      <td>1995.000000</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>20669.000000</td>
      <td>0.383856</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>99.000000</td>
      <td>38.000000</td>
      <td>6.000000</td>
      <td>2006.000000</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>75610.000000</td>
      <td>0.713817</td>
      <td>15000000.000000</td>
      <td>39823319.793392</td>
      <td>111.000000</td>
      <td>145.750000</td>
      <td>6.600000</td>
      <td>2011.000000</td>
      <td>20853251.084404</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>max</th>
      <td>417859.000000</td>
      <td>32.985763</td>
      <td>425000000.000000</td>
      <td>2781505847.000000</td>
      <td>900.000000</td>
      <td>9767.000000</td>
      <td>9.200000</td>
      <td>2015.000000</td>
      <td>425000000.000000</td>
      <td>2827123750.411890</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>id                         0
imdb_id                   10
popularity                 0
budget                     0
revenue                    0
original_title             0
cast                      76
homepage                7930
director                  44
tagline                 2824
keywords                1493
overview                   4
runtime                    0
genres                    23
production_companies    1030
release_date               0
vote_count                 0
vote_average               0
release_year               0
budget_adj                 0
revenue_adj                0
dtype: int64</pre>
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<h3 id="Data-Cleaning-(Removing-or-droping-null-imdb_id-row)">Data Cleaning (Removing or droping null imdb_id row)<a class="anchor-link" href="#Data-Cleaning-(Removing-or-droping-null-imdb_id-row)">&#182;</a></h3>
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<blockquote><p>From the above code cell we can see some missing data.</p>
<blockquote><p>As the missing information is already padded as NaN and Null numberical values as 0, There is not much of a work is to be done here.<br>
Most of the data that is missing is not relevant for my analysis anyway</p>
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<p>We can see that there are 10 imdb_id's that are null, and we don't need those 10 rows with no imdb_id's.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># After discussing the structure of the data and any problems that need to be</span>
<span class="c1">#   cleaned, perform those cleaning steps in the second part of this section.</span>

