Investigate_a_Dataset.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
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<h1 id="TMDB-Movie-Data-Analysis">TMDB Movie Data Analysis<a class="anchor-link" href="#TMDB-Movie-Data-Analysis">&#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 href="#intro">Introduction</a></li>
<li><a href="#wrangling">Data Wrangling</a></li>
<li><a href="#eda">Exploratory Data Analysis</a></li>
<li><a href="#conclusions">Conclusions</a></li>
</ul>
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<p><a id='intro'></a></p>
<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><h3 id="Dataset-Description">Dataset Description<a class="anchor-link" href="#Dataset-Description">&#182;</a></h3><blockquote><p>I analyzed the dataset which contains information of about 10,000 movies collected from The Movie Database (TMDb), including user ratings and revenue.</p>
<h5 id="Column-names:">Column names:<a class="anchor-link" href="#Column-names:">&#182;</a></h5>
<pre><code>id : identification number
imdb_id - unique movie identification code
popularity  - popularity ratings in numeric value
budget - amount spent   
revenue - amount generated from movie
original_title  - name of movie
cast    - name of main actors
homepage - webpage of movie 
director - director of movie    
tagline ... unique to each movie
overview    - brief description of movie
runtime - total time the movie runs in numeric value
genres  - genre of movie
production_companies - list(s) of companies who produced movie  
release_date - date movie was released in date format   
vote_count  - total vote counts in numeric format
vote_average - average vote in numeric format   
release_year- year movie was released
budget_adj  - budget of the associated movie
in terms of 2010 dollars, accounting for inflation over
time.
revenue_ad- revenue of the associated movie
in terms of 2010 dollars, accounting for inflation over
time.</code></pre>
</blockquote>
<h3 id="Question(s)-for-Analysis">Question(s) for Analysis<a class="anchor-link" href="#Question(s)-for-Analysis">&#182;</a></h3><blockquote><p>The analysis is focused on answering the questions:</p>
<ol>
<li>Which movie title had the highest budget?</li>
<li>Which movie titles has the highest revenue?</li>
<li>Which movies are the most popular of all times?</li>
<li>Is there a correlation between vote_count and revenue?</li>
<li>What kinds of properties are associated with movies that have high revenues?</li>
</ol>
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<h4 id="Importing-packages">Importing packages<a class="anchor-link" href="#Importing-packages">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import packages and a &#39;magic word&#39;</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="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="o">%</span> <span class="n">matplotlib</span> <span class="n">inline</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Upgrade pandas to use dataframe.explode() function. </span>
<span class="o">!</span>pip install --upgrade <span class="nv">pandas</span><span class="o">==</span><span class="m">0</span>.25.1
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<pre>Requirement already up-to-date: pandas==0.25.1 in /opt/conda/lib/python3.6/site-packages (0.25.1)
Requirement already satisfied, skipping upgrade: pytz&gt;=2017.2 in /opt/conda/lib/python3.6/site-packages (from pandas==0.25.1) (2017.3)
Requirement already satisfied, skipping upgrade: python-dateutil&gt;=2.6.1 in /opt/conda/lib/python3.6/site-packages (from pandas==0.25.1) (2.6.1)
Requirement already satisfied, skipping upgrade: numpy&gt;=1.13.3 in /opt/conda/lib/python3.6/site-packages (from pandas==0.25.1) (1.19.5)
Requirement already satisfied, skipping upgrade: six&gt;=1.5 in /opt/conda/lib/python3.6/site-packages (from python-dateutil&gt;=2.6.1-&gt;pandas==0.25.1) (1.11.0)
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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><h3 id="General-Properties">General Properties<a class="anchor-link" href="#General-Properties">&#182;</a></h3>
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<h4 id="Reading-data-using-read_csv()-function">Reading data using read_csv() function<a class="anchor-link" href="#Reading-data-using-read_csv()-function">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;tmdb-movies.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># print out first few lines to inspect data</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
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        vertical-align: middle;
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        vertical-align: top;
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</style>
<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>homepage</th>
      <th>director</th>
      <th>tagline</th>
      <th>...</th>
      <th>overview</th>
      <th>runtime</th>
      <th>genres</th>
      <th>production_companies</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>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>0</td>
      <td>135397</td>
      <td>tt0369610</td>
      <td>32.985763</td>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>http://www.jurassicworld.com/</td>
      <td>Colin Trevorrow</td>
      <td>The park is open.</td>
      <td>...</td>
      <td>Twenty-two years after the events of Jurassic ...</td>
      <td>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Universal Studios|Amblin Entertainment|Legenda...</td>
      <td>6/9/15</td>
      <td>5562</td>
      <td>6.5</td>
      <td>2015</td>
      <td>1.379999e+08</td>
      <td>1.392446e+09</td>
    </tr>
    <tr>
      <td>1</td>
      <td>76341</td>
      <td>tt1392190</td>
      <td>28.419936</td>
      <td>150000000</td>
      <td>378436354</td>
      <td>Mad Max: Fury Road</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>http://www.madmaxmovie.com/</td>
      <td>George Miller</td>
      <td>What a Lovely Day.</td>
      <td>...</td>
      <td>An apocalyptic story set in the furthest reach...</td>
      <td>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Village Roadshow Pictures|Kennedy Miller Produ...</td>
      <td>5/13/15</td>
      <td>6185</td>
      <td>7.1</td>
      <td>2015</td>
      <td>1.379999e+08</td>
      <td>3.481613e+08</td>
    </tr>
    <tr>
      <td>2</td>
      <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>6.3</td>
      <td>2015</td>
      <td>1.012000e+08</td>
      <td>2.716190e+08</td>
    </tr>
    <tr>
      <td>3</td>
      <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>7.5</td>
      <td>2015</td>
      <td>1.839999e+08</td>
      <td>1.902723e+09</td>
    </tr>
    <tr>
      <td>4</td>
      <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>7.3</td>
      <td>2015</td>
      <td>1.747999e+08</td>
      <td>1.385749e+09</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 21 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># checking the number of rows and columns in dataset</span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(10866, 21)</pre>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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        vertical-align: top;
    }

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</style>
<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>
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      <td>count</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>1.086600e+04</td>
      <td>1.086600e+04</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>1.086600e+04</td>
      <td>1.086600e+04</td>
    </tr>
    <tr>
      <td>mean</td>
      <td>66064.177434</td>
      <td>0.646441</td>
      <td>1.462570e+07</td>
      <td>3.982332e+07</td>
      <td>102.070863</td>
      <td>217.389748</td>
      <td>5.974922</td>
      <td>2001.322658</td>
      <td>1.755104e+07</td>
      <td>5.136436e+07</td>
    </tr>
    <tr>
      <td>std</td>
      <td>92130.136561</td>
      <td>1.000185</td>
      <td>3.091321e+07</td>
      <td>1.170035e+08</td>
      <td>31.381405</td>
      <td>575.619058</td>
      <td>0.935142</td>
      <td>12.812941</td>
      <td>3.430616e+07</td>
      <td>1.446325e+08</td>
    </tr>
    <tr>
      <td>min</td>
      <td>5.000000</td>
      <td>0.000065</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000</td>
      <td>10.000000</td>
      <td>1.500000</td>
      <td>1960.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>25%</td>
      <td>10596.250000</td>
      <td>0.207583</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>90.000000</td>
      <td>17.000000</td>
      <td>5.400000</td>
      <td>1995.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>50%</td>
      <td>20669.000000</td>
      <td>0.383856</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>99.000000</td>
      <td>38.000000</td>
      <td>6.000000</td>
      <td>2006.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>75%</td>
      <td>75610.000000</td>
      <td>0.713817</td>
      <td>1.500000e+07</td>
      <td>2.400000e+07</td>
      <td>111.000000</td>
      <td>145.750000</td>
      <td>6.600000</td>
      <td>2011.000000</td>
      <td>2.085325e+07</td>
      <td>3.369710e+07</td>
    </tr>
    <tr>
      <td>max</td>
      <td>417859.000000</td>
      <td>32.985763</td>
      <td>4.250000e+08</td>
      <td>2.781506e+09</td>
      <td>900.000000</td>
      <td>9767.000000</td>
      <td>9.200000</td>
      <td>2015.000000</td>
      <td>4.250000e+08</td>
      <td>2.827124e+09</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># inspecting datatypes</span>
