Explore Movie Dataset.html

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}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h2 id="&#25506;&#32034;&#30005;&#24433;&#25968;&#25454;&#38598;">&#25506;&#32034;&#30005;&#24433;&#25968;&#25454;&#38598;<a class="anchor-link" href="#&#25506;&#32034;&#30005;&#24433;&#25968;&#25454;&#38598;">&#182;</a></h2><p>在这个项目中，你将尝试使用所学的知识，使用 <code>NumPy</code>、<code>Pandas</code>、<code>matplotlib</code>、<code>seaborn</code> 库中的函数，来对电影数据集进行探索。</p>
<p>下载数据集：
<a href="https://s3.cn-north-1.amazonaws.com.cn/static-documents/nd101/explore+dataset/tmdb-movies.csv">TMDb电影数据</a></p>

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<p>数据集各列名称的含义：</p>
<table>
<thead><tr><th>列名称</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>keywords</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>含义</td><td>编号</td><td>IMDB 编号</td><td>知名度</td><td>预算</td><td>票房</td><td>名称</td><td>主演</td><td>网站</td><td>导演</td><td>宣传词</td><td>关键词</td><td>简介</td><td>时常</td><td>类别</td><td>发行公司</td><td>发行日期</td><td>投票总数</td><td>投票均值</td><td>发行年份</td><td>预算（调整后）</td><td>票房（调整后）</td></tr>
</tbody></table>
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<p><strong>请注意，你需要提交该报告导出的 <code>.html</code>、<code>.ipynb</code> 以及 <code>.py</code> 文件。</strong></p>

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<h2 id="&#31532;&#19968;&#33410;-&#25968;&#25454;&#30340;&#23548;&#20837;&#19982;&#22788;&#29702;">&#31532;&#19968;&#33410; &#25968;&#25454;&#30340;&#23548;&#20837;&#19982;&#22788;&#29702;<a class="anchor-link" href="#&#31532;&#19968;&#33410;-&#25968;&#25454;&#30340;&#23548;&#20837;&#19982;&#22788;&#29702;">&#182;</a></h2><p>在这一部分，你需要编写代码，使用 Pandas 读取数据，并进行预处理。</p>

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<p><strong>任务1.1：</strong> 导入库以及数据</p>
<ol>
<li>载入需要的库 <code>NumPy</code>、<code>Pandas</code>、<code>matplotlib</code>、<code>seaborn</code>。</li>
<li>利用 <code>Pandas</code> 库，读取 <code>tmdb-movies.csv</code> 中的数据，保存为 <code>movie_data</code>。</li>
</ol>
<p>提示：记得使用 notebook 中的魔法指令 <code>%matplotlib inline</code>，否则会导致你接下来无法打印出图像。</p>

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<div class="prompt input_prompt">In&nbsp;[198]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 1.import packages into Python</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">sb</span>

<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="c1"># 2.read data</span>
<span class="n">movie_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;./tmdb-movies.csv&#39;</span><span class="p">)</span>
<span class="n">movie_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<div class="prompt output_prompt">Out[198]:</div>


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      <th>release_date</th>
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      <td>http://www.jurassicworld.com/</td>
      <td>Colin Trevorrow</td>
      <td>The park is open.</td>
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      <td>What a Lovely Day.</td>
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      <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>
      <th>2</th>
      <td>262500</td>
      <td>tt2908446</td>
      <td>13.112507</td>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>http://www.thedivergentseries.movie/#insurgent</td>
      <td>Robert Schwentke</td>
      <td>One Choice Can Destroy You</td>
      <td>...</td>
      <td>Beatrice Prior must confront her inner demons ...</td>
      <td>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>
      <td>3/18/15</td>
      <td>2480</td>
      <td>6.3</td>
      <td>2015</td>
      <td>1.012000e+08</td>
      <td>2.716190e+08</td>
    </tr>
    <tr>
      <th>3</th>
      <td>140607</td>
      <td>tt2488496</td>
      <td>11.173104</td>
      <td>200000000</td>
      <td>2068178225</td>
      <td>Star Wars: The Force Awakens</td>
      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>
      <td>http://www.starwars.com/films/star-wars-episod...</td>
      <td>J.J. Abrams</td>
      <td>Every generation has a story.</td>
      <td>...</td>
      <td>Thirty years after defeating the Galactic Empi...</td>
      <td>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>
      <td>12/15/15</td>
      <td>5292</td>
      <td>7.5</td>
      <td>2015</td>
      <td>1.839999e+08</td>
      <td>1.902723e+09</td>
    </tr>
    <tr>
      <th>4</th>
      <td>168259</td>
      <td>tt2820852</td>
      <td>9.335014</td>
      <td>190000000</td>
      <td>1506249360</td>
      <td>Furious 7</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>http://www.furious7.com/</td>
      <td>James Wan</td>
      <td>Vengeance Hits Home</td>
      <td>...</td>
      <td>Deckard Shaw seeks revenge against Dominic Tor...</td>
      <td>137</td>
      <td>Action|Crime|Thriller</td>
      <td>Universal Pictures|Original Film|Media Rights ...</td>
      <td>4/1/15</td>
      <td>2947</td>
      <td>7.3</td>
      <td>2015</td>
      <td>1.747999e+08</td>
      <td>1.385749e+09</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 21 columns</p>
</div>
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<p><strong>任务1.2: </strong> 了解数据</p>
<p>你会接触到各种各样的数据表，因此在读取之后，我们有必要通过一些简单的方法，来了解我们数据表是什么样子的。</p>
<ol>
<li>获取数据表的行列，并打印。</li>
<li>使用 <code>.head()</code>、<code>.tail()</code>、<code>.sample()</code> 方法，观察、了解数据表的情况。</li>
<li>使用 <code>.dtypes</code> 属性，来查看各列数据的数据类型。</li>
<li>使用 <code>isnull()</code> 配合 <code>.any()</code> 等方法，来查看各列是否存在空值。</li>
<li>使用 <code>.describe()</code> 方法，看看数据表中数值型的数据是怎么分布的。</li>
</ol>

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<div class="prompt input_prompt">In&nbsp;[199]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 1</span>
<span class="nb">print</span><span class="p">(</span><span class="n">movie_data</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="n">movie_data</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
</pre></div>