<span class="n">tmdb_data</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;imdb_id&#39;</span><span class="p">],</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">tmdb_data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>id                         0
imdb_id                    0
popularity                 0
budget                     0
revenue                    0
original_title             0
cast                      76
homepage                7922
director                  40
tagline                 2817
keywords                1487
overview                   3
runtime                    0
genres                    21
production_companies    1025
release_date               0
vote_count                 0
vote_average               0
release_year               0
budget_adj                 0
revenue_adj                0
dtype: int64</pre>
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<h3 id="Data-Cleaning-(Removing-unwanted-columns)">Data Cleaning (Removing unwanted columns)<a class="anchor-link" href="#Data-Cleaning-(Removing-unwanted-columns)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tmdb_data</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;keywords&#39;</span><span class="p">,</span><span class="s1">&#39;production_companies&#39;</span><span class="p">,</span><span class="s1">&#39;tagline&#39;</span><span class="p">,</span> <span class="s1">&#39;homepage&#39;</span><span class="p">,</span> <span class="s1">&#39;overview&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">tmdb_data</span><span class="o">.</span><span class="n">info</span><span class="p">();</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 10856 entries, 0 to 10865
Data columns (total 16 columns):
id                10856 non-null int64
imdb_id           10856 non-null object
popularity        10856 non-null float64
budget            10856 non-null float64
revenue           10856 non-null float64
original_title    10856 non-null object
cast              10780 non-null object
director          10816 non-null object
runtime           10856 non-null float64
genres            10835 non-null object
release_date      10856 non-null object
vote_count        10856 non-null int64
vote_average      10856 non-null float64
release_year      10856 non-null int64
budget_adj        10856 non-null float64
revenue_adj       10856 non-null float64
dtypes: float64(7), int64(3), object(6)
memory usage: 1.4+ MB
</pre>
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<div class="prompt input_prompt">In&nbsp;[50]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tmdb_data</span><span class="p">[</span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)]</span>
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<div>
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
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      <th>revenue</th>
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      <th>director</th>
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      <th>genres</th>
      <th>release_date</th>
      <th>vote_count</th>
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      <th>371</th>
      <td>345637</td>
      <td>tt4661600</td>
      <td>0.422901</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Sanjay's Super Team</td>
      <td>NaN</td>
      <td>Sanjay Patel</td>
      <td>7.000000</td>
      <td>Animation</td>
      <td>11/25/15</td>
      <td>47</td>
      <td>6.900000</td>
      <td>2015</td>
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    <tr>
      <th>424</th>
      <td>363869</td>
      <td>tt4835298</td>
      <td>0.244648</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Belli di papÃ</td>
      <td>Diego Abatantuono|Matilde Gioli|Andrea Pisani|...</td>
      <td>Guido Chiesa</td>
      <td>100.000000</td>
      <td>NaN</td>
      <td>10/29/15</td>
      <td>21</td>
      <td>6.100000</td>
      <td>2015</td>
      <td>17551039.822887</td>
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    <tr>
      <th>441</th>
      <td>355020</td>
      <td>tt4908644</td>
      <td>0.220751</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Winter on Fire: Ukraine's Fight for Freedom</td>
      <td>NaN</td>
      <td>Evgeny Afineevsky</td>
      <td>98.000000</td>
      <td>Documentary</td>
      <td>10/9/15</td>
      <td>37</td>
      <td>8.200000</td>
      <td>2015</td>
      <td>17551039.822887</td>
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    <tr>
      <th>465</th>
      <td>321109</td>
      <td>tt4393514</td>
      <td>0.201696</td>
      <td>14625701.094147</td>
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      <td>Bitter Lake</td>
      <td>NaN</td>
      <td>Adam Curtis</td>
      <td>135.000000</td>
      <td>Documentary</td>
      <td>1/24/15</td>
      <td>19</td>
      <td>7.800000</td>
      <td>2015</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
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    <tr>
      <th>532</th>
      <td>320996</td>
      <td>tt4073952</td>
      <td>0.126594</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Iliza Shlesinger: Freezing Hot</td>
      <td>Iliza Shlesinger</td>
      <td>NaN</td>
      <td>71.000000</td>
      <td>Comedy</td>
      <td>1/23/15</td>
      <td>14</td>
      <td>6.600000</td>
      <td>2015</td>
      <td>17551039.822887</td>
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    <tr>
      <th>536</th>
      <td>333350</td>
      <td>tt3762974</td>
      <td>0.122543</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>A Faster Horse</td>
      <td>NaN</td>
      <td>David Gelb</td>
      <td>90.000000</td>
      <td>Documentary</td>
      <td>10/8/15</td>
      <td>12</td>
      <td>8.000000</td>
      <td>2015</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>538</th>
      <td>224972</td>
      <td>tt3983674</td>
      <td>0.114264</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>The Mask You Live In</td>
      <td>NaN</td>
      <td>Jennifer Siebel Newsom</td>
      <td>88.000000</td>
      <td>Documentary</td>
      <td>1/1/15</td>
      <td>11</td>
      <td>8.900000</td>
      <td>2015</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
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    <tr>
      <th>556</th>
      <td>321160</td>
      <td>tt3908634</td>
      <td>0.100910</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>With This Ring</td>
      <td>Regina Hall|Jill Scott|Eve|Brooklyn Sudano|Dei...</td>
      <td>NaN</td>
      <td>105.000000</td>
      <td>Comedy|Romance</td>
      <td>1/24/15</td>
      <td>14</td>
      <td>6.500000</td>
      <td>2015</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
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    <tr>
      <th>587</th>
      <td>319091</td>
      <td>tt4185572</td>
      <td>0.062536</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>The Hunting Ground</td>
      <td>NaN</td>
      <td>Kirby Dick</td>
      <td>103.000000</td>
      <td>Documentary</td>
      <td>2/27/15</td>
      <td>39</td>