<span class="n">df</span><span class="o">.</span><span class="n">dtypes</span>
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<pre>id                        int64
imdb_id                  object
popularity              float64
budget                    int64
revenue                   int64
original_title           object
cast                     object
homepage                 object
director                 object
tagline                  object
keywords                 object
overview                 object
runtime                   int64
genres                   object
production_companies     object
release_date             object
vote_count                int64
vote_average            float64
release_year              int64
budget_adj              float64
revenue_adj             float64
dtype: object</pre>
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<span class="n">df</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;
RangeIndex: 10866 entries, 0 to 10865
Data columns (total 21 columns):
id                      10866 non-null int64
imdb_id                 10856 non-null object
popularity              10866 non-null float64
budget                  10866 non-null int64
revenue                 10866 non-null int64
original_title          10866 non-null object
cast                    10790 non-null object
homepage                2936 non-null object
director                10822 non-null object
tagline                 8042 non-null object
keywords                9373 non-null object
overview                10862 non-null object
runtime                 10866 non-null int64
genres                  10843 non-null object
production_companies    9836 non-null object
release_date            10866 non-null object
vote_count              10866 non-null int64
vote_average            10866 non-null float64
release_year            10866 non-null int64
budget_adj              10866 non-null float64
revenue_adj             10866 non-null float64
dtypes: float64(4), int64(6), object(11)
memory usage: 1.7+ MB
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<pre>id                      10865
imdb_id                 10855
popularity              10814
budget                    557
revenue                  4702
original_title          10571
cast                    10719
homepage                 2896
director                 5067
tagline                  7997
keywords                 8804
overview                10847
runtime                   247
genres                   2039
production_companies     7445
release_date             5909
vote_count               1289
vote_average               72
release_year               56
budget_adj               2614
revenue_adj              4840
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#prints out the number of duplicates</span>
<span class="nb">sum</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">duplicated</span><span class="p">())</span>
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<pre>1</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#prints out columns containing nulls and number of null</span>
<span class="n">df</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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<h2 id="Assessing-Data">Assessing Data<a class="anchor-link" href="#Assessing-Data">&#182;</a></h2><ul>
<li>Missing values in cast, homepage, director, tagline, keywords, overview, runtime, genres, production_companies (NaN)</li>
<li>Duplicate row of data</li>
<li>Columns not useful in identifying trends</li>
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<h3 id="Data-Cleaning">Data Cleaning<a class="anchor-link" href="#Data-Cleaning">&#182;</a></h3>
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<blockquote><p>The data contains 10866 rows and 12 columns with one duplicated row of data(which needs to be removed). The column names are explanatory enough and easy to work with, so no renaming will be done. I discovered that some columns were specific to movie and not particularly useful in finding trends, so I'll remove those.</p>
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<h4 id="Dropping-Duplicates">Dropping Duplicates<a class="anchor-link" href="#Dropping-Duplicates">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># To drop duplicate entries</span>
<span class="n">df</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># To check if duplicate has been dropped successfully</span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(10865, 21)</pre>
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<p>The rows reduced from 10866 to 10855 which indicates that the duplicate has been successfully dropped</p>

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<h4 id="Dropping-Columns">Dropping Columns<a class="anchor-link" href="#Dropping-Columns">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Dropping columns that are specific to movie or not useful in finding trends</span>
<span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;imdb_id&#39;</span><span class="p">,</span> <span class="s1">&#39;homepage&#39;</span><span class="p">,</span> <span class="s1">&#39;tagline&#39;</span><span class="p">,</span> <span class="s1">&#39;overview&#39;</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="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 10865 entries, 0 to 10865
Data columns (total 15 columns):
id                10865 non-null int64
popularity        10865 non-null float64
budget            10865 non-null int64
revenue           10865 non-null int64
original_title    10865 non-null object
cast              10789 non-null object
director          10821 non-null object
runtime           10865 non-null int64
genres            10842 non-null object
release_date      10865 non-null object
vote_count        10865 non-null int64
vote_average      10865 non-null float64
release_year      10865 non-null int64
budget_adj        10865 non-null float64
revenue_adj       10865 non-null float64
dtypes: float64(4), int64(6), object(5)
memory usage: 1.3+ MB
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<p>The columns were successfully dropped</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># checking for nulls</span>
<span class="n">df</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
popularity         0
budget             0
revenue            0
original_title     0
cast              76
director          44
runtime            0
genres            23
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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<p>Nulls were found in 3 columns, further analysis carried out below to determine if the rows should be deleted.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># checking rows where director is null</span>
<span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">director</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>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>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>532</td>
      <td>320996</td>
      <td>0.126594</td>
      <td>0</td>
      <td>0</td>
      <td>Iliza Shlesinger: Freezing Hot</td>
      <td>Iliza Shlesinger</td>
      <td>NaN</td>
      <td>71</td>
      <td>Comedy</td>
      <td>1/23/15</td>
      <td>14</td>
      <td>6.6</td>
      <td>2015</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>548</td>
      <td>355131</td>
      <td>0.108072</td>
      <td>0</td>
      <td>0</td>
      <td>Sense8: Creating the World</td>
      <td>Tuppence Middleton|Bae Doona |Brian J. Smith|A...</td>
      <td>NaN</td>
      <td>25</td>
      <td>Documentary|Science Fiction</td>
      <td>8/10/15</td>
      <td>12</td>
      <td>7.5</td>
      <td>2015</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>556</td>
      <td>321160</td>
      <td>0.100910</td>
      <td>0</td>
      <td>0</td>
      <td>With This Ring</td>
      <td>Regina Hall|Jill Scott|Eve|Brooklyn Sudano|Dei...</td>
      <td>NaN</td>
      <td>105</td>
      <td>Comedy|Romance</td>
      <td>1/24/15</td>
      <td>14</td>
      <td>6.5</td>
      <td>2015</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>1032</td>
      <td>259910</td>
      <td>0.291253</td>
      <td>0</td>
      <td>0</td>
      <td>Marvel Studios: Assembling a Universe</td>
      <td>Robert Downey Jr.|Chris Hemsworth|Chris Evans|...</td>
      <td>NaN</td>
      <td>43</td>
      <td>TV Movie|Documentary</td>
      <td>3/18/14</td>
      <td>32</td>
      <td>6.3</td>
      <td>2014</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>1054</td>
      <td>253675</td>
      <td>0.269468</td>
      <td>0</td>
      <td>0</td>
      <td>Unlocking Sherlock</td>
      <td>Benedict Cumberbatch|Martin Freeman|Steven Mof...</td>
      <td>NaN</td>
      <td>60</td>
      <td>TV Movie|Documentary</td>
      <td>1/19/14</td>
      <td>11</td>
      <td>7.2</td>
      <td>2014</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>1203</td>
      <td>256561</td>
      <td>0.119891</td>
      <td>150000</td>
      <td>0</td>
      <td>Free to Play</td>
      <td>Benedict Lim|Danil Ishutin|Clinton Loomis</td>
      <td>NaN</td>
      <td>75</td>
      <td>Documentary</td>
      <td>3/19/14</td>
      <td>40</td>
      <td>7.0</td>
      <td>2014</td>
      <td>1.381637e+05</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>1241</td>
      <td>296370</td>
      <td>0.135376</td>
      <td>0</td>
      <td>0</td>
      <td>Dance-Off</td>
      <td>Kathryn McCormick|Shane Harper|Finola Hughes|C...</td>