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<pre>[&#39;id&#39;, &#39;imdb_id&#39;, &#39;popularity&#39;, &#39;budget&#39;, &#39;revenue&#39;, &#39;original_title&#39;, &#39;cast&#39;, &#39;homepage&#39;, &#39;director&#39;, &#39;tagline&#39;, &#39;keywords&#39;, &#39;overview&#39;, &#39;runtime&#39;, &#39;genres&#39;, &#39;production_companies&#39;, &#39;release_date&#39;, &#39;vote_count&#39;, &#39;vote_average&#39;, &#39;release_year&#39;, &#39;budget_adj&#39;, &#39;revenue_adj&#39;]
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 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1848, 1849, 1850, 1851, 1852, 1853, 1854, 1855, 1856, 1857, 1858, 1859, 1860, 1861, 1862, 1863, 1864, 1865, 1866, 1867, 1868, 1869, 1870, 1871, 1872, 1873, 1874, 1875, 1876, 1877, 1878, 1879, 1880, 1881, 1882, 1883, 1884, 1885, 1886, 1887, 1888, 1889, 1890, 1891, 1892, 1893, 1894, 1895, 1896, 1897, 1898, 1899, 1900, 1901, 1902, 1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911, 1912, 1913, 1914, 1915, 1916, 1917, 1918, 1919, 1920, 1921, 1922, 1923, 1924, 1925, 1926, 1927, 1928, 1929, 1930, 1931, 1932, 1933, 1934, 1935, 1936, 1937, 1938, 1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946, 1947, 1948, 1949, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, 2026, 2027, 2028, 2029, 2030, 2031, 2032, 2033, 2034, 2035, 2036, 2037, 2038, 2039, 2040, 2041, 2042, 2043, 2044, 2045, 2046, 2047, 2048, 2049, 2050, 2051, 2052, 2053, 2054, 2055, 2056, 2057, 2058, 2059, 2060, 2061, 2062, 2063, 2064, 2065, 2066, 2067, 2068, 2069, 2070, 2071, 2072, 2073, 2074, 2075, 2076, 2077, 2078, 2079, 2080, 2081, 2082, 2083, 2084, 2085, 2086, 2087, 2088, 2089, 2090, 2091, 2092, 2093, 2094, 2095, 2096, 2097, 2098, 2099, 2100, 2101, 2102, 2103, 2104, 2105, 2106, 2107, 2108, 2109, 2110, 2111, 2112, 2113, 2114, 2115, 2116, 2117, 2118, 2119, 2120, 2121, 2122, 2123, 2124, 2125, 2126, 2127, 2128, 2129, 2130, 2131, 2132, 2133, 2134, 2135, 2136, 2137, 2138, 2139, 2140, 2141, 2142, 2143, 2144, 2145, 2146, 2147, 2148, 2149, 2150, 2151, 2152, 2153, 2154, 2155, 2156, 2157, 2158, 2159, 2160, 2161, 2162, 2163, 2164, 2165, 2166, 2167, 2168, 2169, 2170, 2171, 2172, 2173, 2174, 2175, 2176, 2177, 2178, 2179, 2180, 2181, 2182, 2183, 2184, 2185, 2186, 2187, 2188, 2189, 2190, 2191, 2192, 2193, 2194, 2195, 2196, 2197, 2198, 2199, 2200, 2201, 2202, 2203, 2204, 2205, 2206, 2207, 2208, 2209, 2210, 2211, 2212, 2213, 2214, 2215, 2216, 2217, 2218, 2219, 2220, 2221, 2222, 2223, 2224, 2225, 2226, 2227, 2228, 2229, 2230, 2231, 2232, 2233, 2234, 2235, 2236, 2237, 2238, 2239, 2240, 2241, 2242, 2243, 2244, 2245, 2246, 2247, 2248, 2249, 2250, 2251, 2252, 2253, 2254, 2255, 2256, 2257, 2258, 2259, 2260, 2261, 2262, 2263, 2264, 2265, 2266, 2267, 2268, 2269, 2270, 2271, 2272, 2273, 2274, 2275, 2276, 2277, 2278, 2279, 2280, 2281, 2282, 2283, 2284, 2285, 2286, 2287, 2288, 2289, 2290, 2291, 2292, 2293, 2294, 2295, 2296, 2297, 2298, 2299, 2300, 2301, 2302, 2303, 2304, 2305, 2306, 2307, 2308, 2309, 2310, 2311, 2312, 2313, 2314, 2315, 2316, 2317, 2318, 2319, 2320, 2321, 2322, 2323, 2324, 2325, 2326, 2327, 2328, 2329, 2330, 2331, 2332, 2333, 2334, 2335, 2336, 2337, 2338, 2339, 2340, 2341, 2342, 2343, 2344, 2345, 2346, 2347, 2348, 2349, 2350, 2351, 2352, 2353, 2354, 2355, 2356, 2357, 2358, 2359, 2360, 2361, 2362, 2363, 2364, 2365, 2366, 2367, 2368, 2369, 2370, 2371, 2372, 2373, 2374, 2375, 2376, 2377, 2378, 2379, 2380, 2381, 2382, 2383, 2384, 2385, 2386, 2387, 2388, 2389, 2390, 2391, 2392, 2393, 2394, 2395, 2396, 2397, 2398, 2399, 2400, 2401, 2402, 2403, 2404, 2405, 2406, 2407, 2408, 2409, 2410, 2411, 2412, 2413, 2414, 2415, 2416, 2417, 2418, 2419, 2420, 2421, 2422, 2423, 2424, 2425, 2426, 2427, 2428, 2429, 2430, 2431, 2432, 2433, 2434, 2435, 2436, 2437, 2438, 2439, 2440, 2441, 2442, 2443, 2444, 2445, 2446, 2447, 2448, 2449, 2450, 2451, 2452, 2453, 2454, 2455, 2456, 2457, 2458, 2459, 2460, 2461, 2462, 2463, 2464, 2465, 2466, 2467, 2468, 2469, 2470, 2471, 2472, 2473, 2474, 2475, 2476, 2477, 2478, 2479, 2480, 2481, 2482, 2483, 2484, 2485, 2486, 2487, 2488, 2489, 2490, 2491, 2492, 2493, 2494, 2495, 2496, 2497, 2498, 2499, 2500, 2501, 2502, 2503, 2504, 2505, 2506, 2507, 2508, 2509, 2510, 2511, 2512, 2513, 2514, 2515, 2516, 2517, 2518, 2519, 2520, 2521, 2522, 2523, 2524, 2525, 2526, 2527, 2528, 2529, 2530, 2531, 2532, 2533, 2534, 2535, 2536, 2537, 2538, 2539, 2540, 2541, 2542, 2543, 2544, 2545, 2546, 2547, 2548, 2549, 2550, 2551, 2552, 2553, 2554, 2555, 2556, 2557, 2558, 2559, 2560, 2561, 2562, 2563, 2564, 2565, 2566, 2567, 2568, 2569, 2570, 2571, 2572, 2573, 2574, 2575, 2576, 2577, 2578, 2579, 2580, 2581, 2582, 2583, 2584, 2585, 2586, 2587, 2588, 2589, 2590, 2591, 2592, 2593, 2594, 2595, 2596, 2597, 2598, 2599, 2600, 2601, 2602, 2603, 2604, 2605, 2606, 2607, 2608, 2609, 2610, 2611, 2612, 2613, 2614, 2615, 2616, 2617, 2618, 2619, 2620, 2621, 2622, 2623, 2624, 2625, 2626, 2627, 2628, 2629, 2630, 2631, 2632, 2633, 2634, 2635, 2636, 2637, 2638, 2639, 2640, 2641, 2642, 2643, 2644, 2645, 2646, 2647, 2648, 2649, 2650, 2651, 2652, 2653, 2654, 2655, 2656, 2657, 2658, 2659, 2660, 2661, 2662, 2663, 2664, 2665, 2666, 2667, 2668, 2669, 2670, 2671, 2672, 2673, 2674, 2675, 2676, 2677, 2678, 2679, 2680, 2681, 2682, 2683, 2684, 2685, 2686, 2687, 2688, 2689, 2690, 2691, 2692, 2693, 2694, 2695, 2696, 2697, 2698, 2699, 2700, 2701, 2702, 2703, 2704, 2705, 2706, 2707, 2708, 2709, 2710, 2711, 2712, 2713, 2714, 2715, 2716, 2717, 2718, 2719, 2720, 2721, 2722, 2723, 2724, 2725, 2726, 2727, 2728, 2729, 2730, 2731, 2732, 2733, 2734, 2735, 2736, 2737, 2738, 2739, 2740, 2741, 2742, 2743, 2744, 2745, 2746, 2747, 2748, 2749, 2750, 2751, 2752, 2753, 2754, 2755, 2756, 2757, 2758, 2759, 2760, 2761, 2762, 2763, 2764, 2765, 2766, 2767, 2768, 2769, 2770, 2771, 2772, 2773, 2774, 2775, 2776, 2777, 2778, 2779, 2780, 2781, 2782, 2783, 2784, 2785, 2786, 2787, 2788, 2789, 2790, 2791, 2792, 2793, 2794, 2795, 2796, 2797, 2798, 2799, 2800, 2801, 2802, 2803, 2804, 2805, 2806, 2807, 2808, 2809, 2810, 2811, 2812, 2813, 2814, 2815, 2816, 2817, 2818, 2819, 2820, 2821, 2822, 2823, 2824, 2825, 2826, 2827, 2828, 2829, 2830, 2831, 2832, 2833, 2834, 2835, 2836, 2837, 2838, 2839, 2840, 2841, 2842, 2843, 2844, 2845, 2846, 2847, 2848, 2849, 2850, 2851, 2852, 2853, 2854, 2855, 2856, 2857, 2858, 2859, 2860, 2861, 2862, 2863, 2864, 2865, 2866, 2867, 2868, 2869, 2870, 2871, 2872, 2873, 2874, 2875, 2876, 2877, 2878, 2879, 2880, 2881, 2882, 2883, 2884, 2885, 2886, 2887, 2888, 2889, 2890, 2891, 2892, 2893, 2894, 2895, 2896, 2897, 2898, 2899, 2900, 2901, 2902, 2903, 2904, 2905, 2906, 2907, 2908, 2909, 2910, 2911, 2912, 2913, 2914, 2915, 2916, 2917, 2918, 2919, 2920, 2921, 2922, 2923, 2924, 2925, 2926, 2927, 2928, 2929, 2930, 2931, 2932, 2933, 2934, 2935, 2936, 2937, 2938, 2939, 2940, 2941, 2942, 2943, 2944, 2945, 2946, 2947, 2948, 2949, 2950, 2951, 2952, 2953, 2954, 2955, 2956, 2957, 2958, 2959, 2960, 2961, 2962, 2963, 2964, 2965, 2966, 2967, 2968, 2969, 2970, 2971, 2972, 2973, 2974, 2975, 2976, 2977, 2978, 2979, 2980, 2981, 2982, 2983, 2984, 2985, 2986, 2987, 2988, 2989, 2990, 2991, 2992, 2993, 2994, 2995, 2996, 2997, 2998, 2999, 3000, 3001, 3002, 3003, 3004, 3005, 3006, 3007, 3008, 3009, 3010, 3011, 3012, 3013, 3014, 3015, 3016, 3017, 3018, 3019, 3020, 3021, 3022, 3023, 3024, 3025, 3026, 3027, 3028, 3029, 3030, 3031, 3032, 3033, 3034, 3035, 3036, 3037, 3038, 3039, 3040, 3041, 3042, 3043, 3044, 3045, 3046, 3047, 3048, 3049, 3050, 3051, 3052, 3053, 3054, 3055, 3056, 3057, 3058, 3059, 3060, 3061, 3062, 3063, 3064, 3065, 3066, 3067, 3068, 3069, 3070, 3071, 3072, 3073, 3074, 3075, 3076, 3077, 3078, 3079, 3080, 3081, 3082, 3083, 3084, 3085, 3086, 3087, 3088, 3089, 3090, 3091, 3092, 3093, 3094, 3095, 3096, 3097, 3098, 3099, 3100, 3101, 3102, 3103, 3104, 3105, 3106, 3107, 3108, 3109, 3110, 3111, 3112, 3113, 3114, 3115, 3116, 3117, 3118, 3119, 3120, 3121, 3122, 3123, 3124, 3125, 3126, 3127, 3128, 3129, 3130, 3131, 3132, 3133, 3134, 3135, 3136, 3137, 3138, 3139, 3140, 3141, 3142, 3143, 3144, 3145, 3146, 3147, 3148, 3149, 3150, 3151, 3152, 3153, 3154, 3155, 3156, 3157, 3158, 3159, 3160, 3161, 3162, 3163, 3164, 3165, 3166, 3167, 3168, 3169, 3170, 3171, 3172, 3173, 3174, 3175, 3176, 3177, 3178, 3179, 3180, 3181, 3182, 3183, 3184, 3185, 3186, 3187, 3188, 3189, 3190, 3191, 3192, 3193, 3194, 3195, 3196, 3197, 3198, 3199, 3200, 3201, 3202, 3203, 3204, 3205, 3206, 3207, 3208, 3209, 3210, 3211, 3212, 3213, 3214, 3215, 3216, 3217, 3218, 3219, 3220, 3221, 3222, 3223, 3224, 3225, 3226, 3227, 3228, 3229, 3230, 3231, 3232, 3233, 3234, 3235, 3236, 3237, 3238, 3239, 3240, 3241, 3242, 3243, 3244, 3245, 3246, 3247, 3248, 3249, 3250, 3251, 3252, 3253, 3254, 3255, 3256, 3257, 3258, 3259, 3260, 3261, 3262, 3263, 3264, 3265, 3266, 3267, 3268, 3269, 3270, 3271, 3272, 3273, 3274, 3275, 3276, 3277, 3278, 3279, 3280, 3281, 3282, 3283, 3284, 3285, 3286, 3287, 3288, 3289, 3290, 3291, 3292, 3293, 3294, 3295, 3296, 3297, 3298, 3299, 3300, 3301, 3302, 3303, 3304, 3305, 3306, 3307, 3308, 3309, 3310, 3311, 3312, 3313, 3314, 3315, 3316, 3317, 3318, 3319, 3320, 3321, 3322, 3323, 3324, 3325, 3326, 3327, 3328, 3329, 3330, 3331, 3332, 3333, 3334, 3335, 3336, 3337, 3338, 3339, 3340, 3341, 3342, 3343, 3344, 3345, 3346, 3347, 3348, 3349, 3350, 3351, 3352, 3353, 3354, 3355, 3356, 3357, 3358, 3359, 3360, 3361, 3362, 3363, 3364, 3365, 3366, 3367, 3368, 3369, 3370, 3371, 3372, 3373, 3374, 3375, 3376, 3377, 3378, 3379, 3380, 3381, 3382, 3383, 3384, 3385, 3386, 3387, 3388, 3389, 3390, 3391, 3392, 3393, 3394, 3395, 3396, 3397, 3398, 3399, 3400, 3401, 3402, 3403, 3404, 3405, 3406, 3407, 3408, 3409, 3410, 3411, 3412, 3413, 3414, 3415, 3416, 3417, 3418, 3419, 3420, 3421, 3422, 3423, 3424, 3425, 3426, 3427, 3428, 3429, 3430, 3431, 3432, 3433, 3434, 3435, 3436, 3437, 3438, 3439, 3440, 3441, 3442, 3443, 3444, 3445, 3446, 3447, 3448, 3449, 3450, 3451, 3452, 3453, 3454, 3455, 3456, 3457, 3458, 3459, 3460, 3461, 3462, 3463, 3464, 3465, 3466, 3467, 3468, 3469, 3470, 3471, 3472, 3473, 3474, 3475, 3476, 3477, 3478, 3479, 3480, 3481, 3482, 3483, 3484, 3485, 3486, 3487, 3488, 3489, 3490, 3491, 3492, 3493, 3494, 3495, 3496, 3497, 3498, 3499, 3500, 3501, 3502, 3503, 3504, 3505, 3506, 3507, 3508, 3509, 3510, 3511, 3512, 3513, 3514, 3515, 3516, 3517, 3518, 3519, 3520, 3521, 3522, 3523, 3524, 3525, 3526, 3527, 3528, 3529, 3530, 3531, 3532, 3533, 3534, 3535, 3536, 3537, 3538, 3539, 3540, 3541, 3542, 3543, 3544, 3545, 3546, 3547, 3548, 3549, 3550, 3551, 3552, 3553, 3554, 3555, 3556, 3557, 3558, 3559, 3560, 3561, 3562, 3563, 3564, 3565, 3566, 3567, 3568, 3569, 3570, 3571, 3572, 3573, 3574, 3575, 3576, 3577, 3578, 3579, 3580, 3581, 3582, 3583, 3584, 3585, 3586, 3587, 3588, 3589, 3590, 3591, 3592, 3593, 3594, 3595, 3596, 3597, 3598, 3599, 3600, 3601, 3602, 3603, 3604, 3605, 3606, 3607, 3608, 3609, 3610, 3611, 3612, 3613, 3614, 3615, 3616, 3617, 3618, 3619, 3620, 3621, 3622, 3623, 3624, 3625, 3626, 3627, 3628, 3629, 3630, 3631, 3632, 3633, 3634, 3635, 3636, 3637, 3638, 3639, 3640, 3641, 3642, 3643, 3644, 3645, 3646, 3647, 3648, 3649, 3650, 3651, 3652, 3653, 3654, 3655, 3656, 3657, 3658, 3659, 3660, 3661, 3662, 3663, 3664, 3665, 3666, 3667, 3668, 3669, 3670, 3671, 3672, 3673, 3674, 3675, 3676, 3677, 3678, 3679, 3680, 3681, 3682, 3683, 3684, 3685, 3686, 3687, 3688, 3689, 3690, 3691, 3692, 3693, 3694, 3695, 3696, 3697, 3698, 3699, 3700, 3701, 3702, 3703, 3704, 3705, 3706, 3707, 3708, 3709, 3710, 3711, 3712, 3713, 3714, 3715, 3716, 3717, 3718, 3719, 3720, 3721, 3722, 3723, 3724, 3725, 3726, 3727, 3728, 3729, 3730, 3731, 3732, 3733, 3734, 3735, 3736, 3737, 3738, 3739, 3740, 3741, 3742, 3743, 3744, 3745, 3746, 3747, 3748, 3749, 3750, 3751, 3752, 3753, 3754, 3755, 3756, 3757, 3758, 3759, 3760, 3761, 3762, 3763, 3764, 3765, 3766, 3767, 3768, 3769, 3770, 3771, 3772, 3773, 3774, 3775, 3776, 3777, 3778, 3779, 3780, 3781, 3782, 3783, 3784, 3785, 3786, 3787, 3788, 3789, 3790, 3791, 3792, 3793, 3794, 3795, 3796, 3797, 3798, 3799, 3800, 3801, 3802, 3803, 3804, 3805, 3806, 3807, 3808, 3809, 3810, 3811, 3812, 3813, 3814, 3815, 3816, 3817, 3818, 3819, 3820, 3821, 3822, 3823, 3824, 3825, 3826, 3827, 3828, 3829, 3830, 3831, 3832, 3833, 3834, 3835, 3836, 3837, 3838, 3839, 3840, 3841, 3842, 3843, 3844, 3845, 3846, 3847, 3848, 3849, 3850, 3851, 3852, 3853, 3854, 3855, 3856, 3857, 3858, 3859, 3860, 3861, 3862, 3863, 3864, 3865, 3866, 3867, 3868, 3869, 3870, 3871, 3872, 3873, 3874, 3875, 3876, 3877, 3878, 3879, 3880, 3881, 3882, 3883, 3884, 3885, 3886, 3887, 3888, 3889, 3890, 3891, 3892, 3893, 3894, 3895, 3896, 3897, 3898, 3899, 3900, 3901, 3902, 3903, 3904, 3905, 3906, 3907, 3908, 3909, 3910, 3911, 3912, 3913, 3914, 3915, 3916, 3917, 3918, 3919, 3920, 3921, 3922, 3923, 3924, 3925, 3926, 3927, 3928, 3929, 3930, 3931, 3932, 3933, 3934, 3935, 3936, 3937, 3938, 3939, 3940, 3941, 3942, 3943, 3944, 3945, 3946, 3947, 3948, 3949, 3950, 3951, 3952, 3953, 3954, 3955, 3956, 3957, 3958, 3959, 3960, 3961, 3962, 3963, 3964, 3965, 3966, 3967, 3968, 3969, 3970, 3971, 3972, 3973, 3974, 3975, 3976, 3977, 3978, 3979, 3980, 3981, 3982, 3983, 3984, 3985, 3986, 3987, 3988, 3989, 3990, 3991, 3992, 3993, 3994, 3995, 3996, 3997, 3998, 3999, 4000, 4001, 4002, 4003, 4004, 4005, 4006, 4007, 4008, 4009, 4010, 4011, 4012, 4013, 4014, 4015, 4016, 4017, 4018, 4019, 4020, 4021, 4022, 4023, 4024, 4025, 4026, 4027, 4028, 4029, 4030, 4031, 4032, 4033, 4034, 4035, 4036, 4037, 4038, 4039, 4040, 4041, 4042, 4043, 4044, 4045, 4046, 4047, 4048, 4049, 4050, 4051, 4052, 4053, 4054, 4055, 4056, 4057, 4058, 4059, 4060, 4061, 4062, 4063, 4064, 4065, 4066, 4067, 4068, 4069, 4070, 4071, 4072, 4073, 4074, 4075, 4076, 4077, 4078, 4079, 4080, 4081, 4082, 4083, 4084, 4085, 4086, 4087, 4088, 4089, 4090, 4091, 4092, 4093, 4094, 4095, 4096, 4097, 4098, 4099, 4100, 4101, 4102, 4103, 4104, 4105, 4106, 4107, 4108, 4109, 4110, 4111, 4112, 4113, 4114, 4115, 4116, 4117, 4118, 4119, 4120, 4121, 4122, 4123, 4124, 4125, 4126, 4127, 4128, 4129, 4130, 4131, 4132, 4133, 4134, 4135, 4136, 4137, 4138, 4139, 4140, 4141, 4142, 4143, 4144, 4145, 4146, 4147, 4148, 4149, 4150, 4151, 4152, 4153, 4154, 4155, 4156, 4157, 4158, 4159, 4160, 4161, 4162, 4163, 4164, 4165, 4166, 4167, 4168, 4169, 4170, 4171, 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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 2.1</span>
<span class="n">movie_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>imdb_id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>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>
      <th>0</th>
      <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>
      <th>1</th>
      <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>
      <th>2</th>
      <td>262500</td>
      <td>tt2908446</td>
      <td>13.112507</td>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>http://www.thedivergentseries.movie/#insurgent</td>
      <td>Robert Schwentke</td>
      <td>One Choice Can Destroy You</td>
      <td>...</td>
      <td>Beatrice Prior must confront her inner demons ...</td>
      <td>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>
      <td>3/18/15</td>
      <td>2480</td>
      <td>6.3</td>
      <td>2015</td>
      <td>1.012000e+08</td>
      <td>2.716190e+08</td>
    </tr>
    <tr>
      <th>3</th>
      <td>140607</td>
      <td>tt2488496</td>
      <td>11.173104</td>
      <td>200000000</td>
      <td>2068178225</td>
      <td>Star Wars: The Force Awakens</td>
      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>
      <td>http://www.starwars.com/films/star-wars-episod...</td>
      <td>J.J. Abrams</td>
      <td>Every generation has a story.</td>
      <td>...</td>
      <td>Thirty years after defeating the Galactic Empi...</td>
      <td>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>
      <td>12/15/15</td>
      <td>5292</td>
      <td>7.5</td>
      <td>2015</td>
      <td>1.839999e+08</td>
      <td>1.902723e+09</td>
    </tr>
    <tr>
      <th>4</th>
      <td>168259</td>
      <td>tt2820852</td>
      <td>9.335014</td>
      <td>190000000</td>
      <td>1506249360</td>
      <td>Furious 7</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>http://www.furious7.com/</td>
      <td>James Wan</td>
      <td>Vengeance Hits Home</td>
      <td>...</td>
      <td>Deckard Shaw seeks revenge against Dominic Tor...</td>
      <td>137</td>
      <td>Action|Crime|Thriller</td>
      <td>Universal Pictures|Original Film|Media Rights ...</td>
      <td>4/1/15</td>
      <td>2947</td>
      <td>7.3</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"># 2.2</span>
<span class="n">movie_data</span><span class="o">.</span><span class="n">tail</span><span class="p">()</span>
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        vertical-align: middle;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>imdb_id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>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>
      <th>10861</th>
      <td>21</td>
      <td>tt0060371</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>NaN</td>
      <td>Bruce Brown</td>
      <td>NaN</td>
      <td>...</td>
      <td>The Endless Summer, by Bruce Brown, is one of ...</td>
      <td>95</td>
      <td>Documentary</td>
      <td>Bruce Brown Films</td>
      <td>6/15/66</td>
      <td>11</td>
      <td>7.4</td>
      <td>1966</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>10862</th>
      <td>20379</td>
      <td>tt0060472</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>NaN</td>
      <td>John Frankenheimer</td>
      <td>Cinerama sweeps YOU into a drama of speed and ...</td>
      <td>...</td>
      <td>Grand Prix driver Pete Aron is fired by his te...</td>
      <td>176</td>
      <td>Action|Adventure|Drama</td>
      <td>Cherokee Productions|Joel Productions|Douglas ...</td>
      <td>12/21/66</td>
      <td>20</td>
      <td>5.7</td>
      <td>1966</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>10863</th>
      <td>39768</td>
      <td>tt0060161</td>
      <td>0.065141</td>
      <td>0</td>
      <td>0</td>
      <td>Beregis Avtomobilya</td>
      <td>Innokentiy Smoktunovskiy|Oleg Efremov|Georgi Z...</td>
      <td>NaN</td>
      <td>Eldar Ryazanov</td>
      <td>NaN</td>
      <td>...</td>
      <td>An insurance agent who moonlights as a carthie...</td>
      <td>94</td>
      <td>Mystery|Comedy</td>
      <td>Mosfilm</td>
      <td>1/1/66</td>
      <td>11</td>
      <td>6.5</td>
      <td>1966</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>10864</th>
      <td>21449</td>
      <td>tt0061177</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>NaN</td>
      <td>Woody Allen</td>
      <td>WOODY ALLEN STRIKES BACK!</td>
      <td>...</td>
      <td>In comic Woody Allen's film debut, he took the...</td>
      <td>80</td>
      <td>Action|Comedy</td>
      <td>Benedict Pictures Corp.</td>
      <td>11/2/66</td>
      <td>22</td>
      <td>5.4</td>
      <td>1966</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>10865</th>
      <td>22293</td>
      <td>tt0060666</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>NaN</td>
      <td>Harold P. Warren</td>
      <td>It's Shocking! It's Beyond Your Imagination!</td>
      <td>...</td>
      <td>A family gets lost on the road and stumbles up...</td>
      <td>74</td>
      <td>Horror</td>
      <td>Norm-Iris</td>
      <td>11/15/66</td>
      <td>15</td>
      <td>1.5</td>
      <td>1966</td>
      <td>127642.279154</td>
      <td>0.0</td>
    </tr>
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<p>5 rows × 21 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 2.3</span>
<span class="n">movie_data</span><span class="o">.</span><span class="n">sample</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>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>
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    <tr>
      <th>6274</th>
      <td>5289</td>
      <td>tt0402910</td>
      <td>0.79295</td>
      <td>12000000</td>
      <td>10289</td>
      <td>Chaos</td>
      <td>Jason Statham|Ryan Phillippe|Wesley Snipes|Hen...</td>
      <td>NaN</td>
      <td>Tony Giglio</td>
      <td>When the system breaks down... someone is abou...</td>
      <td>...</td>
      <td>Two cops, a rookie and a grizzled vet, pursue ...</td>
      <td>106</td>
      <td>Drama|Action|Crime</td>
      <td>Current Entertainment|Epsilon Motion Pictures|...</td>
      <td>1/17/05</td>
      <td>162</td>
      <td>6.3</td>
      <td>2005</td>
      <td>1.339876e+07</td>
      <td>11488.319687</td>
    </tr>
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</table>
<p>1 rows × 21 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 3</span>
<span class="n">movie_columns_list</span> <span class="o">=</span> <span class="n">movie_data</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="nb">type</span><span class="p">(</span><span class="n">movie_columns_list</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">movie_columns_list</span><span class="p">)):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">movie_data</span><span class="p">[[</span><span class="n">movie_columns_list</span><span class="p">[</span><span class="n">i</span><span class="p">]]]</span><span class="o">.</span><span class="n">dtypes</span><span class="p">)</span>
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<pre>id    int64
dtype: object
imdb_id    object
dtype: object
popularity    float64
dtype: object
budget    int64
dtype: object
revenue    int64
dtype: object
original_title    object
dtype: object
cast    object
dtype: object
homepage    object
dtype: object
director    object
dtype: object
tagline    object
dtype: object
keywords    object
dtype: object
overview    object
dtype: object
runtime    int64
dtype: object
genres    object
dtype: object
production_companies    object
dtype: object
release_date    object
dtype: object
vote_count    int64
dtype: object
vote_average    float64
dtype: object
release_year    int64
dtype: object
budget_adj    float64
dtype: object
revenue_adj    float64
dtype: object
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 4</span>
<span class="n">movie_data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>id                         0
imdb_id                   10
popularity                 0
budget                     0
revenue                    0
original_title             0
cast                      76
homepage                7930
director                  44
tagline                 2824
keywords                1493
overview                   4
runtime                    0
genres                    23
production_companies    1030
release_date               0
vote_count                 0
vote_average               0
release_year               0
budget_adj                 0
revenue_adj                0
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">movie_columns_list</span><span class="p">)):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">movie_data</span><span class="p">[[</span><span class="n">movie_columns_list</span><span class="p">[</span><span class="n">i</span><span class="p">]]]</span><span class="o">.</span><span class="n">describe</span><span class="p">())</span>
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<pre>                  id
count   10866.000000
mean    66064.177434
std     92130.136561
min         5.000000
25%     10596.250000
50%     20669.000000
75%     75610.000000
max    417859.000000
          imdb_id
count       10856
unique      10855
top     tt0411951
freq            2
         popularity
count  10866.000000
mean       0.646441
std        1.000185
min        0.000065
25%        0.207583
50%        0.383856
75%        0.713817
max       32.985763
             budget
count  1.086600e+04
mean   1.462570e+07
std    3.091321e+07
min    0.000000e+00
25%    0.000000e+00
50%    0.000000e+00
75%    1.500000e+07
max    4.250000e+08
            revenue
count  1.086600e+04
mean   3.982332e+07
std    1.170035e+08
min    0.000000e+00
25%    0.000000e+00
50%    0.000000e+00
75%    2.400000e+07
max    2.781506e+09
       original_title
count           10866
unique          10571
top            Hamlet
freq                4
              cast
count        10790
unique       10719
top     Louis C.K.
freq             6
                                 homepage
count                                2936
unique                               2896
top     http://www.missionimpossible.com/
freq                                    4
           director
count         10822
unique         5067
top     Woody Allen
freq             45
                       tagline
count                     8042
unique                    7997
top     Based on a true story.
freq                         5
              keywords
count             9373
unique            8804
top     woman director
freq               134
                  overview
count                10862
unique               10847
top     No overview found.
freq                    13
            runtime
count  10866.000000
mean     102.070863
std       31.381405
min        0.000000
25%       90.000000
50%       99.000000
75%      111.000000
max      900.000000
        genres
count    10843
unique    2039
top     Comedy
freq       712
       production_companies
count                  9836
unique                 7445
top      Paramount Pictures
freq                    156
       release_date
count         10866
unique         5909
top          1/1/09
freq             28
         vote_count
count  10866.000000
mean     217.389748
std      575.619058
min       10.000000
25%       17.000000
50%       38.000000
75%      145.750000
max     9767.000000
       vote_average
count  10866.000000
mean       5.974922
std        0.935142
min        1.500000
25%        5.400000
50%        6.000000
75%        6.600000
max        9.200000
       release_year
count  10866.000000
mean    2001.322658
std       12.812941
min     1960.000000
25%     1995.000000
50%     2006.000000
75%     2011.000000
max     2015.000000
         budget_adj
count  1.086600e+04
mean   1.755104e+07
std    3.430616e+07
min    0.000000e+00
25%    0.000000e+00
50%    0.000000e+00
75%    2.085325e+07
max    4.250000e+08
        revenue_adj
count  1.086600e+04
mean   5.136436e+07
std    1.446325e+08
min    0.000000e+00
25%    0.000000e+00
50%    0.000000e+00
75%    3.369710e+07
max    2.827124e+09
</pre>
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<p><strong>任务1.3: </strong> 清理数据</p>
<p>在真实的工作场景中，数据处理往往是最为费时费力的环节。但是幸运的是，我们提供给大家的 tmdb 数据集非常的「干净」，不需要大家做特别多的数据清洗以及处理工作。在这一步中，你的核心的工作主要是对数据表中的空值进行处理。你可以使用 <code>.fillna()</code> 来填补空值，当然也可以使用 <code>.dropna()</code> 来丢弃数据表中包含空值的某些行或者列。</p>
<p>任务：使用适当的方法来清理空值，并将得到的数据保存。</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># clean data</span>
<span class="n">clean_data</span> <span class="o">=</span> <span class="n">movie_data</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">clean_data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>id                      0
imdb_id                 0
popularity              0
budget                  0
revenue                 0
original_title          0
cast                    0
homepage                0
director                0
tagline                 0
keywords                0
overview                0
runtime                 0
genres                  0
production_companies    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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<hr>
<h2 id="&#31532;&#20108;&#33410;-&#26681;&#25454;&#25351;&#23450;&#35201;&#27714;&#35835;&#21462;&#25968;&#25454;">&#31532;&#20108;&#33410; &#26681;&#25454;&#25351;&#23450;&#35201;&#27714;&#35835;&#21462;&#25968;&#25454;<a class="anchor-link" href="#&#31532;&#20108;&#33410;-&#26681;&#25454;&#25351;&#23450;&#35201;&#27714;&#35835;&#21462;&#25968;&#25454;">&#182;</a></h2><p>相比 Excel 等数据分析软件，Pandas 的一大特长在于，能够轻松地基于复杂的逻辑选择合适的数据。因此，如何根据指定的要求，从数据表当获取适当的数据，是使用 Pandas 中非常重要的技能，也是本节重点考察大家的内容。</p>