      <td>7.800000</td>
      <td>2015</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
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    <tr>
      <th>600</th>
      <td>332479</td>
      <td>tt4550996</td>
      <td>0.047256</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Star Wars: TIE Fighter</td>
      <td>NaN</td>
      <td>Paul Johnson</td>
      <td>7.000000</td>
      <td>Science Fiction|Action|Animation</td>
      <td>3/24/15</td>
      <td>29</td>
      <td>7.600000</td>
      <td>2015</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
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    <tr>
      <th>620</th>
      <td>361043</td>
      <td>tt5022680</td>
      <td>0.129696</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>All Hallows' Eve 2</td>
      <td>NaN</td>
      <td>Antonio Padovan|Bryan Norton|Marc Roussel|Ryan...</td>
      <td>90.000000</td>
      <td>NaN</td>
      <td>10/6/15</td>
      <td>13</td>
      <td>5.000000</td>
      <td>2015</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1032</th>
      <td>259910</td>
      <td>tt3591568</td>
      <td>0.291253</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Marvel Studios: Assembling a Universe</td>
      <td>Robert Downey Jr.|Chris Hemsworth|Chris Evans|...</td>
      <td>NaN</td>
      <td>43.000000</td>
      <td>TV Movie|Documentary</td>
      <td>3/18/14</td>
      <td>32</td>
      <td>6.300000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1054</th>
      <td>253675</td>
      <td>tt3711030</td>
      <td>0.269468</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Unlocking Sherlock</td>
      <td>Benedict Cumberbatch|Martin Freeman|Steven Mof...</td>
      <td>NaN</td>
      <td>60.000000</td>
      <td>TV Movie|Documentary</td>
      <td>1/19/14</td>
      <td>11</td>
      <td>7.200000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1088</th>
      <td>169607</td>
      <td>tt2714900</td>
      <td>0.226028</td>
      <td>14625701.094147</td>
      <td>1503616.000000</td>
      <td>Finding Vivian Maier</td>
      <td>NaN</td>
      <td>John Maloof|Charlie Siskel</td>
      <td>83.000000</td>
      <td>Documentary</td>
      <td>3/28/14</td>
      <td>70</td>
      <td>7.800000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>1384967.241397</td>
    </tr>
    <tr>
      <th>1173</th>
      <td>261041</td>
      <td>tt3576038</td>
      <td>0.159037</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>The Search for General Tso</td>
      <td>NaN</td>
      <td>Ian Cheney</td>
      <td>71.000000</td>
      <td>Documentary</td>
      <td>4/20/14</td>
      <td>14</td>
      <td>6.900000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1177</th>
      <td>269711</td>
      <td>tt3723996</td>
      <td>0.153047</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>JohnnyExpress</td>
      <td>NaN</td>
      <td>Kyungmin Woo</td>
      <td>5.000000</td>
      <td>Animation|Comedy|Science Fiction</td>
      <td>5/8/14</td>
      <td>14</td>
      <td>7.800000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1190</th>
      <td>250761</td>
      <td>tt3279124</td>
      <td>0.137962</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Last Days in Vietnam</td>
      <td>NaN</td>
      <td>Rory Kennedy</td>
      <td>98.000000</td>
      <td>War|Documentary</td>
      <td>9/5/14</td>
      <td>20</td>
      <td>5.900000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1203</th>
      <td>256561</td>
      <td>tt3203290</td>
      <td>0.119891</td>
      <td>150000.000000</td>
      <td>39823319.793392</td>
      <td>Free to Play</td>
      <td>Benedict Lim|Danil Ishutin|Clinton Loomis</td>
      <td>NaN</td>
      <td>75.000000</td>
      <td>Documentary</td>
      <td>3/19/14</td>
      <td>40</td>
      <td>7.000000</td>
      <td>2014</td>
      <td>138163.657616</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1208</th>
      <td>282297</td>
      <td>tt3302820</td>
      <td>0.116190</td>
      <td>117.000000</td>
      <td>39823319.793392</td>
      <td>Cowspiracy: The Sustainability Secret</td>
      <td>NaN</td>
      <td>Kip Anderson|Keegan Kuhn</td>
      <td>85.000000</td>
      <td>Documentary</td>
      <td>7/1/14</td>
      <td>66</td>
      <td>7.600000</td>
      <td>2014</td>
      <td>107.767653</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1236</th>
      <td>250665</td>
      <td>tt3399112</td>
      <td>0.093062</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>No No: A Dockumentary</td>
      <td>NaN</td>
      <td>Jeffrey Radice</td>
      <td>100.000000</td>
      <td>Documentary</td>
      <td>1/20/14</td>
      <td>13</td>
      <td>6.700000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1241</th>
      <td>296370</td>
      <td>tt3024964</td>
      <td>0.135376</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Dance-Off</td>
      <td>Kathryn McCormick|Shane Harper|Finola Hughes|C...</td>
      <td>NaN</td>
      <td>102.070863</td>
      <td>Romance|Music|Comedy</td>
      <td>1/1/14</td>
      <td>18</td>
      <td>5.700000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1256</th>
      <td>299729</td>
      <td>tt3995006</td>
      <td>0.076280</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Banksy Does New York</td>
      <td>NaN</td>
      <td>Chris Moukarbel</td>
      <td>79.000000</td>
      <td>Documentary</td>
      <td>11/17/14</td>
      <td>22</td>
      <td>6.800000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1288</th>
      <td>301235</td>
      <td>tt4217172</td>
      <td>0.038364</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Top Gear: The Perfect Road Trip 2</td>
      <td>Jeremy Clarkson|Richard Hammond</td>
      <td>NaN</td>
      <td>94.000000</td>
      <td>Documentary</td>
      <td>11/17/14</td>
      <td>12</td>
      <td>6.800000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1315</th>
      <td>250745</td>
      <td>tt2171902</td>
      <td>0.008000</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Happy Valley</td>
      <td>NaN</td>
      <td>Amir Bar-Lev</td>
      <td>98.000000</td>
      <td>Documentary</td>
      <td>11/14/14</td>
      <td>14</td>
      <td>6.000000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1316</th>
      <td>245158</td>
      <td>tt2925642</td>
      <td>0.007622</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Kids for Cash</td>
      <td>NaN</td>
      <td>Robert May</td>
      <td>102.000000</td>
      <td>Documentary|Thriller</td>
      <td>2/7/14</td>
      <td>12</td>
      <td>7.100000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1319</th>
      <td>320420</td>
      <td>tt3249478</td>
      <td>0.005844</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Love Me</td>
      <td>NaN</td>
      <td>Jonathon Narducci</td>
      <td>94.000000</td>
      <td>Documentary</td>
      <td>4/6/14</td>
      <td>13</td>
      <td>7.000000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1326</th>
      <td>250668</td>
      <td>tt2548738</td>