      <td>NaN</td>
      <td>0</td>
      <td>Romance|Music|Comedy</td>
      <td>1/1/14</td>
      <td>18</td>
      <td>5.7</td>
      <td>2014</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>1288</td>
      <td>301235</td>
      <td>0.038364</td>
      <td>0</td>
      <td>0</td>
      <td>Top Gear: The Perfect Road Trip 2</td>
      <td>Jeremy Clarkson|Richard Hammond</td>
      <td>NaN</td>
      <td>94</td>
      <td>Documentary</td>
      <td>11/17/14</td>
      <td>12</td>
      <td>6.8</td>
      <td>2014</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>1852</td>
      <td>133365</td>
      <td>0.256703</td>
      <td>0</td>
      <td>0</td>
      <td>The Diary of Anne Frank</td>
      <td>Ellie Kendrick|Kate Ashfield|Geoff Breton|Feli...</td>
      <td>NaN</td>
      <td>100</td>
      <td>Drama</td>
      <td>1/9/09</td>
      <td>19</td>
      <td>7.5</td>
      <td>2009</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>1872</td>
      <td>26379</td>
      <td>0.091395</td>
      <td>3250000</td>
      <td>0</td>
      <td>Paa</td>
      <td>Amitabh Bachchan|Abhishek Bachchan|Vidya Balan...</td>
      <td>NaN</td>
      <td>133</td>
      <td>Drama|Family|Foreign</td>
      <td>12/4/09</td>
      <td>11</td>
      <td>6.1</td>
      <td>2009</td>
      <td>3.303301e+06</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>1895</td>
      <td>281979</td>
      <td>0.056777</td>
      <td>0</td>
      <td>0</td>
      <td>Doctor Who: The Waters of Mars</td>
      <td>David Tennant</td>
      <td>NaN</td>
      <td>62</td>
      <td>Science Fiction|Adventure|Family</td>
      <td>12/19/09</td>
      <td>25</td>
      <td>8.0</td>
      <td>2009</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>2221</td>
      <td>48832</td>
      <td>0.281852</td>
      <td>0</td>
      <td>0</td>
      <td>Scott Pilgrim vs. the Animation</td>
      <td>Michael Cera|Alison Pill|Georgette Perna|Mae W...</td>
      <td>NaN</td>
      <td>4</td>
      <td>TV Movie|Animation|Adventure</td>
      <td>8/10/10</td>
      <td>19</td>
      <td>7.7</td>
      <td>2010</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>2286</td>
      <td>47911</td>
      <td>0.207234</td>
      <td>0</td>
      <td>0</td>
      <td>Bo Burnham: Words, Words, Words</td>
      <td>Bo Burnham</td>
      <td>NaN</td>
      <td>63</td>
      <td>Comedy</td>
      <td>10/19/10</td>
      <td>13</td>
      <td>6.5</td>
      <td>2010</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>2290</td>
      <td>51823</td>
      <td>0.203502</td>
      <td>0</td>
      <td>0</td>
      <td>Across the Line: The Exodus of Charlie Wright</td>
      <td>Aidan Quinn|Andy GarcÃ­a|Mario Van Peebles|Dan...</td>
      <td>NaN</td>
      <td>94</td>
      <td>Drama|Action|Thriller|Crime</td>
      <td>12/28/10</td>
      <td>11</td>
      <td>6.0</td>
      <td>2010</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>2315</td>
      <td>48373</td>
      <td>0.171615</td>
      <td>0</td>
      <td>0</td>
      <td>Listen to Your Heart</td>
      <td>Alexia Rasmussen|Kent Moran|Cybill Shepherd|Sh...</td>
      <td>NaN</td>
      <td>0</td>
      <td>Drama|Music|Romance</td>
      <td>8/14/10</td>
      <td>29</td>
      <td>7.3</td>
      <td>2010</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>2318</td>
      <td>34134</td>
      <td>0.170408</td>
      <td>0</td>
      <td>0</td>
      <td>Barbie in A Mermaid Tale</td>
      <td>Kelly Sheridan|Kathleen Barr|Nakia Burrise|Gar...</td>
      <td>NaN</td>
      <td>75</td>
      <td>Animation|Family|Fantasy</td>
      <td>1/26/10</td>
      <td>35</td>
      <td>6.3</td>
      <td>2010</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>2376</td>
      <td>315620</td>
      <td>0.068411</td>
      <td>0</td>
      <td>0</td>
      <td>Doctor Who: A Christmas Carol</td>
      <td>Matt Smith|Karen Gillan|Arthur Darvill|Michael...</td>
      <td>NaN</td>
      <td>62</td>
      <td>NaN</td>
      <td>12/25/10</td>
      <td>11</td>
      <td>7.7</td>
      <td>2010</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>2397</td>
      <td>241829</td>
      <td>0.033048</td>
      <td>0</td>
      <td>0</td>
      <td>The Making of The Walking Dead</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>30</td>
      <td>Documentary</td>
      <td>7/31/10</td>
      <td>42</td>
      <td>8.4</td>
      <td>2010</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>2401</td>
      <td>45644</td>
      <td>0.067753</td>
      <td>0</td>
      <td>0</td>
      <td>Opeth: In Live Concert At The Royal Albert Hall</td>
      <td>Mikael Ã…kerfeldt|Martin "Axe" Axenrot|Martin ...</td>
      <td>NaN</td>
      <td>163</td>
      <td>Music</td>
      <td>9/21/10</td>
      <td>10</td>
      <td>8.6</td>
      <td>2010</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>2403</td>
      <td>72013</td>
      <td>0.067620</td>
      <td>0</td>
      <td>0</td>
      <td>Yu-Gi-Oh! 3D: Bonds Beyond Time</td>
      <td>Greg Abbey|Dan Green|Matthew Charles|Sean Sche...</td>
      <td>NaN</td>
      <td>60</td>
      <td>Animation|Fantasy</td>
      <td>1/23/10</td>
      <td>10</td>
      <td>6.0</td>
      <td>2010</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>3171</td>
      <td>17171</td>
      <td>0.019819</td>
      <td>0</td>
      <td>0</td>
      <td>The Assassination of Jesse James: Death Of An ...</td>
      <td>Ted Levine|Casey Affleck|Brad Pitt|Mary-Louise...</td>
      <td>NaN</td>
      <td>32</td>
      <td>Documentary</td>
      <td>1/1/08</td>
      <td>20</td>
      <td>6.8</td>
      <td>2008</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>3224</td>
      <td>20313</td>
      <td>0.224721</td>
      <td>0</td>
      <td>0</td>
      <td>John Mayer: Where the Light Is Live in Los Ang...</td>
      <td>John Mayer|Steve Jordan|Pino Palladino|David R...</td>
      <td>NaN</td>
      <td>164</td>
      <td>Music</td>
      <td>7/1/08</td>
      <td>16</td>
      <td>8.5</td>
      <td>2008</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>3276</td>
      <td>15467</td>
      <td>0.147657</td>
      <td>4180000</td>
      <td>11000000</td>
      <td>Kismat Konnection</td>
      <td>Shahid Kapoor|Vidya Balan|Juhi Chawla|Om Puri|...</td>
      <td>NaN</td>
      <td>153</td>
      <td>Drama|Comedy|Romance|Foreign</td>
      <td>7/18/08</td>
      <td>11</td>
      <td>5.8</td>
      <td>2008</td>
      <td>4.233448e+06</td>
      <td>1.114065e+07</td>
    </tr>
    <tr>
      <td>3285</td>
      <td>36131</td>
      <td>0.136883</td>
      <td>0</td>
      <td>0</td>
      <td>Tropic Thunder: Rain of Madness</td>
      <td>Justin Theroux|Jack Black|Steve Coogan|Robert ...</td>
      <td>NaN</td>
      <td>30</td>
      <td>Action|Comedy</td>
      <td>8/26/08</td>
      <td>12</td>
      <td>6.9</td>
      <td>2008</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>3357</td>
      <td>32836</td>
      <td>0.042517</td>
      <td>0</td>
      <td>0</td>
      <td>Bill Burr: Why Do I Do This?</td>
      <td>Bill Burr</td>
      <td>NaN</td>
      <td>55</td>
      <td>Comedy</td>
      <td>9/23/08</td>
      <td>10</td>
      <td>8.0</td>
      <td>2008</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>3365</td>
      <td>22258</td>
      <td>0.002475</td>
      <td>0</td>
      <td>0</td>
      <td>Foo Fighters: Live at Wembley Stadium</td>
      <td>Dave Grohl|Nate Mendel|Chris Shiflett|Pat Smea...</td>
      <td>NaN</td>
      <td>120</td>
      <td>Music</td>
      <td>8/25/08</td>
      <td>10</td>
      <td>8.4</td>
      <td>2008</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>3369</td>
      <td>77974</td>
      <td>0.001682</td>
      <td>0</td>
      <td>0</td>
      <td>Wizards On Deck With Hannah Montana</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>68</td>
      <td>Family</td>
      <td>2/11/08</td>
      <td>14</td>
      <td>6.1</td>
      <td>2008</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>3910</td>
      <td>79976</td>
      <td>0.002006</td>
      <td>0</td>
      <td>0</td>
      <td>Steve Jobs: One Last Thing</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>60</td>
      <td>Documentary</td>
      <td>11/2/11</td>
      <td>11</td>
      <td>6.6</td>
      <td>2011</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>4679</td>
      <td>91342</td>
      <td>0.421746</td>
      <td>0</td>
      <td>0</td>
      <td>Barbie in A Mermaid Tale 2</td>
      <td>Nakia Burrise|Gary Chalk</td>
      <td>NaN</td>
      <td>74</td>
      <td>Animation|Family</td>
      <td>2/23/12</td>
      <td>22</td>
      <td>6.0</td>
      <td>2012</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>4797</td>
      <td>369145</td>
      <td>0.167501</td>
      <td>0</td>
      <td>0</td>
      <td>Doctor Who: The Snowmen</td>
      <td>Matt Smith|Jenna Coleman|Richard E. Grant|Ian ...</td>
      <td>NaN</td>
      <td>60</td>
      <td>NaN</td>
      <td>12/25/12</td>
      <td>10</td>
      <td>7.8</td>
      <td>2012</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>4872</td>
      <td>269177</td>
      <td>0.090552</td>
      <td>0</td>
      <td>0</td>
      <td>Party Bercy</td>
      <td>Florence Foresti</td>
      <td>NaN</td>
      <td>120</td>
      <td>Comedy</td>
      <td>9/23/12</td>
      <td>15</td>
      <td>6.4</td>
      <td>2012</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>4939</td>
      <td>168219</td>
      <td>0.003183</td>
      <td>0</td>
      <td>0</td>
      <td>The Men Who Built America</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>360</td>