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<hr>
<p><strong>任务2.1: </strong> 简单读取</p>
<ol>
<li>读取数据表中名为 <code>id</code>、<code>popularity</code>、<code>budget</code>、<code>runtime</code>、<code>vote_average</code> 列的数据。</li>
<li>读取数据表中前1～20行以及48、49行的数据。</li>
<li>读取数据表中第50～60行的 <code>popularity</code> 那一列的数据。</li>
</ol>
<p>要求：每一个语句只能用一行代码实现。</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 1</span>
<span class="nb">print</span><span class="p">(</span><span class="n">clean_data</span><span class="p">[[</span><span class="s1">&#39;id&#39;</span><span class="p">,</span> <span class="s1">&#39;popularity&#39;</span><span class="p">,</span> <span class="s1">&#39;budget&#39;</span><span class="p">,</span> <span class="s1">&#39;runtime&#39;</span><span class="p">,</span> <span class="s1">&#39;vote_average&#39;</span><span class="p">]])</span>
<span class="c1"># 2</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">clean_data</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">20</span><span class="p">],</span> <span class="s1">&#39;</span><span class="se">\n\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">clean_data</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">47</span><span class="p">],</span> <span class="s1">&#39;</span><span class="se">\n\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">clean_data</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">48</span><span class="p">])</span>
<span class="c1"># 3</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">clean_data</span><span class="p">[</span><span class="mi">49</span><span class="p">:</span><span class="mi">60</span><span class="p">][</span><span class="s1">&#39;popularity&#39;</span><span class="p">])</span>
</pre></div>