      <td>0.023872</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Rich Hill</td>
      <td>NaN</td>
      <td>Tracy Droz Tragos|Andrew Droz Palermo</td>
      <td>91.000000</td>
      <td>Documentary</td>
      <td>1/19/14</td>
      <td>14</td>
      <td>7.100000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1327</th>
      <td>258614</td>
      <td>tt2966760</td>
      <td>0.003504</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Pantani: The Accidental Death of a Cyclist</td>
      <td>NaN</td>
      <td>James Erskine</td>
      <td>90.000000</td>
      <td>Documentary</td>
      <td>2/17/14</td>
      <td>11</td>
      <td>6.500000</td>
      <td>2014</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1385</th>
      <td>20785</td>
      <td>tt0075988</td>
      <td>0.002457</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Emmet Otter's Jug-Band Christmas</td>
      <td>NaN</td>
      <td>Jim Henson</td>
      <td>48.000000</td>
      <td>Drama|Comedy|Family</td>
      <td>1/1/77</td>
      <td>10</td>
      <td>7.500000</td>
      <td>1977</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>1712</th>
      <td>21634</td>
      <td>tt1073510</td>
      <td>0.302095</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Prayers for Bobby</td>
      <td>Ryan Kelley|Sigourney Weaver|Henry Czerny|Dan ...</td>
      <td>Russell Mulcahy</td>
      <td>88.000000</td>
      <td>NaN</td>
      <td>2/27/09</td>
      <td>57</td>
      <td>7.400000</td>
      <td>2009</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>6760</th>
      <td>38580</td>
      <td>tt0816562</td>
      <td>0.371028</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>The Little Matchgirl</td>
      <td>NaN</td>
      <td>Roger Allers</td>
      <td>7.000000</td>
      <td>Drama|Animation</td>
      <td>9/7/06</td>
      <td>15</td>
      <td>6.500000</td>
      <td>2006</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>6870</th>
      <td>14518</td>
      <td>tt0863136</td>
      <td>0.194447</td>
      <td>2300000.000000</td>
      <td>39823319.793392</td>
      <td>Peter &amp; the Wolf</td>
      <td>NaN</td>
      <td>Suzie Templeton</td>
      <td>32.000000</td>
      <td>Animation|Family|Music</td>
      <td>9/23/06</td>
      <td>11</td>
      <td>6.700000</td>
      <td>2006</td>
      <td>2487839.064071</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>6930</th>
      <td>53215</td>
      <td>tt1051713</td>
      <td>0.076078</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Kiwi!</td>
      <td>NaN</td>
      <td>Dony Permedi</td>
      <td>102.070863</td>
      <td>Animation|Action</td>
      <td>1/1/06</td>
      <td>15</td>
      <td>6.700000</td>
      <td>2006</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>7579</th>
      <td>58432</td>
      <td>tt0484273</td>
      <td>0.443952</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>La hora frÃ­a</td>
      <td>Silke|Omar MuÃ±oz|Pepo Oliva|Carola Manzanares...</td>
      <td>NaN</td>
      <td>92.000000</td>
      <td>Horror|Thriller|Science Fiction|Mystery|Foreign</td>
      <td>9/14/07</td>
      <td>10</td>
      <td>4.900000</td>
      <td>2007</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>7650</th>
      <td>12172</td>
      <td>tt1093824</td>
      <td>0.383253</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Encounters at the End of the World</td>
      <td>NaN</td>
      <td>Werner Herzog</td>
      <td>99.000000</td>
      <td>Documentary</td>
      <td>9/1/07</td>
      <td>38</td>
      <td>6.700000</td>
      <td>2007</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>7723</th>
      <td>13016</td>
      <td>tt1166827</td>
      <td>0.197715</td>
      <td>7000000.000000</td>
      <td>39823319.793392</td>
      <td>Zeitgeist</td>
      <td>NaN</td>
      <td>Peter Joseph</td>
      <td>118.000000</td>
      <td>Documentary|History</td>
      <td>6/1/07</td>
      <td>104</td>
      <td>6.900000</td>
      <td>2007</td>
      <td>7361680.078421</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>7767</th>
      <td>282758</td>
      <td>tt0827573</td>
      <td>0.126603</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Doctor Who: The Runaway Bride</td>
      <td>David Tennant|Catherine Tate</td>
      <td>NaN</td>
      <td>60.000000</td>
      <td>Science Fiction|TV Movie</td>
      <td>7/6/07</td>
      <td>18</td>
      <td>7.600000</td>
      <td>2007</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>7813</th>
      <td>22887</td>
      <td>tt0914809</td>
      <td>0.065543</td>
      <td>6000.000000</td>
      <td>6000.000000</td>
      <td>Loose Change: Final Cut</td>
      <td>NaN</td>
      <td>Dylan Avery</td>
      <td>129.000000</td>
      <td>Documentary</td>
      <td>11/11/07</td>
      <td>12</td>
      <td>5.100000</td>
      <td>2007</td>
      <td>6310.011496</td>
      <td>6310.011496</td>
    </tr>
    <tr>
      <th>7814</th>
      <td>25565</td>
      <td>tt1236486</td>
      <td>0.040311</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Transformers: Beginnings</td>
      <td>Peter Cullen|Frank Welker|Mark Ryan|Patrick Ha...</td>
      <td>NaN</td>
      <td>22.000000</td>
      <td>Animation|Action|Thriller|Science Fiction</td>
      <td>10/16/07</td>
      <td>34</td>
      <td>5.800000</td>
      <td>2007</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>7905</th>
      <td>13924</td>
      <td>tt0086855</td>
      <td>0.647261</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>The Adventures of AndrÃ© and Wally B.</td>
      <td>NaN</td>
      <td>Alvy Ray Smith</td>
      <td>102.070863</td>
      <td>Animation</td>
      <td>12/17/84</td>
      <td>32</td>
      <td>5.300000</td>
      <td>1984</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>8234</th>
      <td>56804</td>
      <td>tt0114844</td>
      <td>0.028874</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Viaggi di nozze</td>
      <td>Carlo Verdone|Claudia Gerini|Veronica Pivetti|...</td>
      <td>Carlo Verdone</td>
      <td>103.000000</td>
      <td>NaN</td>
      <td>12/15/95</td>
      <td>44</td>
      <td>6.700000</td>
      <td>1995</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>8292</th>
      <td>14002</td>
      <td>tt0103767</td>
      <td>0.521669</td>
      <td>4000000.000000</td>
      <td>39823319.793392</td>
      <td>Baraka</td>
      <td>NaN</td>
      <td>Ron Fricke</td>
      <td>96.000000</td>
      <td>Documentary</td>
      <td>9/15/92</td>
      <td>89</td>
      <td>7.600000</td>
      <td>1992</td>
      <td>6216097.018356</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>8614</th>
      <td>65595</td>
      <td>tt0117880</td>
      <td>0.273934</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>T2 3-D: Battle Across Time</td>
      <td>Arnold Schwarzenegger|Linda Hamilton|Edward Fu...</td>
      <td>James Cameron</td>
      <td>12.000000</td>
      <td>NaN</td>
      <td>1/1/96</td>
      <td>14</td>
      <td>6.700000</td>
      <td>1996</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>8824</th>