      <td>Documentary|History</td>
      <td>10/16/12</td>
      <td>11</td>
      <td>5.3</td>
      <td>2012</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>5413</td>
      <td>20378</td>
      <td>0.324270</td>
      <td>0</td>
      <td>0</td>
      <td>The Brave Little Toaster to the Rescue</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>74</td>
      <td>Animation|Comedy|Family</td>
      <td>11/1/97</td>
      <td>11</td>
      <td>7.0</td>
      <td>1997</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>5866</td>
      <td>246569</td>
      <td>0.211825</td>
      <td>5000000</td>
      <td>0</td>
      <td>Jinxed</td>
      <td>Ciara Bravo|Jack Griffo|Jacob Bertrand|Elena K...</td>
      <td>NaN</td>
      <td>75</td>
      <td>Family|Fantasy|Comedy</td>
      <td>11/29/13</td>
      <td>19</td>
      <td>7.0</td>
      <td>2013</td>
      <td>4.680167e+06</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>5915</td>
      <td>284019</td>
      <td>0.168210</td>
      <td>0</td>
      <td>0</td>
      <td>Phineas and Ferb: Mission Marvel</td>
      <td>Vincent Martella|Thomas Brodie-Sangster|Ashley...</td>
      <td>NaN</td>
      <td>44</td>
      <td>Action|Adventure|Science Fiction</td>
      <td>8/16/13</td>
      <td>13</td>
      <td>5.9</td>
      <td>2013</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>5972</td>
      <td>238234</td>
      <td>0.165605</td>
      <td>0</td>
      <td>0</td>
      <td>Top Gear: The Perfect Road Trip</td>
      <td>Jeremy Clarkson|Richard Hammond</td>
      <td>NaN</td>
      <td>84</td>
      <td>TV Movie|Action|Adventure|Documentary</td>
      <td>11/17/13</td>
      <td>35</td>
      <td>7.6</td>
      <td>2013</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>6033</td>
      <td>238185</td>
      <td>0.048587</td>
      <td>0</td>
      <td>0</td>
      <td>Russell Brand: Messiah Complex</td>
      <td>Russell Brand</td>
      <td>NaN</td>
      <td>99</td>
      <td>Comedy</td>
      <td>11/25/13</td>
      <td>12</td>
      <td>6.8</td>
      <td>2013</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>6181</td>
      <td>18729</td>
      <td>0.000065</td>
      <td>0</td>
      <td>0</td>
      <td>North and South, Book I</td>
      <td>Patrick Swayze|Philip Casnoff|Kirstie Alley|Ge...</td>
      <td>NaN</td>
      <td>561</td>
      <td>Drama|History|Western</td>
      <td>11/3/85</td>
      <td>17</td>
      <td>6.0</td>
      <td>1985</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>7579</td>
      <td>58432</td>
      <td>0.443952</td>
      <td>0</td>
      <td>0</td>
      <td>La hora frÃ­a</td>
      <td>Silke|Omar MuÃ±oz|Pepo Oliva|Carola Manzanares...</td>
      <td>NaN</td>
      <td>92</td>
      <td>Horror|Thriller|Science Fiction|Mystery|Foreign</td>
      <td>9/14/07</td>
      <td>10</td>
      <td>4.9</td>
      <td>2007</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>7767</td>
      <td>282758</td>
      <td>0.126603</td>
      <td>0</td>
      <td>0</td>
      <td>Doctor Who: The Runaway Bride</td>
      <td>David Tennant|Catherine Tate</td>
      <td>NaN</td>
      <td>60</td>
      <td>Science Fiction|TV Movie</td>
      <td>7/6/07</td>
      <td>18</td>
      <td>7.6</td>
      <td>2007</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>7814</td>
      <td>25565</td>
      <td>0.040311</td>
      <td>0</td>
      <td>0</td>
      <td>Transformers: Beginnings</td>
      <td>Peter Cullen|Frank Welker|Mark Ryan|Patrick Ha...</td>
      <td>NaN</td>
      <td>22</td>
      <td>Animation|Action|Thriller|Science Fiction</td>
      <td>10/16/07</td>
      <td>34</td>
      <td>5.8</td>
      <td>2007</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>9593</td>
      <td>46188</td>
      <td>0.001662</td>
      <td>0</td>
      <td>0</td>
      <td>Peter Pan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>52</td>
      <td>Action|Adventure|Animation|Family|Fantasy</td>
      <td>1/1/88</td>
      <td>28</td>
      <td>6.6</td>
      <td>1988</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>10386</td>
      <td>225804</td>
      <td>0.118854</td>
      <td>0</td>
      <td>0</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</td>
      <td>Documentary</td>
      <td>10/3/93</td>
      <td>15</td>
      <td>7.5</td>
      <td>1993</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>10426</td>
      <td>34038</td>
      <td>0.114034</td>
      <td>0</td>
      <td>0</td>
      <td>Magical Mystery Tour</td>
      <td>John Lennon|Paul McCartney|George Harrison|Rin...</td>
      <td>NaN</td>
      <td>55</td>
      <td>Music</td>
      <td>12/25/67</td>
      <td>15</td>
      <td>5.8</td>
      <td>1967</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
  </tbody>
</table>
</div>
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<p>After assessing printout, zero values were found in budget and revenue columns. I decided to drop the row containing nulls in director column since the number of rows(44) were small compared to my dataset, and won't affect my analysis significantly.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># checking rows where genres is null</span>
<span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">genres</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<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>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>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>424</td>
      <td>363869</td>
      <td>0.244648</td>
      <td>0</td>
      <td>0</td>
      <td>Belli di papÃ</td>
      <td>Diego Abatantuono|Matilde Gioli|Andrea Pisani|...</td>
      <td>Guido Chiesa</td>
      <td>100</td>
      <td>NaN</td>
      <td>10/29/15</td>
      <td>21</td>
      <td>6.1</td>
      <td>2015</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>620</td>
      <td>361043</td>
      <td>0.129696</td>
      <td>0</td>
      <td>0</td>
      <td>All Hallows' Eve 2</td>
      <td>NaN</td>
      <td>Antonio Padovan|Bryan Norton|Marc Roussel|Ryan...</td>
      <td>90</td>
      <td>NaN</td>
      <td>10/6/15</td>
      <td>13</td>
      <td>5.0</td>
      <td>2015</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>997</td>
      <td>287663</td>
      <td>0.330431</td>
      <td>0</td>
      <td>0</td>
      <td>Star Wars Rebels: Spark of Rebellion</td>
      <td>Freddie Prinze Jr.|Vanessa Marshall|Steve Blum...</td>
      <td>Steward Lee|Steven G. Lee</td>
      <td>44</td>
      <td>NaN</td>
      <td>10/3/14</td>
      <td>13</td>
      <td>6.8</td>
      <td>2014</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>1712</td>
      <td>21634</td>
      <td>0.302095</td>
      <td>0</td>
      <td>0</td>
      <td>Prayers for Bobby</td>
      <td>Ryan Kelley|Sigourney Weaver|Henry Czerny|Dan ...</td>
      <td>Russell Mulcahy</td>
      <td>88</td>
      <td>NaN</td>
      <td>2/27/09</td>
      <td>57</td>
      <td>7.4</td>
      <td>2009</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>1897</td>
      <td>40534</td>
      <td>0.020701</td>
      <td>0</td>
      <td>0</td>
      <td>Jonas Brothers: The Concert Experience</td>
      <td>Nick Jonas|Joe Jonas|Kevin Jonas|John Lloyd Ta...</td>
      <td>Bruce Hendricks</td>
      <td>76</td>
      <td>NaN</td>
      <td>2/27/09</td>
      <td>11</td>
      <td>7.0</td>
      <td>2009</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>2370</td>
      <td>127717</td>
      <td>0.081892</td>
      <td>0</td>
      <td>0</td>
      <td>Freshman Father</td>
      <td>Britt Irvin|Merrilyn Gann|Barbara Tyson|Anthon...</td>
      <td>Michael Scott</td>
      <td>0</td>
      <td>NaN</td>
      <td>6/5/10</td>
      <td>12</td>
      <td>5.8</td>
      <td>2010</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>2376</td>
      <td>315620</td>
      <td>0.068411</td>
      <td>0</td>
      <td>0</td>
      <td>Doctor Who: A Christmas Carol</td>
      <td>Matt Smith|Karen Gillan|Arthur Darvill|Michael...</td>
      <td>NaN</td>
      <td>62</td>
      <td>NaN</td>
      <td>12/25/10</td>
      <td>11</td>
      <td>7.7</td>
      <td>2010</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>2853</td>
      <td>57892</td>
      <td>0.130018</td>
      <td>0</td>
      <td>0</td>
      <td>Vizontele</td>
      <td>YÄ±lmaz ErdoÄŸan|Demet Akbag|Altan Erkekli|Cem...</td>
      <td>YÄ±lmaz ErdoÄŸan</td>
      <td>110</td>
      <td>NaN</td>
      <td>2/2/01</td>
      <td>12</td>
      <td>7.2</td>
      <td>2001</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>3279</td>
      <td>54330</td>
      <td>0.145331</td>
      <td>0</td>
      <td>0</td>
      <td>ì•„ê¸°ì™€ ë‚˜</td>
      <td>Jang Keun-suk|Song Ha-yoon|Kim Jeong-Nan</td>
      <td>Kim Jin-Yeong</td>
      <td>96</td>
      <td>NaN</td>
      <td>8/13/08</td>
      <td>11</td>
      <td>6.1</td>
      <td>2008</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>4547</td>
      <td>123024</td>
      <td>0.520520</td>
      <td>0</td>
      <td>0</td>
      <td>London 2012 Olympic Opening Ceremony: Isles of...</td>
      <td>Queen Elizabeth II|Mike Oldfield|Kenneth Brana...</td>
      <td>Danny Boyle</td>
      <td>220</td>
      <td>NaN</td>
      <td>7/27/12</td>
      <td>12</td>
      <td>8.3</td>
      <td>2012</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>4732</td>
      <td>139463</td>
      <td>0.235911</td>
      <td>0</td>
      <td>0</td>
      <td>The Scapegoat</td>
      <td>Andrew Scott|Jodhi May|Eileen Atkins|Matthew R...</td>
      <td>Charles Sturridge</td>
      <td>100</td>
      <td>NaN</td>