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<pre>           id  popularity     budget  runtime  vote_average
0      135397   32.985763  150000000      124           6.5
1       76341   28.419936  150000000      120           7.1
2      262500   13.112507  110000000      119           6.3
3      140607   11.173104  200000000      136           7.5
4      168259    9.335014  190000000      137           7.3
5      281957    9.110700  135000000      156           7.2
6       87101    8.654359  155000000      125           5.8
7      286217    7.667400  108000000      141           7.6
8      211672    7.404165   74000000       91           6.5
9      150540    6.326804  175000000       94           8.0
10     206647    6.200282  245000000      148           6.2
11      76757    6.189369  176000003      124           5.2
12     264660    6.118847   15000000      108           7.6
13     257344    5.984995   88000000      105           5.8
14      99861    5.944927  280000000      141           7.4
15     273248    5.898400   44000000      167           7.4
16     260346    5.749758   48000000      109           6.1
17     102899    5.573184  130000000      115           7.0
19     131634    5.476958  160000000      136           6.5
20     158852    5.462138  190000000      130           6.2
22     254128    4.907832  110000000      114           6.1
23     216015    4.710402   40000000      125           5.3
24     318846    4.648046   28000000      130           7.3
25     177677    4.566713  150000000      131           7.1
27     207703    4.503789   81000000      130           7.6
28     314365    4.062293   20000000      128           7.8
29     294254    3.968891   61000000      132           6.4
30     280996    3.927333          0      103           6.4
31     198184    3.899557   49000000      120           6.6
34     257445    3.644541   58000000      103           6.2
...       ...         ...        ...      ...           ...
9992     1669    1.072912         30      134           6.9
10012     530    0.519773          0       23           7.3
10078   12651    0.747549   23000000      107           6.0
10094     771    0.142486   18000000      103           7.0
10131     430    0.303783    3000000      115           7.5
10190   17814    0.374631     150000       91           7.0
10213   40440    0.126140          0      137           7.0
10222     424    2.377288   22000000      195           8.1
10223     329    2.204926   63000000      127           7.4
10224    9739    1.960217   57000000      115           6.1
10238     531    0.996113          0       30           7.4
10251   10057    0.794564   30000000      105           5.9
10255   10909    0.761510    9000000      117           6.3
10317    2149    0.394817   30000000       99           4.4
10328   31578    0.238862          0       94           5.3
10338    8291    0.313792   14000000      109           6.8
10372   13063    0.181665     125000       97           6.7
10401     667    1.554808    9500000      117           6.2
10438     657    2.508235    2500000      115           6.7
10489    6978    0.960984   25000000       99           6.7
10567   20537    0.227370          0       93           4.7
10594    9552    2.010733    8000000      122           7.2
10595     253    1.549139    7000000      121           6.1
10657    5722    0.374514          0      109           6.2
10689     660    1.910465   11000000      130           6.3
10724     668    1.778746    7000000      142           6.4
10759     948    1.198849     300000       91           7.3
10760    8469    1.157930    2700000      109           6.7
10817   13963    0.064029          0      117           8.0
10819   16214    0.044675          0      107           6.0

[1992 rows x 5 columns]


         id    imdb_id  popularity     budget     revenue  \
0   135397  tt0369610   32.985763  150000000  1513528810   
1    76341  tt1392190   28.419936  150000000   378436354   
2   262500  tt2908446   13.112507  110000000   295238201   
3   140607  tt2488496   11.173104  200000000  2068178225   
4   168259  tt2820852    9.335014  190000000  1506249360   
5   281957  tt1663202    9.110700  135000000   532950503   
6    87101  tt1340138    8.654359  155000000   440603537   
7   286217  tt3659388    7.667400  108000000   595380321   
8   211672  tt2293640    7.404165   74000000  1156730962   
9   150540  tt2096673    6.326804  175000000   853708609   
10  206647  tt2379713    6.200282  245000000   880674609   
11   76757  tt1617661    6.189369  176000003   183987723   
12  264660  tt0470752    6.118847   15000000    36869414   
13  257344  tt2120120    5.984995   88000000   243637091   
14   99861  tt2395427    5.944927  280000000  1405035767   
15  273248  tt3460252    5.898400   44000000   155760117   
16  260346  tt2446042    5.749758   48000000   325771424   
17  102899  tt0478970    5.573184  130000000   518602163   
19  131634  tt1951266    5.476958  160000000   650523427   
20  158852  tt1964418    5.462138  190000000   209035668   

                           original_title  \
0                          Jurassic World   
1                      Mad Max: Fury Road   
2                               Insurgent   
3            Star Wars: The Force Awakens   
4                               Furious 7   
5                            The Revenant   
6                      Terminator Genisys   
7                             The Martian   
8                                 Minions   
9                              Inside Out   
10                                Spectre   
11                      Jupiter Ascending   
12                             Ex Machina   
13                                 Pixels   
14                Avengers: Age of Ultron   
15                      The Hateful Eight   
16                                Taken 3   
17                                Ant-Man   
19  The Hunger Games: Mockingjay - Part 2   
20                           Tomorrowland   

                                                 cast  \
0   Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   
1   Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   
2   Shailene Woodley|Theo James|Kate Winslet|Ansel...   
3   Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   
4   Vin Diesel|Paul Walker|Jason Statham|Michelle ...   
5   Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...   
6   Arnold Schwarzenegger|Jason Clarke|Emilia Clar...   
7   Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...   
8   Sandra Bullock|Jon Hamm|Michael Keaton|Allison...   
9   Amy Poehler|Phyllis Smith|Richard Kind|Bill Ha...   
10  Daniel Craig|Christoph Waltz|LÃ©a Seydoux|Ralp...   
11  Mila Kunis|Channing Tatum|Sean Bean|Eddie Redm...   
12  Domhnall Gleeson|Alicia Vikander|Oscar Isaac|S...   
13  Adam Sandler|Michelle Monaghan|Peter Dinklage|...   
14  Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...   
15  Samuel L. Jackson|Kurt Russell|Jennifer Jason ...   
16  Liam Neeson|Forest Whitaker|Maggie Grace|Famke...   
17  Paul Rudd|Michael Douglas|Evangeline Lilly|Cor...   
19  Jennifer Lawrence|Josh Hutcherson|Liam Hemswor...   
20  Britt Robertson|George Clooney|Raffey Cassidy|...   

                                             homepage  \
0                       http://www.jurassicworld.com/   
1                         http://www.madmaxmovie.com/   
2      http://www.thedivergentseries.movie/#insurgent   
3   http://www.starwars.com/films/star-wars-episod...   
4                            http://www.furious7.com/   
5        http://www.foxmovies.com/movies/the-revenant   
6                     http://www.terminatormovie.com/   
7         http://www.foxmovies.com/movies/the-martian   
8                        http://www.minionsmovie.com/   
9                 http://movies.disney.com/inside-out   
10        http://www.sonypictures.com/movies/spectre/   
11                    http://www.jupiterascending.com   
12                        http://exmachina-movie.com/   
13                       http://www.pixels-movie.com/   
14  http://marvel.com/movies/movie/193/avengers_ag...   
15                        http://thehatefuleight.com/   
16                        http://www.taken3movie.com/   
17         http://marvel.com/movies/movie/180/ant-man   
19                   http://www.thehungergames.movie/   
20              http://movies.disney.com/tomorrowland   

                          director  \
0                  Colin Trevorrow   
1                    George Miller   
2                 Robert Schwentke   
3                      J.J. Abrams   
4                        James Wan   
5   Alejandro GonzÃ¡lez IÃ±Ã¡rritu   
6                      Alan Taylor   
7                     Ridley Scott   
8         Kyle Balda|Pierre Coffin   
9                      Pete Docter   
10                      Sam Mendes   
11  Lana Wachowski|Lilly Wachowski   
12                    Alex Garland   
13                  Chris Columbus   
14                     Joss Whedon   
15               Quentin Tarantino   
16                 Olivier Megaton   
17                     Peyton Reed   
19                Francis Lawrence   
20                       Brad Bird   

                                              tagline      ...       \
0                                   The park is open.      ...        
1                                  What a Lovely Day.      ...        
2                          One Choice Can Destroy You      ...        
3                       Every generation has a story.      ...        
4                                 Vengeance Hits Home      ...        
5     (n. One who has returned, as if from the dead.)      ...        
6                                    Reset the future      ...        
7                                      Bring Him Home      ...        
8        Before Gru, they had a history of bad bosses      ...        
9            Meet the little voices inside your head.      ...        
10                              A Plan No One Escapes      ...        
11                              Expand your universe.      ...        
12  There is nothing more human than the will to s...      ...        
13                                           Game On.      ...        
14                                A New Age Has Come.      ...        
15   No one comes up here without a damn good reason.      ...        
16                                       It Ends Here      ...        
17                        Heroes Don&#39;t Get Any Bigger      ...        
19                        The fire will burn forever.      ...        
20       Imagine a world where nothing is impossible.      ...        

                                             overview runtime  \
0   Twenty-two years after the events of Jurassic ...     124   
1   An apocalyptic story set in the furthest reach...     120   
2   Beatrice Prior must confront her inner demons ...     119   
3   Thirty years after defeating the Galactic Empi...     136   
4   Deckard Shaw seeks revenge against Dominic Tor...     137   
5   In the 1820s, a frontiersman, Hugh Glass, sets...     156   
6   The year is 2029. John Connor, leader of the r...     125   
7   During a manned mission to Mars, Astronaut Mar...     141   
8   Minions Stuart, Kevin and Bob are recruited by...      91   
9   Growing up can be a bumpy road, and it&#39;s no ex...      94   
10  A cryptic message from Bondâ€™s past sends him...     148   
11  In a universe where human genetic material is ...     124   
12  Caleb, a 26 year old coder at the world&#39;s larg...     108   
13  Video game experts are recruited by the milita...     105   
14  When Tony Stark tries to jumpstart a dormant p...     141   
15  Bounty hunters seek shelter from a raging bliz...     167   
16  Ex-government operative Bryan Mills finds his ...     109   
17  Armed with the astonishing ability to shrink i...     115   
19  With the nation of Panem in a full scale war, ...     136   
20  Bound by a shared destiny, a bright, optimisti...     130   

                                             genres  \
0         Action|Adventure|Science Fiction|Thriller   
1         Action|Adventure|Science Fiction|Thriller   
2                Adventure|Science Fiction|Thriller   
3          Action|Adventure|Science Fiction|Fantasy   
4                             Action|Crime|Thriller   
5                  Western|Drama|Adventure|Thriller   
6         Science Fiction|Action|Thriller|Adventure   
7                   Drama|Adventure|Science Fiction   
8                 Family|Animation|Adventure|Comedy   
9                           Comedy|Animation|Family   
10                           Action|Adventure|Crime   
11         Science Fiction|Fantasy|Action|Adventure   
12                            Drama|Science Fiction   
13                    Action|Comedy|Science Fiction   
14                 Action|Adventure|Science Fiction   
15                      Crime|Drama|Mystery|Western   
16                            Crime|Action|Thriller   
17                 Science Fiction|Action|Adventure   
19                    War|Adventure|Science Fiction   
20  Action|Family|Science Fiction|Adventure|Mystery   

                                 production_companies release_date vote_count  \
0   Universal Studios|Amblin Entertainment|Legenda...       6/9/15       5562   
1   Village Roadshow Pictures|Kennedy Miller Produ...      5/13/15       6185   
2   Summit Entertainment|Mandeville Films|Red Wago...      3/18/15       2480   
3           Lucasfilm|Truenorth Productions|Bad Robot     12/15/15       5292   
4   Universal Pictures|Original Film|Media Rights ...       4/1/15       2947   
5   Regency Enterprises|Appian Way|CatchPlay|Anony...     12/25/15       3929   
6             Paramount Pictures|Skydance Productions      6/23/15       2598   
7   Twentieth Century Fox Film Corporation|Scott F...      9/30/15       4572   
8       Universal Pictures|Illumination Entertainment      6/17/15       2893   
9   Walt Disney Pictures|Pixar Animation Studios|W...       6/9/15       3935   
10                       Columbia Pictures|Danjaq|B24     10/26/15       3254   
11  Village Roadshow Pictures|Dune Entertainment|A...       2/4/15       1937   
12  DNA Films|Universal Pictures International (UP...      1/21/15       2854   
13        Columbia Pictures|Happy Madison Productions      7/16/15       1575   
14  Marvel Studios|Prime Focus|Revolution Sun Studios      4/22/15       4304   
15  Double Feature Films|The Weinstein Company|Fil...     12/25/15       2389   
16  Twentieth Century Fox Film Corporation|M6 Film...       1/1/15       1578   
17                                     Marvel Studios      7/14/15       3779   
19  Studio Babelsberg|StudioCanal|Lionsgate|Walt D...     11/18/15       2380   
20                  Walt Disney Pictures|Babieka|A113      5/19/15       1899   

    vote_average  release_year    budget_adj   revenue_adj  
0            6.5          2015  1.379999e+08  1.392446e+09  
1            7.1          2015  1.379999e+08  3.481613e+08  
2            6.3          2015  1.012000e+08  2.716190e+08  
3            7.5          2015  1.839999e+08  1.902723e+09  
4            7.3          2015  1.747999e+08  1.385749e+09  
5            7.2          2015  1.241999e+08  4.903142e+08  
6            5.8          2015  1.425999e+08  4.053551e+08  
7            7.6          2015  9.935996e+07  5.477497e+08  
8            6.5          2015  6.807997e+07  1.064192e+09  
9            8.0          2015  1.609999e+08  7.854116e+08  
10           6.2          2015  2.253999e+08  8.102203e+08  
11           5.2          2015  1.619199e+08  1.692686e+08  
12           7.6          2015  1.379999e+07  3.391985e+07  
13           5.8          2015  8.095996e+07  2.241460e+08  
14           7.4          2015  2.575999e+08  1.292632e+09  
15           7.4          2015  4.047998e+07  1.432992e+08  
16           6.1          2015  4.415998e+07  2.997096e+08  
17           7.0          2015  1.195999e+08  4.771138e+08  
19           6.5          2015  1.471999e+08  5.984813e+08  
20           6.2          2015  1.747999e+08  1.923127e+08  

[20 rows x 21 columns] 

 id                                                                 166424
imdb_id                                                         tt1502712
popularity                                                        2.48704
budget                                                          120000001
revenue                                                         167977596
original_title                                             Fantastic Four
cast                    Miles Teller|Kate Mara|Michael B. Jordan|Jamie...
homepage                               http://www.fantasticfourmovie.com/
director                                                       Josh Trank
tagline                                                 Change is coming.
keywords                teleportation|transformation|telekinesis|porta...
overview                Four young outsiders teleport to a dangerous u...
runtime                                                               100
genres                                   Action|Adventure|Science Fiction
production_companies    Twentieth Century Fox Film Corporation|Marv Fi...
release_date                                                       8/5/15
vote_count                                                           1565
vote_average                                                          4.4
release_year                                                         2015
budget_adj                                                      1.104e+08
revenue_adj                                                   1.54539e+08
Name: 61, dtype: object 

 id                                                                 310131
imdb_id                                                         tt4263482
popularity                                                        2.46449
budget                                                            3500000
revenue                                                          40423945
original_title                                                  The Witch
cast                    Anya Taylor-Joy|Ralph Ineson|Kate Dickie|Harve...
homepage                                 http://a24films.com/films/witch/
director                                                    Robert Eggers
tagline                                            Evil takes many forms.
keywords                                   witch|new england|17th century
overview                New England in the 1630s: William and Katherin...
runtime                                                                92
genres                                                     Mystery|Horror
production_companies    Parts and Labor|RT Features|Rooks Nest Enterta...
release_date                                                      3/24/15
vote_count                                                            700
vote_average                                                          5.8
release_year                                                         2015
budget_adj                                                       3.22e+06
revenue_adj                                                     3.719e+07
Name: 62, dtype: object