      <td>48617</td>
      <td>tt0279079</td>
      <td>0.191631</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Father and Daughter</td>
      <td>NaN</td>
      <td>Michael Dudok de Wit</td>
      <td>8.000000</td>
      <td>Animation|Drama</td>
      <td>1/1/00</td>
      <td>18</td>
      <td>6.900000</td>
      <td>2000</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>8878</th>
      <td>92208</td>
      <td>tt0250593</td>
      <td>0.038045</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Mom's Got a Date With a Vampire</td>
      <td>Matt O'Leary|Laura Vandervoort|Myles Jeffrey|C...</td>
      <td>Steve Boyum</td>
      <td>85.000000</td>
      <td>NaN</td>
      <td>10/13/00</td>
      <td>16</td>
      <td>5.400000</td>
      <td>2000</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>8880</th>
      <td>48868</td>
      <td>tt0400231</td>
      <td>0.032577</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>The World of Stainboy</td>
      <td>NaN</td>
      <td>Tim Burton</td>
      <td>30.000000</td>
      <td>Animation</td>
      <td>1/1/00</td>
      <td>10</td>
      <td>6.300000</td>
      <td>2000</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>9251</th>
      <td>13928</td>
      <td>tt0097674</td>
      <td>0.471351</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Knick Knack</td>
      <td>NaN</td>
      <td>John Lasseter</td>
      <td>102.070863</td>
      <td>Animation|Family</td>
      <td>1/1/89</td>
      <td>77</td>
      <td>7.100000</td>
      <td>1989</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>9307</th>
      <td>141859</td>
      <td>tt0097446</td>
      <td>0.094652</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Goldeneye</td>
      <td>Charles Dance|Phyllis Logan|Patrick Ryecart|La...</td>
      <td>Don Boyd</td>
      <td>105.000000</td>
      <td>NaN</td>
      <td>8/26/89</td>
      <td>10</td>
      <td>5.300000</td>
      <td>1989</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>9529</th>
      <td>13927</td>
      <td>tt0096273</td>
      <td>0.236514</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Tin Toy</td>
      <td>NaN</td>
      <td>John Lasseter</td>
      <td>5.000000</td>
      <td>Animation|Family</td>
      <td>8/1/88</td>
      <td>51</td>
      <td>6.100000</td>
      <td>1988</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>9564</th>
      <td>24348</td>
      <td>tt0095895</td>
      <td>0.168545</td>
      <td>2500000.000000</td>
      <td>589244.000000</td>
      <td>Powaqqatsi</td>
      <td>NaN</td>
      <td>Godfrey Reggio</td>
      <td>99.000000</td>
      <td>Documentary|Drama|Music</td>
      <td>4/29/88</td>
      <td>18</td>
      <td>7.200000</td>
      <td>1988</td>
      <td>4609727.557726</td>
      <td>1086501.722010</td>
    </tr>
    <tr>
      <th>9593</th>
      <td>46188</td>
      <td>tt0220698</td>
      <td>0.001662</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Peter Pan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>52.000000</td>
      <td>Action|Adventure|Animation|Family|Fantasy</td>
      <td>1/1/88</td>
      <td>28</td>
      <td>6.600000</td>
      <td>1988</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>9677</th>
      <td>13926</td>
      <td>tt0093832</td>
      <td>0.253376</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Red's Dream</td>
      <td>NaN</td>
      <td>John Lasseter</td>
      <td>102.070863</td>
      <td>Animation</td>
      <td>8/17/87</td>
      <td>44</td>
      <td>6.600000</td>
      <td>1987</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>9755</th>
      <td>48714</td>
      <td>tt0061402</td>
      <td>0.046272</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>The Big Shave</td>
      <td>NaN</td>
      <td>Martin Scorsese</td>
      <td>6.000000</td>
      <td>Drama</td>
      <td>1/1/68</td>
      <td>12</td>
      <td>6.700000</td>
      <td>1968</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>9799</th>
      <td>48847</td>
      <td>tt0193716</td>
      <td>0.175008</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>The Amputee</td>
      <td>Catherine E. Coulson|David Lynch</td>
      <td>David Lynch</td>
      <td>5.000000</td>
      <td>NaN</td>
      <td>1/1/74</td>
      <td>11</td>
      <td>5.000000</td>
      <td>1974</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>10386</th>
      <td>225804</td>
      <td>tt1028555</td>
      <td>0.118854</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>The Making of 'The Nightmare Before Christmas'</td>
      <td>Mike Belzer|Tim Burton|Bonita DeCarlo|Greg Dyk...</td>
      <td>NaN</td>
      <td>25.000000</td>
      <td>Documentary</td>
      <td>10/3/93</td>
      <td>15</td>
      <td>7.500000</td>
      <td>1993</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>10426</th>
      <td>34038</td>
      <td>tt0061937</td>
      <td>0.114034</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Magical Mystery Tour</td>
      <td>John Lennon|Paul McCartney|George Harrison|Rin...</td>
      <td>NaN</td>
      <td>55.000000</td>
      <td>Music</td>
      <td>12/25/67</td>
      <td>15</td>
      <td>5.800000</td>
      <td>1967</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>10434</th>
      <td>48784</td>
      <td>tt0060984</td>
      <td>0.146906</td>
      <td>200.000000</td>
      <td>39823319.793392</td>
      <td>Six Men Getting Sick</td>
      <td>NaN</td>
      <td>David Lynch</td>
      <td>102.070863</td>
      <td>Animation</td>
      <td>1/1/67</td>
      <td>16</td>
      <td>5.200000</td>
      <td>1967</td>
      <td>1307.352748</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>10550</th>
      <td>13925</td>
      <td>tt0091455</td>
      <td>0.306425</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Luxo Jr.</td>
      <td>NaN</td>
      <td>John Lasseter</td>
      <td>102.070863</td>
      <td>Animation|Family</td>
      <td>8/17/86</td>
      <td>81</td>
      <td>7.300000</td>
      <td>1986</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>10659</th>
      <td>4255</td>
      <td>tt0065904</td>
      <td>0.344172</td>
      <td>5000.000000</td>
      <td>39823319.793392</td>
      <td>The Party at Kitty and Stud's</td>
      <td>Sylvester Stallone|Henrietta Holm|Nicholas War...</td>
      <td>Morton Lewis</td>
      <td>71.000000</td>
      <td>NaN</td>
      <td>2/10/70</td>
      <td>10</td>
      <td>3.000000</td>
      <td>1970</td>
      <td>28081.841720</td>
      <td>51364363.253251</td>
    </tr>
    <tr>
      <th>10754</th>
      <td>3171</td>
      <td>tt0064064</td>
      <td>0.002757</td>
      <td>14625701.094147</td>
      <td>39823319.793392</td>
      <td>Bambi Meets Godzilla</td>
      <td>NaN</td>
      <td>Marv Newland</td>
      <td>102.070863</td>
      <td>Animation|Comedy</td>
      <td>1/1/69</td>
      <td>12</td>
      <td>5.600000</td>
      <td>1969</td>
      <td>17551039.822887</td>
      <td>51364363.253251</td>
    </tr>
  </tbody>
</table>
<p>129 rows × 16 columns</p>
</div>
</div>