      <td>9/9/12</td>
      <td>12</td>
      <td>6.2</td>
      <td>2012</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>4797</td>
      <td>369145</td>
      <td>0.167501</td>
      <td>0</td>
      <td>0</td>
      <td>Doctor Who: The Snowmen</td>
      <td>Matt Smith|Jenna Coleman|Richard E. Grant|Ian ...</td>
      <td>NaN</td>
      <td>60</td>
      <td>NaN</td>
      <td>12/25/12</td>
      <td>10</td>
      <td>7.8</td>
      <td>2012</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>4890</td>
      <td>126909</td>
      <td>0.083202</td>
      <td>0</td>
      <td>0</td>
      <td>Cousin Ben Troop Screening</td>
      <td>Jason Schwartzman</td>
      <td>Wes Anderson</td>
      <td>2</td>
      <td>NaN</td>
      <td>1/1/12</td>
      <td>14</td>
      <td>7.0</td>
      <td>2012</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>5830</td>
      <td>282848</td>
      <td>0.248944</td>
      <td>0</td>
      <td>0</td>
      <td>Doctor Who: The Time of the Doctor</td>
      <td>Matt Smith|Jenna Coleman</td>
      <td>James Payne</td>
      <td>60</td>
      <td>NaN</td>
      <td>12/25/13</td>
      <td>26</td>
      <td>8.5</td>
      <td>2013</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>5934</td>
      <td>200204</td>
      <td>0.067433</td>
      <td>0</td>
      <td>0</td>
      <td>Prada: Candy</td>
      <td>Peter Gadiot|Rodolphe Pauly|LÃ©a Seydoux</td>
      <td>Wes Anderson|Roman Coppola</td>
      <td>3</td>
      <td>NaN</td>
      <td>3/25/13</td>
      <td>27</td>
      <td>6.9</td>
      <td>2013</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>6043</td>
      <td>190940</td>
      <td>0.039080</td>
      <td>0</td>
      <td>0</td>
      <td>Bombay Talkies</td>
      <td>Aamir Khan|Rani Mukerji|Randeep Hooda|Saqib Sa...</td>
      <td>Anurag Kashyap|Dibakar Banerjee|Zoya Akhtar|Ka...</td>
      <td>127</td>
      <td>NaN</td>
      <td>5/3/13</td>
      <td>12</td>
      <td>5.9</td>
      <td>2013</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>6530</td>
      <td>168891</td>
      <td>0.092724</td>
      <td>0</td>
      <td>0</td>
      <td>Saw Rebirth</td>
      <td>Whit Anderson|Stan Kirsch|Jeff Shuter|George W...</td>
      <td>Jeff Shuter|Daniel Viney</td>
      <td>6</td>
      <td>NaN</td>
      <td>10/24/05</td>
      <td>24</td>
      <td>5.9</td>
      <td>2005</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>8234</td>
      <td>56804</td>
      <td>0.028874</td>
      <td>0</td>
      <td>0</td>
      <td>Viaggi di nozze</td>
      <td>Carlo Verdone|Claudia Gerini|Veronica Pivetti|...</td>
      <td>Carlo Verdone</td>
      <td>103</td>
      <td>NaN</td>
      <td>12/15/95</td>
      <td>44</td>
      <td>6.7</td>
      <td>1995</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>8614</td>
      <td>65595</td>
      <td>0.273934</td>
      <td>0</td>
      <td>0</td>
      <td>T2 3-D: Battle Across Time</td>
      <td>Arnold Schwarzenegger|Linda Hamilton|Edward Fu...</td>
      <td>James Cameron</td>
      <td>12</td>
      <td>NaN</td>
      <td>1/1/96</td>
      <td>14</td>
      <td>6.7</td>
      <td>1996</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>8878</td>
      <td>92208</td>
      <td>0.038045</td>
      <td>0</td>
      <td>0</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</td>
      <td>NaN</td>
      <td>10/13/00</td>
      <td>16</td>
      <td>5.4</td>
      <td>2000</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>9307</td>
      <td>141859</td>
      <td>0.094652</td>
      <td>0</td>
      <td>0</td>
      <td>Goldeneye</td>
      <td>Charles Dance|Phyllis Logan|Patrick Ryecart|La...</td>
      <td>Don Boyd</td>
      <td>105</td>
      <td>NaN</td>
      <td>8/26/89</td>
      <td>10</td>
      <td>5.3</td>
      <td>1989</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>9799</td>
      <td>48847</td>
      <td>0.175008</td>
      <td>0</td>
      <td>0</td>
      <td>The Amputee</td>
      <td>Catherine E. Coulson|David Lynch</td>
      <td>David Lynch</td>
      <td>5</td>
      <td>NaN</td>
      <td>1/1/74</td>
      <td>11</td>
      <td>5.0</td>
      <td>1974</td>
      <td>0.00000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>10659</td>
      <td>4255</td>
      <td>0.344172</td>
      <td>5000</td>
      <td>0</td>
      <td>The Party at Kitty and Stud's</td>
      <td>Sylvester Stallone|Henrietta Holm|Nicholas War...</td>
      <td>Morton Lewis</td>
      <td>71</td>
      <td>NaN</td>
      <td>2/10/70</td>
      <td>10</td>
      <td>3.0</td>
      <td>1970</td>
      <td>28081.84172</td>
      <td>0.0</td>
    </tr>
  </tbody>
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<p>After assessing printout, zero values were found in budget and revenue columns. I decided to drop the row containing nulls in the genres column since the number of rows(23) were small compared to my dataset, and won't affect my analysis significantly.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># checking rows where cast is null</span>
<span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">cast</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span>
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<style scoped>
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        vertical-align: middle;
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        vertical-align: top;
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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>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>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>371</td>
      <td>345637</td>
      <td>0.422901</td>
      <td>0</td>
      <td>0</td>
      <td>Sanjay's Super Team</td>
      <td>NaN</td>
      <td>Sanjay Patel</td>
      <td>7</td>
      <td>Animation</td>
      <td>11/25/15</td>
      <td>47</td>
      <td>6.9</td>
      <td>2015</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>441</td>
      <td>355020</td>
      <td>0.220751</td>
      <td>0</td>
      <td>0</td>
      <td>Winter on Fire: Ukraine's Fight for Freedom</td>
      <td>NaN</td>
      <td>Evgeny Afineevsky</td>
      <td>98</td>
      <td>Documentary</td>
      <td>10/9/15</td>
      <td>37</td>
      <td>8.2</td>
      <td>2015</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>465</td>
      <td>321109</td>
      <td>0.201696</td>
      <td>0</td>
      <td>0</td>
      <td>Bitter Lake</td>
      <td>NaN</td>
      <td>Adam Curtis</td>
      <td>135</td>
      <td>Documentary</td>
      <td>1/24/15</td>
      <td>19</td>
      <td>7.8</td>
      <td>2015</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>536</td>
      <td>333350</td>
      <td>0.122543</td>
      <td>0</td>
      <td>0</td>
      <td>A Faster Horse</td>
      <td>NaN</td>
      <td>David Gelb</td>
      <td>90</td>
      <td>Documentary</td>
      <td>10/8/15</td>
      <td>12</td>
      <td>8.0</td>
      <td>2015</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>538</td>
      <td>224972</td>
      <td>0.114264</td>
      <td>0</td>
      <td>0</td>
      <td>The Mask You Live In</td>
      <td>NaN</td>
      <td>Jennifer Siebel Newsom</td>
      <td>88</td>
      <td>Documentary</td>
      <td>1/1/15</td>
      <td>11</td>
      <td>8.9</td>
      <td>2015</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <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>
      <td>9677</td>
      <td>13926</td>
      <td>0.253376</td>
      <td>0</td>
      <td>0</td>
      <td>Red's Dream</td>
      <td>NaN</td>
      <td>John Lasseter</td>
      <td>4</td>
      <td>Animation</td>
      <td>8/17/87</td>
      <td>44</td>
      <td>6.6</td>
      <td>1987</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>9755</td>
      <td>48714</td>
      <td>0.046272</td>
      <td>0</td>
      <td>0</td>
      <td>The Big Shave</td>
      <td>NaN</td>
      <td>Martin Scorsese</td>
      <td>6</td>
      <td>Drama</td>
      <td>1/1/68</td>
      <td>12</td>
      <td>6.7</td>
      <td>1968</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>10434</td>
      <td>48784</td>
      <td>0.146906</td>
      <td>200</td>
      <td>0</td>
      <td>Six Men Getting Sick</td>
      <td>NaN</td>
      <td>David Lynch</td>
      <td>4</td>
      <td>Animation</td>
      <td>1/1/67</td>
      <td>16</td>
      <td>5.2</td>
      <td>1967</td>
      <td>1307.352748</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>10550</td>
      <td>13925</td>
      <td>0.306425</td>
      <td>0</td>
      <td>0</td>
      <td>Luxo Jr.</td>
      <td>NaN</td>
      <td>John Lasseter</td>
      <td>2</td>
      <td>Animation|Family</td>
      <td>8/17/86</td>
      <td>81</td>
      <td>7.3</td>
      <td>1986</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <td>10754</td>
      <td>3171</td>
      <td>0.002757</td>
      <td>0</td>
      <td>0</td>
      <td>Bambi Meets Godzilla</td>
      <td>NaN</td>
      <td>Marv Newland</td>
      <td>2</td>
      <td>Animation|Comedy</td>
      <td>1/1/69</td>
      <td>12</td>
      <td>5.6</td>
      <td>1969</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
<p>76 rows × 15 columns</p>
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<p>After assessing printout, zero values were found in budget and revenue columns. I decided to drop the row containing nulls in the <strong>cast</strong> column since the number of rows(23) were small compared to my dataset, and won't affect my analysis significantly.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># dropping rows containing nulls</span>