 63    2.404473
64    2.395366
65    2.354654
66    2.345821
67    2.331636
68    2.331567
71    2.281350
75    2.141506
76    2.140199
77    2.121884
78    2.096273
Name: popularity, dtype: float64
</pre>
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<p><strong>任务2.2: </strong>逻辑读取（Logical Indexing）</p>
<ol>
<li>读取数据表中 <strong><code>popularity</code> 大于5</strong> 的所有数据。</li>
<li>读取数据表中 <strong><code>popularity</code> 大于5</strong> 的所有数据且<strong>发行年份在1996年之后</strong>的所有数据。</li>
</ol>
<p>提示：Pandas 中的逻辑运算符如 <code>&amp;</code>、<code>|</code>，分别代表<code>且</code>以及<code>或</code>。</p>
<p>要求：请使用 Logical Indexing实现。</p>

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<div class="prompt input_prompt">In&nbsp;[208]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 1</span>
<span class="nb">print</span><span class="p">(</span><span class="n">clean_data</span><span class="p">[</span><span class="n">clean_data</span><span class="o">.</span><span class="n">popularity</span> <span class="o">&gt;</span> <span class="mi">5</span><span class="p">][:])</span>
<span class="c1"># 2</span>

<span class="nb">print</span><span class="p">((</span><span class="n">clean_data</span><span class="p">[(</span><span class="n">clean_data</span><span class="o">.</span><span class="n">popularity</span> <span class="o">&gt;</span> <span class="mi">5</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">clean_data</span><span class="o">.</span><span class="n">release_year</span> <span class="o">&gt;</span> <span class="mi">1996</span><span class="p">)][:]))</span>
</pre></div>

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<pre>          id    imdb_id  popularity     budget     revenue  \
0     135397  tt0369610   32.985763  150000000  1513528810   
1      76341  tt1392190   28.419936  150000000   378436354   
2     262500  tt2908446   13.112507  110000000   295238201   
3     140607  tt2488496   11.173104  200000000  2068178225   
4     168259  tt2820852    9.335014  190000000  1506249360   
5     281957  tt1663202    9.110700  135000000   532950503   
6      87101  tt1340138    8.654359  155000000   440603537   
7     286217  tt3659388    7.667400  108000000   595380321   
8     211672  tt2293640    7.404165   74000000  1156730962   
9     150540  tt2096673    6.326804  175000000   853708609   
10    206647  tt2379713    6.200282  245000000   880674609   
11     76757  tt1617661    6.189369  176000003   183987723   
12    264660  tt0470752    6.118847   15000000    36869414   
13    257344  tt2120120    5.984995   88000000   243637091   
14     99861  tt2395427    5.944927  280000000  1405035767   
15    273248  tt3460252    5.898400   44000000   155760117   
16    260346  tt2446042    5.749758   48000000   325771424   
17    102899  tt0478970    5.573184  130000000   518602163   
19    131634  tt1951266    5.476958  160000000   650523427   
20    158852  tt1964418    5.462138  190000000   209035668   
629   157336  tt0816692   24.949134  165000000   621752480   
630   118340  tt2015381   14.311205  170000000   773312399   
631   100402  tt1843866   12.971027  170000000   714766572   
632   245891  tt2911666   11.422751   20000000    78739897   
633   131631  tt1951265   10.739009  125000000   752100229   
634   122917  tt2310332   10.174599  250000000   955119788   
635   177572  tt2245084    8.691294  165000000   652105443   
636   205596  tt2084970    8.110711   14000000   233555708   
637   198663  tt1790864    7.137273   34000000   348319861   
639   210577  tt2267998    6.438727   61000000   369330363   
...      ...        ...         ...        ...         ...   
1920   10138  tt1228705    5.704860  200000000   623933331   
1921   12155  tt1014759    5.572950  200000000  1025467110   
1922   44214  tt0947798    5.293180   13000000   327803731   
2409     550  tt0137523    8.947905   63000000   100853753   
2410     603  tt0133093    7.753899   63000000   463517383   
2633     120  tt0120737    8.575419   93000000   871368364   
2634     671  tt0241527    8.021423  125000000   976475550   
2875     155  tt0468569    8.466668  185000000  1001921825   
2876   10681  tt0910970    5.678119  180000000   521311860   
3372    1771  tt0458339    7.959228  140000000   370569774   
3374   12445  tt1201607    5.711315  125000000  1327817822   
3911     121  tt0167261    8.095275   79000000   926287400   
4361   24428  tt0848228    7.637767  220000000  1519557910   
4362   52520  tt1496025    7.031452   70000000   132400000   
4363   49026  tt1345836    6.591277  250000000  1081041287   
4364   68718  tt1853728    5.944518  100000000   425368238   
4365   37724  tt1074638    5.603587  200000000  1108561013   
4949     122  tt0167260    7.122455   94000000  1118888979   
4950     277  tt0320691    6.887883   22000000    95708457   
4951      22  tt0325980    6.864067  140000000   655011224   
4952      24  tt0266697    6.174132   30000000   180949000   
5422  109445  tt2294629    6.112766  150000000  1274219009   
5423   49047  tt1454468    5.242753  105000000   716392705   
5424   76338  tt1981115    5.111900  170000000   479765000   
6081     105  tt0088763    6.095293   19000000   381109762   
6190     674  tt0330373    5.939927  150000000   895921036   
6191     272  tt0372784    5.400826  150000000   374218673   
6554     834  tt0401855    5.838503   50000000   111340801   
7269     238  tt0068646    5.738034    6000000   245066411   
7309    1891  tt0080684    5.488441   18000000   538400000   

                                         original_title  \
0                                        Jurassic World   
1                                    Mad Max: Fury Road   
2                                             Insurgent   
3                          Star Wars: The Force Awakens   
4                                             Furious 7   
5                                          The Revenant   
6                                    Terminator Genisys   
7                                           The Martian   
8                                               Minions   
9                                            Inside Out   
10                                              Spectre   
11                                    Jupiter Ascending   
12                                           Ex Machina   
13                                               Pixels   
14                              Avengers: Age of Ultron   
15                                    The Hateful Eight   
16                                              Taken 3   
17                                              Ant-Man   
19                The Hunger Games: Mockingjay - Part 2   
20                                         Tomorrowland   
629                                        Interstellar   
630                             Guardians of the Galaxy   
631                 Captain America: The Winter Soldier   
632                                           John Wick   
633               The Hunger Games: Mockingjay - Part 1   
634           The Hobbit: The Battle of the Five Armies   
635                                          Big Hero 6   
636                                  The Imitation Game   
637                                     The Maze Runner   
639                                           Gone Girl   
...                                                 ...   
1920                                         Iron Man 2   
1921                                Alice in Wonderland   
1922                                         Black Swan   
2409                                         Fight Club   
2410                                         The Matrix   
2633  The Lord of the Rings: The Fellowship of the Ring   
2634           Harry Potter and the Philosopher&#39;s Stone   
2875                                    The Dark Knight   
2876                                            WALLÂ·E   
3372                 Captain America: The First Avenger   
3374       Harry Potter and the Deathly Hallows: Part 2   
3911              The Lord of the Rings: The Two Towers   
4361                                       The Avengers   
4362                              Underworld: Awakening   
4363                              The Dark Knight Rises   
4364                                   Django Unchained   
4365                                            Skyfall   
4949      The Lord of the Rings: The Return of the King   
4950                                         Underworld   
4951  Pirates of the Caribbean: The Curse of the Bla...   
4952                                  Kill Bill: Vol. 1   
5422                                             Frozen   
5423                                            Gravity   
5424                               Thor: The Dark World   
6081                                 Back to the Future   
6190                Harry Potter and the Goblet of Fire   
6191                                      Batman Begins   
6554                              Underworld: Evolution   
7269                                      The Godfather   
7309                            The Empire Strikes Back   

                                                   cast  \
0     Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   
1     Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   
2     Shailene Woodley|Theo James|Kate Winslet|Ansel...   
3     Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   
4     Vin Diesel|Paul Walker|Jason Statham|Michelle ...   
5     Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...   
6     Arnold Schwarzenegger|Jason Clarke|Emilia Clar...   
7     Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...   
8     Sandra Bullock|Jon Hamm|Michael Keaton|Allison...   
9     Amy Poehler|Phyllis Smith|Richard Kind|Bill Ha...   
10    Daniel Craig|Christoph Waltz|LÃ©a Seydoux|Ralp...   
11    Mila Kunis|Channing Tatum|Sean Bean|Eddie Redm...   
12    Domhnall Gleeson|Alicia Vikander|Oscar Isaac|S...   
13    Adam Sandler|Michelle Monaghan|Peter Dinklage|...   
14    Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...   
15    Samuel L. Jackson|Kurt Russell|Jennifer Jason ...   
16    Liam Neeson|Forest Whitaker|Maggie Grace|Famke...   
17    Paul Rudd|Michael Douglas|Evangeline Lilly|Cor...   
19    Jennifer Lawrence|Josh Hutcherson|Liam Hemswor...   
20    Britt Robertson|George Clooney|Raffey Cassidy|...   
629   Matthew McConaughey|Jessica Chastain|Anne Hath...   
630   Chris Pratt|Zoe Saldana|Dave Bautista|Vin Dies...   
631   Chris Evans|Scarlett Johansson|Sebastian Stan|...   
632   Keanu Reeves|Michael Nyqvist|Alfie Allen|Wille...   
633   Jennifer Lawrence|Josh Hutcherson|Liam Hemswor...   
634   Martin Freeman|Ian McKellen|Richard Armitage|K...   
635   Scott Adsit|Ryan Potter|Daniel Henney|T.J. Mil...   
636   Benedict Cumberbatch|Keira Knightley|Matthew G...   
637   Dylan O&#39;Brien|Ki Hong Lee|Kaya Scodelario|Aml ...   
639   Ben Affleck|Rosamund Pike|Carrie Coon|Neil Pat...   
...                                                 ...   
1920  Robert Downey Jr.|Gwyneth Paltrow|Don Cheadle|...   
1921  Mia Wasikowska|Johnny Depp|Anne Hathaway|Helen...   
1922  Natalie Portman|Mila Kunis|Vincent Cassel|Barb...   
2409  Edward Norton|Brad Pitt|Meat Loaf|Jared Leto|H...   
2410  Keanu Reeves|Laurence Fishburne|Carrie-Anne Mo...   
2633  Elijah Wood|Ian McKellen|Viggo Mortensen|Liv T...   
2634  Daniel Radcliffe|Rupert Grint|Emma Watson|John...   
2875  Christian Bale|Michael Caine|Heath Ledger|Aaro...   
2876  Ben Burtt|Elissa Knight|Jeff Garlin|Fred Willa...   
3372  Chris Evans|Hugo Weaving|Tommy Lee Jones|Hayle...   
3374  Daniel Radcliffe|Rupert Grint|Emma Watson|Alan...   
3911  Elijah Wood|Ian McKellen|Viggo Mortensen|Liv T...   
4361  Robert Downey Jr.|Chris Evans|Mark Ruffalo|Chr...   
4362  Kate Beckinsale|Stephen Rea|Michael Ealy|Theo ...   
4363  Christian Bale|Michael Caine|Gary Oldman|Anne ...   
4364  Jamie Foxx|Christoph Waltz|Leonardo DiCaprio|K...   
4365  Daniel Craig|Judi Dench|Javier Bardem|Ralph Fi...   
4949  Elijah Wood|Ian McKellen|Viggo Mortensen|Liv T...   
4950  Kate Beckinsale|Scott Speedman|Michael Sheen|S...   
4951  Johnny Depp|Geoffrey Rush|Orlando Bloom|Keira ...   
4952  Uma Thurman|Lucy Liu|Vivica A. Fox|Daryl Hanna...   
5422  Kristen Bell|Idina Menzel|Jonathan Groff|Josh ...   
5423  Sandra Bullock|George Clooney|Ed Harris|Orto I...   
5424  Chris Hemsworth|Natalie Portman|Tom Hiddleston...   
6081  Michael J. Fox|Christopher Lloyd|Lea Thompson|...   
6190  Daniel Radcliffe|Rupert Grint|Emma Watson|Ralp...   
6191  Christian Bale|Michael Caine|Liam Neeson|Katie...   
6554  Kate Beckinsale|Scott Speedman|Tony Curran|Sha...   
7269  Marlon Brando|Al Pacino|James Caan|Richard S. ...   
7309  Mark Hamill|Harrison Ford|Carrie Fisher|Billy ...   