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<p>Data is missing in some rows but those are already padded with NaN or 0, so that won't be a problem.</p>

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<h3 id="Data-Cleaning-(Editing-column-names)">Data Cleaning (Editing column names)<a class="anchor-link" href="#Data-Cleaning-(Editing-column-names)">&#182;</a></h3>
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<p>Renaming release_date as release_month, with only month instead of having date which might be irrelevent for the analysis.</p>

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<div class="prompt input_prompt">In&nbsp;[51]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span> <span class="k">as</span> <span class="n">d</span>
<span class="k">def</span> <span class="nf">time_change</span><span class="p">(</span><span class="n">data</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">d</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="s2">&quot;%m/</span><span class="si">%d</span><span class="s2">/%y&quot;</span><span class="p">),</span> <span class="s2">&quot;%B&quot;</span><span class="p">)</span>

<span class="c1"># There is not much of a need with release date exactly, so we will only absorb release month</span>
<span class="n">tmdb_data</span><span class="p">[</span><span class="s2">&quot;release_month&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="p">[</span><span class="s2">&quot;release_date&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">time_change</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>imdb_id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>director</th>
      <th>runtime</th>
      <th>genres</th>
      <th>release_date</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
      <th>release_month</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>135397</td>
      <td>tt0369610</td>
      <td>32.985763</td>
      <td>150000000.000000</td>
      <td>1513528810.000000</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>Colin Trevorrow</td>
      <td>124.000000</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>6/9/15</td>
      <td>5562</td>
      <td>6.500000</td>
      <td>2015</td>
      <td>137999939.280026</td>
      <td>1392445892.523800</td>
      <td>June</td>
    </tr>
    <tr>
      <th>1</th>
      <td>76341</td>
      <td>tt1392190</td>
      <td>28.419936</td>
      <td>150000000.000000</td>
      <td>378436354.000000</td>
      <td>Mad Max: Fury Road</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>George Miller</td>
      <td>120.000000</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>5/13/15</td>
      <td>6185</td>
      <td>7.100000</td>
      <td>2015</td>
      <td>137999939.280026</td>
      <td>348161292.489031</td>
      <td>May</td>
    </tr>
    <tr>
      <th>2</th>
      <td>262500</td>
      <td>tt2908446</td>
      <td>13.112507</td>
      <td>110000000.000000</td>
      <td>295238201.000000</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>Robert Schwentke</td>
      <td>119.000000</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>3/18/15</td>
      <td>2480</td>
      <td>6.300000</td>
      <td>2015</td>
      <td>101199955.472019</td>
      <td>271619025.407628</td>
      <td>March</td>
    </tr>
    <tr>
      <th>3</th>
      <td>140607</td>
      <td>tt2488496</td>
      <td>11.173104</td>
      <td>200000000.000000</td>
      <td>2068178225.000000</td>
      <td>Star Wars: The Force Awakens</td>
      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>
      <td>J.J. Abrams</td>
      <td>136.000000</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>12/15/15</td>
      <td>5292</td>
      <td>7.500000</td>
      <td>2015</td>
      <td>183999919.040035</td>
      <td>1902723129.801820</td>
      <td>December</td>
    </tr>
    <tr>
      <th>4</th>
      <td>168259</td>
      <td>tt2820852</td>
      <td>9.335014</td>
      <td>190000000.000000</td>
      <td>1506249360.000000</td>
      <td>Furious 7</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>James Wan</td>
      <td>137.000000</td>
      <td>Action|Crime|Thriller</td>
      <td>4/1/15</td>
      <td>2947</td>
      <td>7.300000</td>
      <td>2015</td>
      <td>174799923.088033</td>
      <td>1385748801.470520</td>
      <td>April</td>
    </tr>
  </tbody>
</table>
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<p><a id='req1'></a></p>
<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2><p><br></p>
<h3 id="Research-Question-1">Research Question 1<a class="anchor-link" href="#Research-Question-1">&#182;</a></h3><blockquote><h3 id="During-years,-how-are-runtime,-popularity-and-average-are-trending?">During years, how are runtime, popularity and average are trending?<a class="anchor-link" href="#During-years,-how-are-runtime,-popularity-and-average-are-trending?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years_data</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s2">&quot;release_year&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<blockquote><p>Now we have movies grouped by their respective release_year, now we can answer the question</p>
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<h4 id="Lets-observe-how-many-movies-are-in-each-year.">Lets observe how many movies are in each year.<a class="anchor-link" href="#Lets-observe-how-many-movies-are-in-each-year.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># To get number of movies in each year</span>
<span class="n">movie_year_count</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s2">&quot;release_year&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">describe</span><span class="p">()[</span><span class="s1">&#39;budget&#39;</span><span class="p">][</span><span class="s1">&#39;count&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">movie_year_count</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Number of movies in each year&#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="s2">&quot;Frequency&quot;</span><span class="p">);</span>
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<p>It can be clearly inferred that the number of movies has been increased drastically after 1990</p>

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<p><a id='runtime'></a></p>
<blockquote><h4 id="Runtime-over-the-years">Runtime over the years<a class="anchor-link" href="#Runtime-over-the-years">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years_data</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</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="s2">&quot;Rntime in minutes&quot;</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="s2">&quot;Runtime over the years&quot;</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years_data</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count     56.000000
mean     106.143784
std        5.318237
min       97.405117
25%      102.120755
50%      105.785868
75%      108.851172
max      124.343750
Name: runtime, dtype: float64</pre>
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<blockquote><h4 id="Observation">Observation<a class="anchor-link" href="#Observation">&#182;</a></h4><blockquote><ul><li>It can be observed that the runtime over the years is not much changed and mostly lied between 102 and 108 minutes.</li><li>Distribution is right skewed.</li></ul>
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<p><a id='popularity'></a></p>
<blockquote><h4 id="Popularity-over-the-years">Popularity over the years<a class="anchor-link" href="#Popularity-over-the-years">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years_data</span><span class="p">[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;normalized popularity&#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="s2">&quot;Popularity of movies over the years&quot;</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years_data</span><span class="p">[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Normalized popularity&#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="s2">&quot;Frequency&quot;</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="s2">&quot;Popularity of movies over the years&quot;</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years_data</span><span class="p">[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    56.000000
mean      0.559691
std       0.128433
min       0.304112
25%       0.469625
50%       0.546928
75%       0.626934
max       1.032126
Name: popularity, dtype: float64</pre>
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<blockquote><h4 id="Observations">Observations<a class="anchor-link" href="#Observations">&#182;</a></h4><ul>
    <li>It can be observed that the popularity for movies has been increasing gradually and there was a sudden rise in popularity for movies after 2010. <b>Rise of social media and promotions through it explains the rise.</b></li>
    <li>The distribution is right skewed</li>
    <li>It is also observed that there are no movies between 0.7 and 0.9 popularity rating which is questionable</li>
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<blockquote><h3 id="Revenue-over-the-years">Revenue over the years<a class="anchor-link" href="#Revenue-over-the-years">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years_data</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Revenue&#39;</span><span class="p">);</span>
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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years_data</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</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="s2">&quot;Revenue&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Frequency&quot;</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="s2">&quot;Revenue of movies over the time&quot;</span><span class="p">);</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;float_format&#39;</span><span class="p">,</span> <span class="s1">&#39;</span><span class="si">{:f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">)</span>
<span class="n">years_data</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count         56.000000
mean    53746908.783461
std     12647350.408113
min     34358015.754400
25%     42499050.058302
50%     53070665.178745
75%     65339138.993231
max     74422152.605131
Name: revenue, dtype: float64</pre>
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<blockquote><h4 id="Observations">Observations<a class="anchor-link" href="#Observations">&#182;</a></h4><ul>
    <li>The observations that can be inferred are the revenue from movies acquired over the years is mostly concentrated between<br> <b>4.5 billion to 7 billion dollars</b></li>
    <li>The distribution is left skewed.</li>
    <li>It can also be observed that the revenue is increased considerably after 1990.</li>
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<h3 id="Research-Question-2">Research Question 2<a class="anchor-link" href="#Research-Question-2">&#182;</a></h3><blockquote><h3 id="What-are-some-important-factors-that-are-effecting-the-revenue-of-movies">What are some important factors that are effecting the revenue of movies<a class="anchor-link" href="#What-are-some-important-factors-that-are-effecting-the-revenue-of-movies">&#182;</a></h3>
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<p><a id='director'></a></p>
<h4 id="How-top-directors-are-influencing-revenue-and-who-is-best?">How top directors are influencing revenue and who is best?<a class="anchor-link" href="#How-top-directors-are-influencing-revenue-and-who-is-best?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Getting the directors name who has most movies in their name</span>
<span class="n">dir_5</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="p">[</span><span class="s1">&#39;director&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="o">-</span><span class="mi">5</span><span class="p">:]</span>