<span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># checking to see rows containing nulls successfully dropped</span>
<span class="n">df</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
popularity        0
budget            0
revenue           0
original_title    0
cast              0
director          0
runtime           0
genres            0
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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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 10731 entries, 0 to 10865
Data columns (total 15 columns):
id                10731 non-null int64
popularity        10731 non-null float64
budget            10731 non-null int64
revenue           10731 non-null int64
original_title    10731 non-null object
cast              10731 non-null object
director          10731 non-null object
runtime           10731 non-null int64
genres            10731 non-null object
release_date      10731 non-null object
vote_count        10731 non-null int64
vote_average      10731 non-null float64
release_year      10731 non-null int64
budget_adj        10731 non-null float64
revenue_adj       10731 non-null float64
dtypes: float64(4), int64(6), object(5)
memory usage: 1.3+ MB
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<p><a id='eda'></a></p>
<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2><h3 id="Research-Question-1:-Which-movie-title-had-the-highest-budget?">Research Question 1: Which movie title had the highest budget?<a class="anchor-link" href="#Research-Question-1:-Which-movie-title-had-the-highest-budget?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[23]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># explore data</span>
<span class="n">df</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">16</span><span class="p">));</span>
</pre></div>

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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[24]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top10_hb</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s1">&#39;original_title&#39;</span><span class="p">,</span> <span class="s1">&#39;budget&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;budget&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
<span class="n">top10_hb</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[24]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>original_title</th>
      <th>budget</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>2244</td>
      <td>The Warrior's Way</td>
      <td>425000000</td>
    </tr>
    <tr>
      <td>3375</td>
      <td>Pirates of the Caribbean: On Stranger Tides</td>
      <td>380000000</td>
    </tr>
    <tr>
      <td>7387</td>
      <td>Pirates of the Caribbean: At World's End</td>
      <td>300000000</td>
    </tr>
    <tr>
      <td>14</td>
      <td>Avengers: Age of Ultron</td>
      <td>280000000</td>
    </tr>
    <tr>
      <td>6570</td>
      <td>Superman Returns</td>
      <td>270000000</td>
    </tr>
    <tr>
      <td>4411</td>
      <td>John Carter</td>
      <td>260000000</td>
    </tr>
    <tr>
      <td>1929</td>
      <td>Tangled</td>
      <td>260000000</td>
    </tr>
    <tr>
      <td>7394</td>
      <td>Spider-Man 3</td>
      <td>258000000</td>
    </tr>
    <tr>
      <td>5508</td>
      <td>The Lone Ranger</td>
      <td>255000000</td>
    </tr>
    <tr>
      <td>1389</td>
      <td>Harry Potter and the Half-Blood Prince</td>
      <td>250000000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

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<h4 id="Prints-out-the-top-10-movies-based-on-budget-in-descending-order">Prints out the top 10 movies based on budget in descending order<a class="anchor-link" href="#Prints-out-the-top-10-movies-based-on-budget-in-descending-order">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[25]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top10_hb</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;original_title&#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;barh&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Top 10 Movies Ranked by Budget&#39;</span><span class="p">);</span>
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>
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<h4 id="The-Viz-above-is-an-horizontal-bar-chart-showing-the-top-10-movies-by-budget">The Viz above is an horizontal bar chart showing the top 10 movies by budget<a class="anchor-link" href="#The-Viz-above-is-an-horizontal-bar-chart-showing-the-top-10-movies-by-budget">&#182;</a></h4>
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<h2 id="Research-Question-2:-Which-movie-titles-has-the-highest-revenue?">Research Question 2: Which movie titles has the highest revenue?<a class="anchor-link" href="#Research-Question-2:-Which-movie-titles-has-the-highest-revenue?">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[26]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># print out the top 10 movies by revenue generated in DESC order</span>
<span class="n">top10_rev</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s1">&#39;original_title&#39;</span><span class="p">,</span> <span class="s1">&#39;revenue&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;revenue&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
<span class="n">top10_rev</span>
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    <div class="prompt output_prompt">Out[26]:</div>


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    .dataframe tbody tr th:only-of-type {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>original_title</th>
      <th>revenue</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>1386</td>
      <td>Avatar</td>
      <td>2781505847</td>
    </tr>
    <tr>
      <td>3</td>
      <td>Star Wars: The Force Awakens</td>
      <td>2068178225</td>
    </tr>
    <tr>
      <td>5231</td>
      <td>Titanic</td>
      <td>1845034188</td>
    </tr>
    <tr>
      <td>4361</td>
      <td>The Avengers</td>
      <td>1519557910</td>
    </tr>
    <tr>
      <td>0</td>
      <td>Jurassic World</td>
      <td>1513528810</td>
    </tr>
    <tr>
      <td>4</td>
      <td>Furious 7</td>
      <td>1506249360</td>
    </tr>
    <tr>
      <td>14</td>
      <td>Avengers: Age of Ultron</td>
      <td>1405035767</td>
    </tr>
    <tr>
      <td>3374</td>
      <td>Harry Potter and the Deathly Hallows: Part 2</td>
      <td>1327817822</td>
    </tr>
    <tr>
      <td>5422</td>
      <td>Frozen</td>
      <td>1274219009</td>
    </tr>
    <tr>
      <td>5425</td>
      <td>Iron Man 3</td>
      <td>1215439994</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top10_rev</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;original_title&#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;barh&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Top 10 Movies Ranked by Revenue&#39;</span><span class="p">);</span>
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<h3 id="The-Viz-above-represents-the-Top-10-movies-of-time(1960-2015)-based-on-revenue-generated-plotted-in-a-horizontal-bar-chart">The Viz above represents the Top 10 movies of time(1960-2015) based on revenue generated plotted in a horizontal bar chart<a class="anchor-link" href="#The-Viz-above-represents-the-Top-10-movies-of-time(1960-2015)-based-on-revenue-generated-plotted-in-a-horizontal-bar-chart">&#182;</a></h3>
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<h2 id="Research-Question-3:-Which-movies-are-the-most-popular-of-all-time?">Research Question 3: Which movies are the most popular of all time?<a class="anchor-link" href="#Research-Question-3:-Which-movies-are-the-most-popular-of-all-time?">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># prints out list of movies based on popularity ratings in DESC order</span>
<span class="n">df</span><span class="p">[[</span><span class="s1">&#39;original_title&#39;</span><span class="p">,</span> <span class="s1">&#39;popularity&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span> <span class="o">=</span><span class="s1">&#39;popularity&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>original_title</th>
      <th>popularity</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>0</td>
      <td>Jurassic World</td>
      <td>32.985763</td>
    </tr>
    <tr>
      <td>1</td>
      <td>Mad Max: Fury Road</td>
      <td>28.419936</td>
    </tr>
    <tr>
      <td>629</td>
      <td>Interstellar</td>
      <td>24.949134</td>
    </tr>
    <tr>
      <td>630</td>
      <td>Guardians of the Galaxy</td>
      <td>14.311205</td>
    </tr>
    <tr>
      <td>2</td>
      <td>Insurgent</td>
      <td>13.112507</td>
    </tr>
    <tr>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <td>7268</td>
      <td>Born into Brothels</td>
      <td>0.001117</td>
    </tr>
    <tr>
      <td>6961</td>
      <td>Khosla Ka Ghosla!</td>
      <td>0.001115</td>
    </tr>
    <tr>
      <td>6551</td>
      <td>Mon petit doigt m'a dit...</td>
      <td>0.000973</td>
    </tr>
    <tr>
      <td>6080</td>
      <td>G.B.F.</td>
      <td>0.000620</td>
    </tr>
    <tr>
      <td>9977</td>
      <td>The Hospital</td>
      <td>0.000188</td>
    </tr>
  </tbody>
</table>
<p>10731 rows × 2 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Top 10 most popular movies of all time sorted in ascending order</span>
<span class="n">top_10_pm</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s1">&#39;original_title&#39;</span><span class="p">,</span> <span class="s1">&#39;popularity&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;popularity&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