                                               homepage  \
0                         http://www.jurassicworld.com/   
1                           http://www.madmaxmovie.com/   
2        http://www.thedivergentseries.movie/#insurgent   
3     http://www.starwars.com/films/star-wars-episod...   
4                              http://www.furious7.com/   
5          http://www.foxmovies.com/movies/the-revenant   
6                       http://www.terminatormovie.com/   
7           http://www.foxmovies.com/movies/the-martian   
8                          http://www.minionsmovie.com/   
9                   http://movies.disney.com/inside-out   
10          http://www.sonypictures.com/movies/spectre/   
11                      http://www.jupiterascending.com   
12                          http://exmachina-movie.com/   
13                         http://www.pixels-movie.com/   
14    http://marvel.com/movies/movie/193/avengers_ag...   
15                          http://thehatefuleight.com/   
16                          http://www.taken3movie.com/   
17           http://marvel.com/movies/movie/180/ant-man   
19                     http://www.thehungergames.movie/   
20                http://movies.disney.com/tomorrowland   
629                   http://www.interstellarmovie.net/   
630                         http://marvel.com/guardians   
631   http://www.captainamericathewintersoldiermovie...   
632                    http://www.johnwickthemovie.com/   
633                    http://www.thehungergames.movie/   
634                           http://www.thehobbit.com/   
635                 http://movies.disney.com/big-hero-6   
636                   http://theimitationgamemovie.com/   
637                      http://themazerunnermovie.com/   
639                       http://www.gonegirlmovie.com/   
...                                                 ...   
1920                       http://www.ironmanmovie.com/   
1921                   http://disney.go.com/wonderland/   
1922           http://www.foxsearchlight.com/blackswan/   
2409         http://www.foxmovies.com/movies/fight-club   
2410                   http://www.warnerbros.com/matrix   
2633                     http://www.lordoftherings.net/   
2634  http://harrypotter.warnerbros.com/harrypottera...   
2875       http://thedarkknight.warnerbros.com/dvdsite/   
2876        http://disney.go.com/disneypictures/wall-e/   
3372                  http://captainamerica.marvel.com/   
3374                         http://www.harrypotter.com   
3911                     http://www.lordoftherings.net/   
4361                  http://marvel.com/avengers_movie/   
4362                 http://www.entertheunderworld.com/   
4363                 http://www.thedarkknightrises.com/   
4364                         http://unchainedmovie.com/   
4365                       http://www.skyfall-movie.com   
4949                      http://www.lordoftherings.net   
4950  http://www.sonypictures.com/movies/underworld/...   
4951  http://disney.go.com/disneyvideos/liveaction/p...   
4952   http://www.miramax.com/movie/kill-bill-volume-1/   
5422                    http://movies.disney.com/frozen   
5423                http://gravitymovie.warnerbros.com/   
5424                             http://marvel.com/thor   
6081  http://www.backtothefuture.com/movies/backtoth...   
6190                 http://harrypotter.warnerbros.com/   
6191  http://www2.warnerbros.com/batmanbegins/index....   
6554  http://www.sonypictures.com/movies/underworlda...   
7269                       http://www.thegodfather.com/   
7309  http://www.starwars.com/films/star-wars-episod...   

                            director  \
0                    Colin Trevorrow   
1                      George Miller   
2                   Robert Schwentke   
3                        J.J. Abrams   
4                          James Wan   
5     Alejandro GonzÃ¡lez IÃ±Ã¡rritu   
6                        Alan Taylor   
7                       Ridley Scott   
8           Kyle Balda|Pierre Coffin   
9                        Pete Docter   
10                        Sam Mendes   
11    Lana Wachowski|Lilly Wachowski   
12                      Alex Garland   
13                    Chris Columbus   
14                       Joss Whedon   
15                 Quentin Tarantino   
16                   Olivier Megaton   
17                       Peyton Reed   
19                  Francis Lawrence   
20                         Brad Bird   
629                Christopher Nolan   
630                       James Gunn   
631          Joe Russo|Anthony Russo   
632      Chad Stahelski|David Leitch   
633                 Francis Lawrence   
634                    Peter Jackson   
635          Don Hall|Chris Williams   
636                    Morten Tyldum   
637                         Wes Ball   
639                    David Fincher   
...                              ...   
1920                     Jon Favreau   
1921                      Tim Burton   
1922                Darren Aronofsky   
2409                   David Fincher   
2410  Lilly Wachowski|Lana Wachowski   
2633                   Peter Jackson   
2634                  Chris Columbus   
2875               Christopher Nolan   
2876                  Andrew Stanton   
3372                    Joe Johnston   
3374                     David Yates   
3911                   Peter Jackson   
4361                     Joss Whedon   
4362     MÃ¥ns MÃ¥rlind|BjÃ¶rn Stein   
4363               Christopher Nolan   
4364               Quentin Tarantino   
4365                      Sam Mendes   
4949                   Peter Jackson   
4950                     Len Wiseman   
4951                  Gore Verbinski   
4952               Quentin Tarantino   
5422         Chris Buck|Jennifer Lee   
5423                 Alfonso CuarÃ³n   
5424                     Alan Taylor   
6081                 Robert Zemeckis   
6190                     Mike Newell   
6191               Christopher Nolan   
6554                     Len Wiseman   
7269            Francis Ford Coppola   
7309                  Irvin Kershner   

                                                tagline      ...       \
0                                     The park is open.      ...        
1                                    What a Lovely Day.      ...        
2                            One Choice Can Destroy You      ...        
3                         Every generation has a story.      ...        
4                                   Vengeance Hits Home      ...        
5       (n. One who has returned, as if from the dead.)      ...        
6                                      Reset the future      ...        
7                                        Bring Him Home      ...        
8          Before Gru, they had a history of bad bosses      ...        
9              Meet the little voices inside your head.      ...        
10                                A Plan No One Escapes      ...        
11                                Expand your universe.      ...        
12    There is nothing more human than the will to s...      ...        
13                                             Game On.      ...        
14                                  A New Age Has Come.      ...        
15     No one comes up here without a damn good reason.      ...        
16                                         It Ends Here      ...        
17                          Heroes Don&#39;t Get Any Bigger      ...        
19                          The fire will burn forever.      ...        
20         Imagine a world where nothing is impossible.      ...        
629   Mankind was born on Earth. It was never meant ...      ...        
630                         All heroes start somewhere.      ...        
631                                 In heroes we trust.      ...        
632                                  Don&#39;t set him off.      ...        
633                 Fire burns brighter in the darkness      ...        
634   Witness the defining chapter of the Middle-Ear...      ...        
635      From the creators of Wreck-it Ralph and Frozen      ...        
636   The true enigma was the man who cracked the code.      ...        
637                            Run - Remember - Survive      ...        
639         You don&#39;t know what you&#39;ve got &#39;til it&#39;s...      ...        
...                                                 ...      ...        
1920  It&#39;s not the armor that makes the hero, but th...      ...        
1921           You&#39;re invited to a very important date.      ...        
1922  In the era of personal branding, the scariest ...      ...        
2409  How much can you know about yourself if you&#39;ve...      ...        
2410                         Welcome to the Real World.      ...        
2633                          One ring to rule them all      ...        
2634                               Let the Magic Begin.      ...        
2875                                    Why So Serious?      ...        
2876                 An adventure beyond the ordinar-E.      ...        
3372                        When patriots become heroes      ...        
3374                                  It all ends here.      ...        
3911                             A New Power Is Rising.      ...        
4361                            Some assembly required.      ...        
4362                                  Vengeance Returns      ...        
4363                                    The Legend Ends      ...        
4364        Life, liberty and the pursuit of vengeance.      ...        
4365                                Think on your sins.      ...        
4949                    The eye of the enemy is moving.      ...        
4950                  An immortal battle for supremacy.      ...        
4951              Prepare to be blown out of the water.      ...        
4952                                   Go for the kill.      ...        
5422  Only the act of true love will thaw a frozen h...      ...        
5423                                       Don&#39;t Let Go      ...        
5424                            Delve into the darkness      ...        
6081  He&#39;s the only kid ever to get into trouble bef...      ...        
6190                Dark And Difficult Times Lie Ahead.      ...        
6191                             Evil fears the knight.      ...        
6554               My God. Brother, what have you done?      ...        
7269                         An offer you can&#39;t refuse.      ...        
7309                         The Adventure Continues...      ...        

                                               overview runtime  \
0     Twenty-two years after the events of Jurassic ...     124   
1     An apocalyptic story set in the furthest reach...     120   
2     Beatrice Prior must confront her inner demons ...     119   
3     Thirty years after defeating the Galactic Empi...     136   
4     Deckard Shaw seeks revenge against Dominic Tor...     137   
5     In the 1820s, a frontiersman, Hugh Glass, sets...     156   
6     The year is 2029. John Connor, leader of the r...     125   
7     During a manned mission to Mars, Astronaut Mar...     141   
8     Minions Stuart, Kevin and Bob are recruited by...      91   
9     Growing up can be a bumpy road, and it&#39;s no ex...      94   
10    A cryptic message from Bondâ€™s past sends him...     148   
11    In a universe where human genetic material is ...     124   
12    Caleb, a 26 year old coder at the world&#39;s larg...     108   
13    Video game experts are recruited by the milita...     105   
14    When Tony Stark tries to jumpstart a dormant p...     141   
15    Bounty hunters seek shelter from a raging bliz...     167   
16    Ex-government operative Bryan Mills finds his ...     109   
17    Armed with the astonishing ability to shrink i...     115   
19    With the nation of Panem in a full scale war, ...     136   
20    Bound by a shared destiny, a bright, optimisti...     130   
629   Interstellar chronicles the adventures of a gr...     169   
630   Light years from Earth, 26 years after being a...     121   
631   After the cataclysmic events in New York with ...     136   
632   After the sudden death of his beloved wife, Jo...     101   
633   Katniss Everdeen reluctantly becomes the symbo...     123   
634   Immediately after the events of The Desolation...     144   
635   The special bond that develops between plus-si...     102   
636   Based on the real life story of legendary cryp...     113   
637   Set in a post-apocalyptic world, young Thomas ...     113   
639   With his wife&#39;s disappearance having become th...     145   
...                                                 ...     ...   
1920  With the world now aware of his dual life as t...     124   
1921  Alice, an unpretentious and individual 19-year...     108   
1922  A ballet dancer wins the lead in &#34;Swan Lake&#34; a...     108   
2409  A ticking-time-bomb insomniac and a slippery s...     139   
2410  Set in the 22nd century, The Matrix tells the ...     136   
2633  Young hobbit Frodo Baggins, after inheriting a...     178   
2634  Harry Potter has lived under the stairs at his...     152   
2875  Batman raises the stakes in his war on crime. ...     152   
2876  WALLÂ·E is the last robot left on an Earth tha...      98   
3372  Predominantly set during World War II, Steve R...     124   
3374  Harry, Ron and Hermione continue their quest t...     130   
3911  Frodo and Sam are trekking to Mordor to destro...     179   
4361  When an unexpected enemy emerges and threatens...     143   
4362  After being held in a coma-like state for fift...      88   
4363  Following the death of District Attorney Harve...     165   
4364  With the help of a German bounty hunter, a fre...     165   
4365  When Bond&#39;s latest assignment goes gravely wro...     143   
4949  Aragorn is revealed as the heir to the ancient...     201   
4950  Vampires and werewolves have waged a nocturnal...     121   
4951  Jack Sparrow, a freewheeling 17th-century pira...     143   
4952  An assassin is shot at the altar by her ruthle...     111   
5422  Young princess Anna of Arendelle dreams about ...     102   
5423  Dr. Ryan Stone (Sandra Bullock), a brilliant m...      91   
5424  Thor fights to restore order across the cosmos...     112   
6081  Eighties teenager Marty McFly is accidentally ...     116   
6190  Harry starts his fourth year at Hogwarts, comp...     157   
6191  Driven by tragedy, billionaire Bruce Wayne ded...     140   
6554  As the war between the vampires and the Lycans...     106   
7269  Spanning the years 1945 to 1955, a chronicle o...     175   
7309  The epic saga continues as Luke Skywalker, in ...     124   

                                               genres  \
0           Action|Adventure|Science Fiction|Thriller   
1           Action|Adventure|Science Fiction|Thriller   
2                  Adventure|Science Fiction|Thriller   
3            Action|Adventure|Science Fiction|Fantasy   
4                               Action|Crime|Thriller   
5                    Western|Drama|Adventure|Thriller   
6           Science Fiction|Action|Thriller|Adventure   
7                     Drama|Adventure|Science Fiction   
8                   Family|Animation|Adventure|Comedy   
9                             Comedy|Animation|Family   
10                             Action|Adventure|Crime   
11           Science Fiction|Fantasy|Action|Adventure   
12                              Drama|Science Fiction   
13                      Action|Comedy|Science Fiction   
14                   Action|Adventure|Science Fiction   
15                        Crime|Drama|Mystery|Western   
16                              Crime|Action|Thriller   
17                   Science Fiction|Action|Adventure   
19                      War|Adventure|Science Fiction   
20    Action|Family|Science Fiction|Adventure|Mystery   
629                   Adventure|Drama|Science Fiction   
630                  Action|Science Fiction|Adventure   
631                  Action|Adventure|Science Fiction   
632                                   Action|Thriller   
633                Science Fiction|Adventure|Thriller   
634                                 Adventure|Fantasy   
635          Adventure|Family|Animation|Action|Comedy   
636                        History|Drama|Thriller|War   
637           Action|Mystery|Science Fiction|Thriller   
639                            Mystery|Thriller|Drama   
...                                               ...   
1920                 Adventure|Action|Science Fiction   
1921                         Family|Fantasy|Adventure   
1922                           Drama|Mystery|Thriller   
2409                                            Drama   
2410                           Action|Science Fiction   
2633                         Adventure|Fantasy|Action   
2634                         Adventure|Fantasy|Family   
2875                      Drama|Action|Crime|Thriller   
2876                                 Animation|Family   
3372                 Action|Adventure|Science Fiction   
3374                         Adventure|Family|Fantasy   
3911                         Adventure|Fantasy|Action   
4361                 Science Fiction|Action|Adventure   
4362                            Fantasy|Action|Horror   
4363                      Action|Crime|Drama|Thriller   
4364                                    Drama|Western   
4365                        Action|Adventure|Thriller   
4949                         Adventure|Fantasy|Action   
4950                          Fantasy|Action|Thriller   
4951                         Adventure|Fantasy|Action   
4952                                     Action|Crime   
5422                       Animation|Adventure|Family   
5423                   Science Fiction|Thriller|Drama   
5424                         Action|Adventure|Fantasy   
6081          Adventure|Comedy|Science Fiction|Family   
6190                         Adventure|Fantasy|Family   
6191                               Action|Crime|Drama   
6554          Fantasy|Action|Science Fiction|Thriller   
7269                                      Drama|Crime   
7309                 Adventure|Action|Science Fiction   