<span class="c1"># collecting all the movies that are directed by these directors</span>
<span class="n">director_analysis</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">tmdb_data</span><span class="o">.</span><span class="n">director</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">dir_5</span><span class="p">))]</span>

<span class="c1"># Box Plot</span>
<span class="n">bx_plt</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;director&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;revenue_adj&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">director_analysis</span><span class="p">)</span>
<span class="n">bx_plt</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">bx_plt</span><span class="o">.</span><span class="n">get_xticklabels</span><span class="p">(),</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">bx_plt</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Revenues of movies directed by these directors&quot;</span><span class="p">)</span>
<span class="n">bx_plt</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
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<div class="prompt input_prompt">In&nbsp;[34]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># To see and analyze other variables</span>
<span class="n">d</span> <span class="o">=</span> <span class="n">director_analysis</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;director&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">d</span><span class="p">[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Popularity of movies of these directors&#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="s2">&quot;mean popularity&quot;</span><span class="p">);</span>
</pre></div>

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<blockquote><h3 id="Observation">Observation<a class="anchor-link" href="#Observation">&#182;</a></h3><blockquote><ul><li>Steven Spielberg is wearing the crown being  a director to create movies with most revenue than any director</li><li>Ridley Scott is second best director, concering revenue</li><li>It can be observed that the movies of Steven Spielberg and Ridley Scott are ecpected to have high revenue</li><li>Interesting to observe that the popularity for Ridley Scott is more that that of Steven Spielberg movies</li></ul>
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<p><a id='genre'></a></p>
<h4 id="How-genre-is-influencing-revenue-and-which-genre-is-best?">How genre is influencing revenue and which genre is best?<a class="anchor-link" href="#How-genre-is-influencing-revenue-and-which-genre-is-best?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># having a copy of orginal data</span>
<span class="n">genre_data</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>

<span class="c1"># As genres are seperated by &#39;|&#39; we will split then and consider only the first genre stated there</span>
<span class="n">genre_analysis</span> <span class="o">=</span> <span class="n">genre_data</span><span class="p">[</span><span class="s1">&#39;genres&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;|&#39;</span><span class="p">,</span> <span class="n">expand</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="c1">#[0].value_counts().index[:5]</span>
<span class="n">genre_data</span><span class="p">[</span><span class="s1">&#39;genres&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">genre_data</span><span class="p">[</span><span class="s1">&#39;genres&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;|&#39;</span><span class="p">,</span> <span class="n">expand</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="c1">#.value_counts().index[:5]</span>

<span class="c1"># Collecting only the top 5 genres with most frequency in movies</span>
<span class="n">gen_5</span> <span class="o">=</span> <span class="n">genre_analysis</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="o">-</span><span class="mi">5</span><span class="p">:]</span>

<span class="c1"># Movies with genre which has anyone of the most frequent genres</span>
<span class="n">genre_analysis</span> <span class="o">=</span> <span class="n">genre_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">genre_data</span><span class="o">.</span><span class="n">genres</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">gen_5</span><span class="p">))]</span>

<span class="c1"># Boxplot</span>
<span class="n">bx_plt</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;genres&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;revenue_adj&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">genre_analysis</span><span class="p">)</span>
<span class="n">bx_plt</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Revnues of movies that has these genres&quot;</span><span class="p">)</span>
<span class="n">bx_plt</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># To see and analyze other variables</span>
<span class="n">d</span> <span class="o">=</span> <span class="n">genre_analysis</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;genres&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;mean popularity&quot;</span><span class="p">)</span>
<span class="n">d</span><span class="p">[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Popularity of movies of these generes&#39;</span><span class="p">);</span>
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<blockquote><h3 id="Observation">Observation<a class="anchor-link" href="#Observation">&#182;</a></h3><blockquote><ul>
    <li>Movies with Adventure as genre is having most revenue than any genre</li>
    <li>Action is second best genre, concering revenue</li><li>To second the first observation, even popularity for adventure movies is higher than any other genre</li>
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<p><a id='actor'></a></p>
<h4 id="How-lead-actor-is-influencing-revenue-and-which-Actor-is-best,-concerning-revenues?">How lead actor is influencing revenue and which Actor is best, concerning revenues?<a class="anchor-link" href="#How-lead-actor-is-influencing-revenue-and-which-Actor-is-best,-concerning-revenues?">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># having a copy of orginal data</span>
<span class="n">cast_data</span> <span class="o">=</span> <span class="n">tmdb_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>