<span class="n">top_10_pm</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>original_title</th>
      <th>popularity</th>
    </tr>
  </thead>
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    <tr>
      <td>633</td>
      <td>The Hunger Games: Mockingjay - Part 1</td>
      <td>10.739009</td>
    </tr>
    <tr>
      <td>3</td>
      <td>Star Wars: The Force Awakens</td>
      <td>11.173104</td>
    </tr>
    <tr>
      <td>632</td>
      <td>John Wick</td>
      <td>11.422751</td>
    </tr>
    <tr>
      <td>1329</td>
      <td>Star Wars</td>
      <td>12.037933</td>
    </tr>
    <tr>
      <td>631</td>
      <td>Captain America: The Winter Soldier</td>
      <td>12.971027</td>
    </tr>
    <tr>
      <td>2</td>
      <td>Insurgent</td>
      <td>13.112507</td>
    </tr>
    <tr>
      <td>630</td>
      <td>Guardians of the Galaxy</td>
      <td>14.311205</td>
    </tr>
    <tr>
      <td>629</td>
      <td>Interstellar</td>
      <td>24.949134</td>
    </tr>
    <tr>
      <td>1</td>
      <td>Mad Max: Fury Road</td>
      <td>28.419936</td>
    </tr>
    <tr>
      <td>0</td>
      <td>Jurassic World</td>
      <td>32.985763</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_10_pm</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;original_title&#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;barh&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Movies by Popularity Ratings&#39;</span><span class="p">);</span>
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<h3 id="The-Viz-above-presents-Jurassic-World-as-the-most-popular-movie-of-all-time">The Viz above presents Jurassic World as the most popular movie of all time<a class="anchor-link" href="#The-Viz-above-presents-Jurassic-World-as-the-most-popular-movie-of-all-time">&#182;</a></h3>
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<h2 id="Research-Question-4:-Is-there-a-Correlation-between-vote_count-and-revenue?">Research Question 4: Is there a Correlation between vote_count and revenue?<a class="anchor-link" href="#Research-Question-4:-Is-there-a-Correlation-between-vote_count-and-revenue?">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;vote_count&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;revenue&#39;</span><span class="p">,</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;scatter&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Correlation between Revenue and vote_count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>
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<h3 id="The-scatterplot-aboove-shows-no-correlation-between-vote-count-and-revenue.-This-implies-that-vote-count-is-not-a-deciding-factor-in-revenue-generated-by-a-movie,-it-cannot-be-used-to-determine-if-a-movie-will-generate-high-revenue-or-not.">The scatterplot aboove shows no correlation between vote count and revenue. This implies that vote count is not a deciding factor in revenue generated by a movie, it cannot be used to determine if a movie will generate high revenue or not.<a class="anchor-link" href="#The-scatterplot-aboove-shows-no-correlation-between-vote-count-and-revenue.-This-implies-that-vote-count-is-not-a-deciding-factor-in-revenue-generated-by-a-movie,-it-cannot-be-used-to-determine-if-a-movie-will-generate-high-revenue-or-not.">&#182;</a></h3>
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<h2 id="Research-Question-5-:-Properties-associated-with-movies-that-generates-high-revenue.">Research Question 5 : Properties associated with movies that generates high revenue.<a class="anchor-link" href="#Research-Question-5-:-Properties-associated-with-movies-that-generates-high-revenue.">&#182;</a></h2>
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<h4 id="I'll-be-analyzing-properies-such-as-:-Popularity-ratings,-Budget.">I'll be analyzing properies such as : Popularity ratings, Budget.<a class="anchor-link" href="#I'll-be-analyzing-properies-such-as-:-Popularity-ratings,-Budget.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># high revenue is revenue above or equal to the average revenue</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#printing average revenue gnerated by movies</span>
<span class="n">avg</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">avg</span>
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<pre>40319887.588016026</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#printing dataframe where revenue &gt;= average revenue</span>
<span class="n">high_rev</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;revenue &gt;=40319887.588016026&#39;</span><span class="p">)</span>
<span class="n">high_rev</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<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>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>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>0</td>
      <td>135397</td>
      <td>32.985763</td>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>Colin Trevorrow</td>
      <td>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>6/9/15</td>
      <td>5562</td>
      <td>6.5</td>
      <td>2015</td>
      <td>1.379999e+08</td>
      <td>1.392446e+09</td>
    </tr>
    <tr>
      <td>1</td>
      <td>76341</td>
      <td>28.419936</td>
      <td>150000000</td>
      <td>378436354</td>
      <td>Mad Max: Fury Road</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>George Miller</td>
      <td>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>5/13/15</td>
      <td>6185</td>
      <td>7.1</td>
      <td>2015</td>
      <td>1.379999e+08</td>
      <td>3.481613e+08</td>
    </tr>
    <tr>
      <td>2</td>
      <td>262500</td>
      <td>13.112507</td>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>Robert Schwentke</td>
      <td>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>3/18/15</td>
      <td>2480</td>
      <td>6.3</td>
      <td>2015</td>
      <td>1.012000e+08</td>
      <td>2.716190e+08</td>
    </tr>
    <tr>
      <td>3</td>
      <td>140607</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>J.J. Abrams</td>
      <td>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>12/15/15</td>
      <td>5292</td>
      <td>7.5</td>
      <td>2015</td>
      <td>1.839999e+08</td>
      <td>1.902723e+09</td>
    </tr>
    <tr>
      <td>4</td>
      <td>168259</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>James Wan</td>
      <td>137</td>
      <td>Action|Crime|Thriller</td>
      <td>4/1/15</td>
      <td>2947</td>
      <td>7.3</td>
      <td>2015</td>
      <td>1.747999e+08</td>
      <td>1.385749e+09</td>
    </tr>
    <tr>
      <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>
      <td>10760</td>
      <td>8469</td>
      <td>1.157930</td>
      <td>2700000</td>
      <td>141000000</td>
      <td>Animal House</td>
      <td>John Belushi|Tim Matheson|John Vernon|Verna Bl...</td>
      <td>John Landis</td>
      <td>109</td>
      <td>Comedy</td>
      <td>7/27/78</td>
      <td>230</td>
      <td>6.7</td>
      <td>1978</td>
      <td>9.025292e+06</td>
      <td>4.713208e+08</td>
    </tr>
    <tr>
      <td>10761</td>
      <td>6081</td>
      <td>1.090065</td>
      <td>0</td>
      <td>49579269</td>
      <td>Revenge of the Pink Panther</td>
      <td>Peter Sellers|Andrew Sachs|Herbert Lom|Burt Kw...</td>
      <td>Blake Edwards</td>
      <td>104</td>
      <td>Action|Comedy|Thriller|Crime|Family</td>
      <td>7/19/78</td>
      <td>56</td>
      <td>6.2</td>
      <td>1978</td>
      <td>0.000000e+00</td>
      <td>1.657287e+08</td>
    </tr>
    <tr>
      <td>10762</td>
      <td>11778</td>
      <td>0.959754</td>
      <td>15000000</td>
      <td>50000000</td>
      <td>The Deer Hunter</td>
      <td>Robert De Niro|John Cazale|John Savage|Christo...</td>
      <td>Michael Cimino</td>
      <td>183</td>
      <td>Drama|War</td>
      <td>12/8/78</td>
      <td>464</td>
      <td>7.4</td>
      <td>1978</td>
      <td>5.014051e+07</td>
      <td>1.671350e+08</td>
    </tr>
    <tr>
      <td>10764</td>
      <td>11455</td>
      <td>0.608679</td>
      <td>0</td>
      <td>41590893</td>
      <td>Up in Smoke</td>
      <td>Cheech Marin|Tommy Chong|Strother Martin|Edie ...</td>
      <td>Lou Adler</td>
      <td>86</td>
      <td>Comedy</td>
      <td>1/1/78</td>
      <td>103</td>
      <td>6.5</td>
      <td>1978</td>
      <td>0.000000e+00</td>
      <td>1.390259e+08</td>
    </tr>
    <tr>
      <td>10819</td>
      <td>16214</td>
      <td>0.044675</td>
      <td>0</td>
      <td>78000000</td>
      <td>Hooper</td>
      <td>Burt Reynolds|Robert Klein|Adam West|Jan-Micha...</td>
      <td>Hal Needham</td>
      <td>107</td>
      <td>Action|Comedy</td>
      <td>7/28/78</td>
      <td>13</td>
      <td>6.0</td>
      <td>1978</td>
      <td>0.000000e+00</td>
      <td>2.607307e+08</td>
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<p>2156 rows × 15 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">low_rev</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;revenue &lt;40319887.588016026&#39;</span><span class="p">)</span>
<span class="n">low_rev</span>
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>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>
    </tr>
  </thead>
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    <tr>
      <td>12</td>
      <td>264660</td>
      <td>6.118847</td>
      <td>15000000</td>
      <td>36869414</td>
      <td>Ex Machina</td>
      <td>Domhnall Gleeson|Alicia Vikander|Oscar Isaac|S...</td>
      <td>Alex Garland</td>
      <td>108</td>
      <td>Drama|Science Fiction</td>