                                   production_companies release_date  \
0     Universal Studios|Amblin Entertainment|Legenda...       6/9/15   
1     Village Roadshow Pictures|Kennedy Miller Produ...      5/13/15   
2     Summit Entertainment|Mandeville Films|Red Wago...      3/18/15   
3             Lucasfilm|Truenorth Productions|Bad Robot     12/15/15   
4     Universal Pictures|Original Film|Media Rights ...       4/1/15   
5     Regency Enterprises|Appian Way|CatchPlay|Anony...     12/25/15   
6               Paramount Pictures|Skydance Productions      6/23/15   
7     Twentieth Century Fox Film Corporation|Scott F...      9/30/15   
8         Universal Pictures|Illumination Entertainment      6/17/15   
9     Walt Disney Pictures|Pixar Animation Studios|W...       6/9/15   
10                         Columbia Pictures|Danjaq|B24     10/26/15   
11    Village Roadshow Pictures|Dune Entertainment|A...       2/4/15   
12    DNA Films|Universal Pictures International (UP...      1/21/15   
13          Columbia Pictures|Happy Madison Productions      7/16/15   
14    Marvel Studios|Prime Focus|Revolution Sun Studios      4/22/15   
15    Double Feature Films|The Weinstein Company|Fil...     12/25/15   
16    Twentieth Century Fox Film Corporation|M6 Film...       1/1/15   
17                                       Marvel Studios      7/14/15   
19    Studio Babelsberg|StudioCanal|Lionsgate|Walt D...     11/18/15   
20                    Walt Disney Pictures|Babieka|A113      5/19/15   
629   Paramount Pictures|Legendary Pictures|Warner B...      11/5/14   
630   Marvel Studios|Moving Picture Company (MPC)|Bu...      7/30/14   
631                                      Marvel Studios      3/20/14   
632   Thunder Road Pictures|Warner Bros.|87Eleven|De...     10/22/14   
633                               Lionsgate|Color Force     11/18/14   
634   WingNut Films|New Line Cinema|3Foot7|Metro-Gol...     12/10/14   
635   Walt Disney Pictures|Walt Disney Animation Stu...     10/24/14   
636              Black Bear Pictures|Bristol Automotive     11/14/14   
637   Ingenious Media|Twentieth Century Fox Film Cor...      9/10/14   
639   Twentieth Century Fox Film Corporation|Regency...      10/1/14   
...                                                 ...          ...   
1920                                     Marvel Studios      4/28/10   
1921  Walt Disney Pictures|Team Todd|Tim Burton Prod...       3/3/10   
1922  Fox Searchlight Pictures|Dune Entertainment|Pr...      12/2/10   
2409  Regency Enterprises|Fox 2000 Pictures|Taurus F...     10/14/99   
2410  Village Roadshow Pictures|Groucho II Film Part...      3/30/99   
2633  WingNut Films|New Line Cinema|The Saul Zaentz ...     12/18/01   
2634            1492 Pictures|Warner Bros.|Heyday Films     11/16/01   
2875  DC Comics|Legendary Pictures|Warner Bros.|Syncopy      7/16/08   
2876       Walt Disney Pictures|Pixar Animation Studios      6/22/08   
3372                                     Marvel Studios      7/22/11   
3374  Warner Bros.|Heyday Films|Moving Picture Compa...       7/7/11   
3911  WingNut Films|New Line Cinema|The Saul Zaentz ...     12/18/02   
4361                                     Marvel Studios      4/25/12   
4362  Lakeshore Entertainment|Saturn Films|Screen Ge...      1/19/12   
4363  Legendary Pictures|Warner Bros.|DC Entertainme...      7/16/12   
4364            Columbia Pictures|The Weinstein Company     12/25/12   
4365                                  Columbia Pictures     10/25/12   
4949                      WingNut Films|New Line Cinema      12/1/03   
4950  Lakeshore Entertainment|Laurinfilm|Subterranea...      9/19/03   
4951       Walt Disney Pictures|Jerry Bruckheimer Films       7/9/03   
4952       Miramax Films|A Band Apart|Super Cool ManChu     10/10/03   
5422  Walt Disney Pictures|Walt Disney Animation Stu...     11/27/13   
5423         Warner Bros.|Heyday Films|Esperanto Filmoj      9/27/13   
5424                                     Marvel Studios     10/29/13   
6081  Universal Pictures|Amblin Entertainment|U-Driv...       7/3/85   
6190  Patalex IV Productions Limited|Warner Bros.|He...      11/5/05   
6191  DC Comics|Legendary Pictures|Warner Bros.|DC E...      6/14/05   
6554                Lakeshore Entertainment|Screen Gems      1/12/06   
7269              Paramount Pictures|Alfran Productions      3/15/72   
7309   Lucasfilm|Twentieth Century Fox Film Corporation       1/1/80   

     vote_count  vote_average  release_year    budget_adj   revenue_adj  
0          5562           6.5          2015  1.379999e+08  1.392446e+09  
1          6185           7.1          2015  1.379999e+08  3.481613e+08  
2          2480           6.3          2015  1.012000e+08  2.716190e+08  
3          5292           7.5          2015  1.839999e+08  1.902723e+09  
4          2947           7.3          2015  1.747999e+08  1.385749e+09  
5          3929           7.2          2015  1.241999e+08  4.903142e+08  
6          2598           5.8          2015  1.425999e+08  4.053551e+08  
7          4572           7.6          2015  9.935996e+07  5.477497e+08  
8          2893           6.5          2015  6.807997e+07  1.064192e+09  
9          3935           8.0          2015  1.609999e+08  7.854116e+08  
10         3254           6.2          2015  2.253999e+08  8.102203e+08  
11         1937           5.2          2015  1.619199e+08  1.692686e+08  
12         2854           7.6          2015  1.379999e+07  3.391985e+07  
13         1575           5.8          2015  8.095996e+07  2.241460e+08  
14         4304           7.4          2015  2.575999e+08  1.292632e+09  
15         2389           7.4          2015  4.047998e+07  1.432992e+08  
16         1578           6.1          2015  4.415998e+07  2.997096e+08  
17         3779           7.0          2015  1.195999e+08  4.771138e+08  
19         2380           6.5          2015  1.471999e+08  5.984813e+08  
20         1899           6.2          2015  1.747999e+08  1.923127e+08  
629        6498           8.0          2014  1.519800e+08  5.726906e+08  
630        5612           7.9          2014  1.565855e+08  7.122911e+08  
631        3848           7.6          2014  1.565855e+08  6.583651e+08  
632        2712           7.0          2014  1.842182e+07  7.252661e+07  
633        3590           6.6          2014  1.151364e+08  6.927528e+08  
634        3110           7.1          2014  2.302728e+08  8.797523e+08  
635        4185           7.8          2014  1.519800e+08  6.006485e+08  
636        3478           8.0          2014  1.289527e+07  2.151261e+08  
637        3425           7.0          2014  3.131710e+07  3.208343e+08  
639        3720           7.9          2014  5.618655e+07  3.401869e+08  
...         ...           ...           ...           ...           ...  
1920       4920           6.6          2010  2.000000e+08  6.239333e+08  
1921       2853           6.3          2010  2.000000e+08  1.025467e+09  
1922       2597           7.1          2010  1.300000e+07  3.278037e+08  
2409       5923           8.1          1999  8.247033e+07  1.320229e+08  
2410       6351           7.8          1999  8.247033e+07  6.067687e+08  
2633       6079           7.8          2001  1.145284e+08  1.073080e+09  
2634       4265           7.2          2001  1.539360e+08  1.202518e+09  
2875       8432           8.1          2008  1.873655e+08  1.014733e+09  
2876       4209           7.6          2008  1.823016e+08  5.279777e+08  
3372       5025           6.5          2011  1.357157e+08  3.592296e+08  
3374       3750           7.7          2011  1.211748e+08  1.287184e+09  
3911       5114           7.8          2002  9.576865e+07  1.122902e+09  
4361       8903           7.3          2012  2.089437e+08  1.443191e+09  
4362       1426           6.0          2012  6.648210e+07  1.257461e+08  
4363       6723           7.5          2012  2.374361e+08  1.026713e+09  
4364       7375           7.7          2012  9.497443e+07  4.039911e+08  
4365       6137           6.8          2012  1.899489e+08  1.052849e+09  
4949       5636           7.9          2003  1.114231e+08  1.326278e+09  
4950       1708           6.5          2003  2.607776e+07  1.134483e+08  
4951       4223           7.3          2003  1.659494e+08  7.764193e+08  
4952       2932           7.6          2003  3.556058e+07  2.144884e+08  
5422       3369           7.5          2013  1.404050e+08  1.192711e+09  
5423       3775           7.4          2013  9.828350e+07  6.705675e+08  
5424       3025           6.8          2013  1.591257e+08  4.490760e+08  
6081       3785           7.8          1985  3.851615e+07  7.725728e+08  
6190       3406           7.3          2005  1.674845e+08  1.000353e+09  
6191       4914           7.3          2005  1.674845e+08  4.178388e+08  
6554       1015           6.3          2006  5.408346e+07  1.204339e+08  
7269       3970           8.3          1972  3.128737e+07  1.277914e+09  
7309       3954           8.0          1980  4.762866e+07  1.424626e+09  

[70 rows x 21 columns]
          id    imdb_id  popularity     budget     revenue  \
0     135397  tt0369610   32.985763  150000000  1513528810   
1      76341  tt1392190   28.419936  150000000   378436354   
2     262500  tt2908446   13.112507  110000000   295238201   
3     140607  tt2488496   11.173104  200000000  2068178225   
4     168259  tt2820852    9.335014  190000000  1506249360   
5     281957  tt1663202    9.110700  135000000   532950503   
6      87101  tt1340138    8.654359  155000000   440603537   
7     286217  tt3659388    7.667400  108000000   595380321   
8     211672  tt2293640    7.404165   74000000  1156730962   
9     150540  tt2096673    6.326804  175000000   853708609   
10    206647  tt2379713    6.200282  245000000   880674609   
11     76757  tt1617661    6.189369  176000003   183987723   
12    264660  tt0470752    6.118847   15000000    36869414   
13    257344  tt2120120    5.984995   88000000   243637091   
14     99861  tt2395427    5.944927  280000000  1405035767   
15    273248  tt3460252    5.898400   44000000   155760117   
16    260346  tt2446042    5.749758   48000000   325771424   
17    102899  tt0478970    5.573184  130000000   518602163   
19    131634  tt1951266    5.476958  160000000   650523427   
20    158852  tt1964418    5.462138  190000000   209035668   
629   157336  tt0816692   24.949134  165000000   621752480   
630   118340  tt2015381   14.311205  170000000   773312399   
631   100402  tt1843866   12.971027  170000000   714766572   
632   245891  tt2911666   11.422751   20000000    78739897   
633   131631  tt1951265   10.739009  125000000   752100229   
634   122917  tt2310332   10.174599  250000000   955119788   
635   177572  tt2245084    8.691294  165000000   652105443   
636   205596  tt2084970    8.110711   14000000   233555708   
637   198663  tt1790864    7.137273   34000000   348319861   
639   210577  tt2267998    6.438727   61000000   369330363   
...      ...        ...         ...        ...         ...   
1387   16869  tt0361748    6.098027   70000000   319131050   
1389     767  tt0417741    5.076472  250000000   933959197   
1919   27205  tt1375666    9.363643  160000000   825500000   
1920   10138  tt1228705    5.704860  200000000   623933331   
1921   12155  tt1014759    5.572950  200000000  1025467110   
1922   44214  tt0947798    5.293180   13000000   327803731   
2409     550  tt0137523    8.947905   63000000   100853753   
2410     603  tt0133093    7.753899   63000000   463517383   
2633     120  tt0120737    8.575419   93000000   871368364   
2634     671  tt0241527    8.021423  125000000   976475550   
2875     155  tt0468569    8.466668  185000000  1001921825   
2876   10681  tt0910970    5.678119  180000000   521311860   
3372    1771  tt0458339    7.959228  140000000   370569774   
3374   12445  tt1201607    5.711315  125000000  1327817822   
3911     121  tt0167261    8.095275   79000000   926287400   
4361   24428  tt0848228    7.637767  220000000  1519557910   
4362   52520  tt1496025    7.031452   70000000   132400000   
4363   49026  tt1345836    6.591277  250000000  1081041287   
4364   68718  tt1853728    5.944518  100000000   425368238   
4365   37724  tt1074638    5.603587  200000000  1108561013   
4949     122  tt0167260    7.122455   94000000  1118888979   
4950     277  tt0320691    6.887883   22000000    95708457   
4951      22  tt0325980    6.864067  140000000   655011224   
4952      24  tt0266697    6.174132   30000000   180949000   
5422  109445  tt2294629    6.112766  150000000  1274219009   
5423   49047  tt1454468    5.242753  105000000   716392705   
5424   76338  tt1981115    5.111900  170000000   479765000   
6190     674  tt0330373    5.939927  150000000   895921036   
6191     272  tt0372784    5.400826  150000000   374218673   
6554     834  tt0401855    5.838503   50000000   111340801   

                                         original_title  \
0                                        Jurassic World   
1                                    Mad Max: Fury Road   
2                                             Insurgent   
3                          Star Wars: The Force Awakens   
4                                             Furious 7   
5                                          The Revenant   
6                                    Terminator Genisys   
7                                           The Martian   
8                                               Minions   
9                                            Inside Out   
10                                              Spectre   
11                                    Jupiter Ascending   
12                                           Ex Machina   
13                                               Pixels   
14                              Avengers: Age of Ultron   
15                                    The Hateful Eight   
16                                              Taken 3   
17                                              Ant-Man   
19                The Hunger Games: Mockingjay - Part 2   
20                                         Tomorrowland   
629                                        Interstellar   
630                             Guardians of the Galaxy   
631                 Captain America: The Winter Soldier   
632                                           John Wick   
633               The Hunger Games: Mockingjay - Part 1   
634           The Hobbit: The Battle of the Five Armies   
635                                          Big Hero 6   
636                                  The Imitation Game   
637                                     The Maze Runner   
639                                           Gone Girl   
...                                                 ...   
1387                               Inglourious Basterds   
1389             Harry Potter and the Half-Blood Prince   
1919                                          Inception   
1920                                         Iron Man 2   
1921                                Alice in Wonderland   
1922                                         Black Swan   
2409                                         Fight Club   
2410                                         The Matrix   
2633  The Lord of the Rings: The Fellowship of the Ring   
2634           Harry Potter and the Philosopher&#39;s Stone   
2875                                    The Dark Knight   
2876                                            WALLÂ·E   
3372                 Captain America: The First Avenger   
3374       Harry Potter and the Deathly Hallows: Part 2   
3911              The Lord of the Rings: The Two Towers   
4361                                       The Avengers   
4362                              Underworld: Awakening   
4363                              The Dark Knight Rises   
4364                                   Django Unchained   
4365                                            Skyfall   
4949      The Lord of the Rings: The Return of the King   
4950                                         Underworld   
4951  Pirates of the Caribbean: The Curse of the Bla...   
4952                                  Kill Bill: Vol. 1   
5422                                             Frozen   
5423                                            Gravity   
5424                               Thor: The Dark World   
6190                Harry Potter and the Goblet of Fire   
6191                                      Batman Begins   
6554                              Underworld: Evolution   