<span class="c1"># As casts are seperated by &#39;|&#39; we will split then and consider only the first genre stated there</span>
<span class="n">cast_analysis</span> <span class="o">=</span> <span class="n">cast_data</span><span class="p">[</span><span class="s1">&#39;cast&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;|&#39;</span><span class="p">,</span> <span class="n">expand</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">cast_data</span><span class="p">[</span><span class="s1">&#39;cast&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cast_data</span><span class="p">[</span><span class="s1">&#39;cast&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;|&#39;</span><span class="p">,</span> <span class="n">expand</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># Collecting only the top 5 genres with most frequency in movies</span>
<span class="n">cast_5</span> <span class="o">=</span> <span class="n">cast_analysis</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="o">-</span><span class="mi">5</span><span class="p">:]</span>

<span class="c1"># Movies with genre which has anyone of the most frequent genres</span>
<span class="n">cast_analysis</span> <span class="o">=</span> <span class="n">cast_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">cast_data</span><span class="o">.</span><span class="n">cast</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">cast_5</span><span class="p">))]</span>

<span class="c1"># Boxplot</span>
<span class="n">bx_plt</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;cast&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;revenue_adj&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">cast_analysis</span><span class="p">)</span>
<span class="n">bx_plt</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Revnues of movies that has these Lead Actors&quot;</span><span class="p">)</span>
<span class="n">bx_plt</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
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<div class="prompt input_prompt">In&nbsp;[29]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># To see and analyze other variables</span>
<span class="n">d</span> <span class="o">=</span> <span class="n">cast_analysis</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;cast&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;mean popularity&quot;</span><span class="p">)</span>
<span class="n">d</span><span class="p">[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Popularity of movies of these cast&#39;</span><span class="p">);</span>
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<blockquote><h3 id="Observation">Observation<a class="anchor-link" href="#Observation">&#182;</a></h3><blockquote><ul>
    <li>Movies with Tom Hanks as lead actor are having most revenue than any actors</li>
    <li>Bruce Wills is second best actor, concering revenue</li><li>To second the first observation, even popularity for Tom Hanks acted movies is higher than any other actor</li>
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<p><a id='conclusions'></a></p>
<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2>
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<h4 id="Limitations">Limitations<a class="anchor-link" href="#Limitations">&#182;</a></h4><ul>
    <li>Some of the data is incomplete and replaced by mean, so the analysis is tentative</li>
    <li>The data contains 21 columns and most of them are irrelevant moreover we got only 10561 rows and the data in many of them were incomplete</li>
    <li>Having an extra column stating how much money was spent on marketing, given the amount invested in reaching out to poeple may have influenced the revenue. </li>
    <li>Voting and popularity may have sourced from irrelevant sources so that can be a limitation </li>
    <li>Having cast and genres in the same column as a collection is a bit difficult, but I attempted to solve it by taking first genre and lead actor into consideration.</li>
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<h4 id="Some-Analysis">Some Analysis<a class="anchor-link" href="#Some-Analysis">&#182;</a></h4><ul>
    <li><b><a style="color:black" href="#req1">Trend: Over the years from 1960 to 2015:</b></a></li>
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        <li><a style="color:black" href="#runtime">Runtime has been considerately same and there was not much difference</a></li>
        <li><a style="color:black" href="#popularity">Popularity was increased drastically, this can be explained with advent of social network promotions.</a></li>
        <li><a style="color:black" href="#revenue">Revenue collected from movies has been decreased in recent movies than earlier movies from 1960-1990 period</a></li>

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     <li><b><a style="color:black" href="#req2">Factors: Good revenue in movies</b></a></li>
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        <li><a style="color:black" href="#director">Director plays a crucial role in creating a good movie, so Steven Spielberg movies were considered to get good revenue than other directors</a></li>
        <li><a style="color:black" href="#genre">Adventure movies has highest revenue than any other genre</a></li>
        <li><a style="color:black" href="#actor">Movies with Tom Hanks as lead actor got more revenue than any other actor.</a></li>
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<h4 id="Final-Words">Final Words<a class="anchor-link" href="#Final-Words">&#182;</a></h4><ul>
    <li>First question, how is the trend for movies over the years, we can understand that over the years runtime has been considrate over the years.</li><li> Revenue was decreased over the years, this can be explained as the number of movies over the time also increased so people have lot more options and may not spend on single movie.</li><li> popularity obviosly increased due to advent of internet and social network or may be better marketing strategies.</li>
    <li>Second questions, the factors that influenced good revenue.</li>
    <li>The analysis I perfermed suggests that a proved good director will perform good in his next movie.</li>
    <li>Movie genre greatlty influences a movie and from my analysis, adventure turned out to be best genre interms of revenue generation</li>
    <li>A good cast or actors definetly influences a movie, considering lead actor, my analysis gave an insight that some actors are great influencers in creating a good revenue</li>
    <li>While the correlations above might not be the exact causes and further statistical tests needed to be performed on those variables to prove the point.</li>
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<h3 id="Some-more-interesting-analysis">Some more interesting analysis<a class="anchor-link" href="#Some-more-interesting-analysis">&#182;</a></h3>
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<h4 id="Months-to-have-most-number-of-releases.">Months to have most number of releases.<a class="anchor-link" href="#Months-to-have-most-number-of-releases.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">month_analysis</span> <span class="o">=</span>  <span class="n">tmdb_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s2">&quot;release_month&quot;</span><span class="p">)</span>
<span class="n">month_analysis</span><span class="o">.</span><span class="n">describe</span><span class="p">()[</span><span class="s1">&#39;budget&#39;</span><span class="p">][</span><span class="s1">&#39;count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s2">&quot;Number of movies for each month&quot;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x23eb441db38&gt;</pre>
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<p>References:<br>
<a href="https://stackoverflow.com">https://stackoverflow.com</a> was used extensively for many queries in using pandas.<br>
<a href="https://pandas.pydata.org">https://pandas.pydata.org</a> was used as documentation reference.</p>

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