      <td>1/21/15</td>
      <td>2854</td>
      <td>7.6</td>
      <td>2015</td>
      <td>1.379999e+07</td>
      <td>3.391985e+07</td>
    </tr>
    <tr>
      <td>30</td>
      <td>280996</td>
      <td>3.927333</td>
      <td>0</td>
      <td>29355203</td>
      <td>Mr. Holmes</td>
      <td>Ian McKellen|Milo Parker|Laura Linney|Hattie M...</td>
      <td>Bill Condon</td>
      <td>103</td>
      <td>Mystery|Drama</td>
      <td>6/19/15</td>
      <td>425</td>
      <td>6.4</td>
      <td>2015</td>
      <td>0.000000e+00</td>
      <td>2.700677e+07</td>
    </tr>
    <tr>
      <td>35</td>
      <td>264644</td>
      <td>3.557846</td>
      <td>6000000</td>
      <td>35401758</td>
      <td>Room</td>
      <td>Brie Larson|Jacob Tremblay|Joan Allen|Sean Bri...</td>
      <td>Lenny Abrahamson</td>
      <td>117</td>
      <td>Drama|Thriller</td>
      <td>10/16/15</td>
      <td>1520</td>
      <td>8.0</td>
      <td>2015</td>
      <td>5.519998e+06</td>
      <td>3.256960e+07</td>
    </tr>
    <tr>
      <td>36</td>
      <td>339527</td>
      <td>3.358321</td>
      <td>0</td>
      <td>22354572</td>
      <td>Solace</td>
      <td>Abbie Cornish|Jeffrey Dean Morgan|Colin Farrel...</td>
      <td>Afonso Poyart</td>
      <td>101</td>
      <td>Crime|Drama|Mystery</td>
      <td>9/3/15</td>
      <td>474</td>
      <td>6.2</td>
      <td>2015</td>
      <td>0.000000e+00</td>
      <td>2.056620e+07</td>
    </tr>
    <tr>
      <td>42</td>
      <td>321697</td>
      <td>3.079522</td>
      <td>30000000</td>
      <td>34441873</td>
      <td>Steve Jobs</td>
      <td>Michael Fassbender|Kate Winslet|Seth Rogen|Kat...</td>
      <td>Danny Boyle</td>
      <td>122</td>
      <td>History|Drama</td>
      <td>10/9/15</td>
      <td>1035</td>
      <td>6.9</td>
      <td>2015</td>
      <td>2.759999e+07</td>
      <td>3.168651e+07</td>
    </tr>
    <tr>
      <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>
      <td>10861</td>
      <td>21</td>
      <td>0.080598</td>
      <td>0</td>
      <td>0</td>
      <td>The Endless Summer</td>
      <td>Michael Hynson|Robert August|Lord 'Tally Ho' B...</td>
      <td>Bruce Brown</td>
      <td>95</td>
      <td>Documentary</td>
      <td>6/15/66</td>
      <td>11</td>
      <td>7.4</td>
      <td>1966</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>10862</td>
      <td>20379</td>
      <td>0.065543</td>
      <td>0</td>
      <td>0</td>
      <td>Grand Prix</td>
      <td>James Garner|Eva Marie Saint|Yves Montand|Tosh...</td>
      <td>John Frankenheimer</td>
      <td>176</td>
      <td>Action|Adventure|Drama</td>
      <td>12/21/66</td>
      <td>20</td>
      <td>5.7</td>
      <td>1966</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>10863</td>
      <td>39768</td>
      <td>0.065141</td>
      <td>0</td>
      <td>0</td>
      <td>Beregis Avtomobilya</td>
      <td>Innokentiy Smoktunovskiy|Oleg Efremov|Georgi Z...</td>
      <td>Eldar Ryazanov</td>
      <td>94</td>
      <td>Mystery|Comedy</td>
      <td>1/1/66</td>
      <td>11</td>
      <td>6.5</td>
      <td>1966</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>10864</td>
      <td>21449</td>
      <td>0.064317</td>
      <td>0</td>
      <td>0</td>
      <td>What's Up, Tiger Lily?</td>
      <td>Tatsuya Mihashi|Akiko Wakabayashi|Mie Hama|Joh...</td>
      <td>Woody Allen</td>
      <td>80</td>
      <td>Action|Comedy</td>
      <td>11/2/66</td>
      <td>22</td>
      <td>5.4</td>
      <td>1966</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <td>10865</td>
      <td>22293</td>
      <td>0.035919</td>
      <td>19000</td>
      <td>0</td>
      <td>Manos: The Hands of Fate</td>
      <td>Harold P. Warren|Tom Neyman|John Reynolds|Dian...</td>
      <td>Harold P. Warren</td>
      <td>74</td>
      <td>Horror</td>
      <td>11/15/66</td>
      <td>15</td>
      <td>1.5</td>
      <td>1966</td>
      <td>1.276423e+05</td>
      <td>0.000000e+00</td>
    </tr>
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</table>
<p>8575 rows × 15 columns</p>
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<h3 id="Popularity-Ratings?">Popularity Ratings?<a class="anchor-link" href="#Popularity-Ratings?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># getting avg popularity ratings above avg revenue</span>
<span class="n">high_rev</span><span class="p">[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="c1"># df.popularity[high_rev].mean()</span>
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<pre>1.6274469582560296</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># getting avg popularity ratings below avg revenue</span>
<span class="n">low_rev</span><span class="p">[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>0.40751406029154513</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># visualizing results to explain better.</span>
<span class="n">high_rev</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">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;high revenue&#39;</span><span class="p">)</span>
<span class="n">low_rev</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">20</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;low revenue&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Distribution of Popularity Ratings based on Revenue&#39;</span><span class="p">);</span>
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<h3 id="The-Visualization-above-shows-that-movies-with-high-revenue-have-more-popularity-ratings.">The Visualization above shows that movies with high revenue have more popularity ratings.<a class="anchor-link" href="#The-Visualization-above-shows-that-movies-with-high-revenue-have-more-popularity-ratings.">&#182;</a></h3>
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<h3 id="Budget?">Budget?<a class="anchor-link" href="#Budget?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># getting avg budget above avg revenue</span>
<span class="n">high_rev</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>52225932.346938774</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># getting avg budget below avg revenue</span>
<span class="n">low_rev</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>5394614.184489796</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Explaining results gotten better with visuals</span>
<span class="n">high_rev</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;high revenue&#39;</span><span class="p">)</span>
<span class="n">low_rev</span><span class="p">[</span><span class="s1">&#39;budget&#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">20</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;low revenue&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Distribution of Budget based on Revenue&#39;</span><span class="p">);</span>
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<h3 id="The-visualization-shows-that-movies-with-high-revenues-generated-have-high-budgets.">The visualization shows that movies with high revenues generated have high budgets.<a class="anchor-link" href="#The-visualization-shows-that-movies-with-high-revenues-generated-have-high-budgets.">&#182;</a></h3><h3 id="Limitations-to-this-:-Director-of-movie,-Popularity-ratings.-Also,-the-top-5-movies-with-largest-budgets-did-not-produce-largest-revenue(As-seen-in-Question-1-and-2)">Limitations to this : Director of movie, Popularity ratings. Also, the top 5 movies with largest budgets did not produce largest revenue(As seen in Question 1 and 2)<a class="anchor-link" href="#Limitations-to-this-:-Director-of-movie,-Popularity-ratings.-Also,-the-top-5-movies-with-largest-budgets-did-not-produce-largest-revenue(As-seen-in-Question-1-and-2)">&#182;</a></h3>
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<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2><ol>
<li><p>The most popular movies of all time are Jurassic World, Mad Max: Fury Road, Interstellar, Guardians of Galaxy and Insurgent.
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<li><p>The Scatter plot visualization plotted shows that there is no correlation between vote_counts and revenue generated. 
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<li><p>High Popularity ratings is associated with movies that generates high revenue
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<li><p>The budget of a movie that generated low revenue was about 5 million while that of a high revenue movie over 52 million. This clearly shows that budget of a movie is correlated with the revenue of a movie, but there are limitations to this result such as other variables which the revenue is dependent on such as the year the movie was released(release_year) and Director of movie.</p>
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<h3 id="Limitation">Limitation<a class="anchor-link" href="#Limitation">&#182;</a></h3><ol>
<li>Top 5 Movies with highest budget are not top 5 movies with highest revenues.</li>
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<div class="prompt input_prompt">In&nbsp;[42]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">subprocess</span> <span class="k">import</span> <span class="n">call</span>
<span class="n">call</span><span class="p">([</span><span class="s1">&#39;python&#39;</span><span class="p">,</span> <span class="s1">&#39;-m&#39;</span><span class="p">,</span> <span class="s1">&#39;nbconvert&#39;</span><span class="p">,</span> <span class="s1">&#39;Investigate_a_Dataset.ipynb&#39;</span><span class="p">])</span>
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<pre>0</pre>
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