                                                   cast  \
0     Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...   
1     Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...   
2     Shailene Woodley|Theo James|Kate Winslet|Ansel...   
3     Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...   
4     Vin Diesel|Paul Walker|Jason Statham|Michelle ...   
5     Leonardo DiCaprio|Tom Hardy|Will Poulter|Domhn...   
6     Arnold Schwarzenegger|Jason Clarke|Emilia Clar...   
7     Matt Damon|Jessica Chastain|Kristen Wiig|Jeff ...   
8     Sandra Bullock|Jon Hamm|Michael Keaton|Allison...   
9     Amy Poehler|Phyllis Smith|Richard Kind|Bill Ha...   
10    Daniel Craig|Christoph Waltz|LÃ©a Seydoux|Ralp...   
11    Mila Kunis|Channing Tatum|Sean Bean|Eddie Redm...   
12    Domhnall Gleeson|Alicia Vikander|Oscar Isaac|S...   
13    Adam Sandler|Michelle Monaghan|Peter Dinklage|...   
14    Robert Downey Jr.|Chris Hemsworth|Mark Ruffalo...   
15    Samuel L. Jackson|Kurt Russell|Jennifer Jason ...   
16    Liam Neeson|Forest Whitaker|Maggie Grace|Famke...   
17    Paul Rudd|Michael Douglas|Evangeline Lilly|Cor...   
19    Jennifer Lawrence|Josh Hutcherson|Liam Hemswor...   
20    Britt Robertson|George Clooney|Raffey Cassidy|...   
629   Matthew McConaughey|Jessica Chastain|Anne Hath...   
630   Chris Pratt|Zoe Saldana|Dave Bautista|Vin Dies...   
631   Chris Evans|Scarlett Johansson|Sebastian Stan|...   
632   Keanu Reeves|Michael Nyqvist|Alfie Allen|Wille...   
633   Jennifer Lawrence|Josh Hutcherson|Liam Hemswor...   
634   Martin Freeman|Ian McKellen|Richard Armitage|K...   
635   Scott Adsit|Ryan Potter|Daniel Henney|T.J. Mil...   
636   Benedict Cumberbatch|Keira Knightley|Matthew G...   
637   Dylan O&#39;Brien|Ki Hong Lee|Kaya Scodelario|Aml ...   
639   Ben Affleck|Rosamund Pike|Carrie Coon|Neil Pat...   
...                                                 ...   
1387  Brad Pitt|MÃ©lanie Laurent|Christoph Waltz|Eli...   
1389  Daniel Radcliffe|Rupert Grint|Emma Watson|Tom ...   
1919  Leonardo DiCaprio|Joseph Gordon-Levitt|Ellen P...   
1920  Robert Downey Jr.|Gwyneth Paltrow|Don Cheadle|...   
1921  Mia Wasikowska|Johnny Depp|Anne Hathaway|Helen...   
1922  Natalie Portman|Mila Kunis|Vincent Cassel|Barb...   
2409  Edward Norton|Brad Pitt|Meat Loaf|Jared Leto|H...   
2410  Keanu Reeves|Laurence Fishburne|Carrie-Anne Mo...   
2633  Elijah Wood|Ian McKellen|Viggo Mortensen|Liv T...   
2634  Daniel Radcliffe|Rupert Grint|Emma Watson|John...   
2875  Christian Bale|Michael Caine|Heath Ledger|Aaro...   
2876  Ben Burtt|Elissa Knight|Jeff Garlin|Fred Willa...   
3372  Chris Evans|Hugo Weaving|Tommy Lee Jones|Hayle...   
3374  Daniel Radcliffe|Rupert Grint|Emma Watson|Alan...   
3911  Elijah Wood|Ian McKellen|Viggo Mortensen|Liv T...   
4361  Robert Downey Jr.|Chris Evans|Mark Ruffalo|Chr...   
4362  Kate Beckinsale|Stephen Rea|Michael Ealy|Theo ...   
4363  Christian Bale|Michael Caine|Gary Oldman|Anne ...   
4364  Jamie Foxx|Christoph Waltz|Leonardo DiCaprio|K...   
4365  Daniel Craig|Judi Dench|Javier Bardem|Ralph Fi...   
4949  Elijah Wood|Ian McKellen|Viggo Mortensen|Liv T...   
4950  Kate Beckinsale|Scott Speedman|Michael Sheen|S...   
4951  Johnny Depp|Geoffrey Rush|Orlando Bloom|Keira ...   
4952  Uma Thurman|Lucy Liu|Vivica A. Fox|Daryl Hanna...   
5422  Kristen Bell|Idina Menzel|Jonathan Groff|Josh ...   
5423  Sandra Bullock|George Clooney|Ed Harris|Orto I...   
5424  Chris Hemsworth|Natalie Portman|Tom Hiddleston...   
6190  Daniel Radcliffe|Rupert Grint|Emma Watson|Ralp...   
6191  Christian Bale|Michael Caine|Liam Neeson|Katie...   
6554  Kate Beckinsale|Scott Speedman|Tony Curran|Sha...   

                                               homepage  \
0                         http://www.jurassicworld.com/   
1                           http://www.madmaxmovie.com/   
2        http://www.thedivergentseries.movie/#insurgent   
3     http://www.starwars.com/films/star-wars-episod...   
4                              http://www.furious7.com/   
5          http://www.foxmovies.com/movies/the-revenant   
6                       http://www.terminatormovie.com/   
7           http://www.foxmovies.com/movies/the-martian   
8                          http://www.minionsmovie.com/   
9                   http://movies.disney.com/inside-out   
10          http://www.sonypictures.com/movies/spectre/   
11                      http://www.jupiterascending.com   
12                          http://exmachina-movie.com/   
13                         http://www.pixels-movie.com/   
14    http://marvel.com/movies/movie/193/avengers_ag...   
15                          http://thehatefuleight.com/   
16                          http://www.taken3movie.com/   
17           http://marvel.com/movies/movie/180/ant-man   
19                     http://www.thehungergames.movie/   
20                http://movies.disney.com/tomorrowland   
629                   http://www.interstellarmovie.net/   
630                         http://marvel.com/guardians   
631   http://www.captainamericathewintersoldiermovie...   
632                    http://www.johnwickthemovie.com/   
633                    http://www.thehungergames.movie/   
634                           http://www.thehobbit.com/   
635                 http://movies.disney.com/big-hero-6   
636                   http://theimitationgamemovie.com/   
637                      http://themazerunnermovie.com/   
639                       http://www.gonegirlmovie.com/   
...                                                 ...   
1387          http://www.inglouriousbasterds-movie.com/   
1389  http://harrypotter.warnerbros.com/harrypottera...   
1919              http://inceptionmovie.warnerbros.com/   
1920                       http://www.ironmanmovie.com/   
1921                   http://disney.go.com/wonderland/   
1922           http://www.foxsearchlight.com/blackswan/   
2409         http://www.foxmovies.com/movies/fight-club   
2410                   http://www.warnerbros.com/matrix   
2633                     http://www.lordoftherings.net/   
2634  http://harrypotter.warnerbros.com/harrypottera...   
2875       http://thedarkknight.warnerbros.com/dvdsite/   
2876        http://disney.go.com/disneypictures/wall-e/   
3372                  http://captainamerica.marvel.com/   
3374                         http://www.harrypotter.com   
3911                     http://www.lordoftherings.net/   
4361                  http://marvel.com/avengers_movie/   
4362                 http://www.entertheunderworld.com/   
4363                 http://www.thedarkknightrises.com/   
4364                         http://unchainedmovie.com/   
4365                       http://www.skyfall-movie.com   
4949                      http://www.lordoftherings.net   
4950  http://www.sonypictures.com/movies/underworld/...   
4951  http://disney.go.com/disneyvideos/liveaction/p...   
4952   http://www.miramax.com/movie/kill-bill-volume-1/   
5422                    http://movies.disney.com/frozen   
5423                http://gravitymovie.warnerbros.com/   
5424                             http://marvel.com/thor   
6190                 http://harrypotter.warnerbros.com/   
6191  http://www2.warnerbros.com/batmanbegins/index....   
6554  http://www.sonypictures.com/movies/underworlda...   

                            director  \
0                    Colin Trevorrow   
1                      George Miller   
2                   Robert Schwentke   
3                        J.J. Abrams   
4                          James Wan   
5     Alejandro GonzÃ¡lez IÃ±Ã¡rritu   
6                        Alan Taylor   
7                       Ridley Scott   
8           Kyle Balda|Pierre Coffin   
9                        Pete Docter   
10                        Sam Mendes   
11    Lana Wachowski|Lilly Wachowski   
12                      Alex Garland   
13                    Chris Columbus   
14                       Joss Whedon   
15                 Quentin Tarantino   
16                   Olivier Megaton   
17                       Peyton Reed   
19                  Francis Lawrence   
20                         Brad Bird   
629                Christopher Nolan   
630                       James Gunn   
631          Joe Russo|Anthony Russo   
632      Chad Stahelski|David Leitch   
633                 Francis Lawrence   
634                    Peter Jackson   
635          Don Hall|Chris Williams   
636                    Morten Tyldum   
637                         Wes Ball   
639                    David Fincher   
...                              ...   
1387               Quentin Tarantino   
1389                     David Yates   
1919               Christopher Nolan   
1920                     Jon Favreau   
1921                      Tim Burton   
1922                Darren Aronofsky   
2409                   David Fincher   
2410  Lilly Wachowski|Lana Wachowski   
2633                   Peter Jackson   
2634                  Chris Columbus   
2875               Christopher Nolan   
2876                  Andrew Stanton   
3372                    Joe Johnston   
3374                     David Yates   
3911                   Peter Jackson   
4361                     Joss Whedon   
4362     MÃ¥ns MÃ¥rlind|BjÃ¶rn Stein   
4363               Christopher Nolan   
4364               Quentin Tarantino   
4365                      Sam Mendes   
4949                   Peter Jackson   
4950                     Len Wiseman   
4951                  Gore Verbinski   
4952               Quentin Tarantino   
5422         Chris Buck|Jennifer Lee   
5423                 Alfonso CuarÃ³n   
5424                     Alan Taylor   
6190                     Mike Newell   
6191               Christopher Nolan   
6554                     Len Wiseman   

                                                tagline      ...       \
0                                     The park is open.      ...        
1                                    What a Lovely Day.      ...        
2                            One Choice Can Destroy You      ...        
3                         Every generation has a story.      ...        
4                                   Vengeance Hits Home      ...        
5       (n. One who has returned, as if from the dead.)      ...        
6                                      Reset the future      ...        
7                                        Bring Him Home      ...        
8          Before Gru, they had a history of bad bosses      ...        
9              Meet the little voices inside your head.      ...        
10                                A Plan No One Escapes      ...        
11                                Expand your universe.      ...        
12    There is nothing more human than the will to s...      ...        
13                                             Game On.      ...        
14                                  A New Age Has Come.      ...        
15     No one comes up here without a damn good reason.      ...        
16                                         It Ends Here      ...        
17                          Heroes Don&#39;t Get Any Bigger      ...        
19                          The fire will burn forever.      ...        
20         Imagine a world where nothing is impossible.      ...        
629   Mankind was born on Earth. It was never meant ...      ...        
630                         All heroes start somewhere.      ...        
631                                 In heroes we trust.      ...        
632                                  Don&#39;t set him off.      ...        
633                 Fire burns brighter in the darkness      ...        
634   Witness the defining chapter of the Middle-Ear...      ...        
635      From the creators of Wreck-it Ralph and Frozen      ...        
636   The true enigma was the man who cracked the code.      ...        
637                            Run - Remember - Survive      ...        
639         You don&#39;t know what you&#39;ve got &#39;til it&#39;s...      ...        
...                                                 ...      ...        
1387        Once upon a time in Nazi occupied France...      ...        
1389                              Dark Secrets Revealed      ...        
1919               Your mind is the scene of the crime.      ...        
1920  It&#39;s not the armor that makes the hero, but th...      ...        
1921           You&#39;re invited to a very important date.      ...        
1922  In the era of personal branding, the scariest ...      ...        
2409  How much can you know about yourself if you&#39;ve...      ...        
2410                         Welcome to the Real World.      ...        
2633                          One ring to rule them all      ...        
2634                               Let the Magic Begin.      ...        
2875                                    Why So Serious?      ...        
2876                 An adventure beyond the ordinar-E.      ...        
3372                        When patriots become heroes      ...        
3374                                  It all ends here.      ...        
3911                             A New Power Is Rising.      ...        
4361                            Some assembly required.      ...        
4362                                  Vengeance Returns      ...        
4363                                    The Legend Ends      ...        
4364        Life, liberty and the pursuit of vengeance.      ...        
4365                                Think on your sins.      ...        
4949                    The eye of the enemy is moving.      ...        
4950                  An immortal battle for supremacy.      ...        
4951              Prepare to be blown out of the water.      ...        
4952                                   Go for the kill.      ...        
5422  Only the act of true love will thaw a frozen h...      ...        
5423                                       Don&#39;t Let Go      ...        
5424                            Delve into the darkness      ...        
6190                Dark And Difficult Times Lie Ahead.      ...        
6191                             Evil fears the knight.      ...        
6554               My God. Brother, what have you done?      ...        

                                               overview runtime  \
0     Twenty-two years after the events of Jurassic ...     124   
1     An apocalyptic story set in the furthest reach...     120   
2     Beatrice Prior must confront her inner demons ...     119   
3     Thirty years after defeating the Galactic Empi...     136   
4     Deckard Shaw seeks revenge against Dominic Tor...     137   
5     In the 1820s, a frontiersman, Hugh Glass, sets...     156   
6     The year is 2029. John Connor, leader of the r...     125   
7     During a manned mission to Mars, Astronaut Mar...     141   
8     Minions Stuart, Kevin and Bob are recruited by...      91   
9     Growing up can be a bumpy road, and it&#39;s no ex...      94   
10    A cryptic message from Bondâ€™s past sends him...     148   
11    In a universe where human genetic material is ...     124   
12    Caleb, a 26 year old coder at the world&#39;s larg...     108   
13    Video game experts are recruited by the milita...     105   
14    When Tony Stark tries to jumpstart a dormant p...     141   
15    Bounty hunters seek shelter from a raging bliz...     167   
16    Ex-government operative Bryan Mills finds his ...     109   
17    Armed with the astonishing ability to shrink i...     115   
19    With the nation of Panem in a full scale war, ...     136   
20    Bound by a shared destiny, a bright, optimisti...     130   
629   Interstellar chronicles the adventures of a gr...     169   
630   Light years from Earth, 26 years after being a...     121   
631   After the cataclysmic events in New York with ...     136   
632   After the sudden death of his beloved wife, Jo...     101   
633   Katniss Everdeen reluctantly becomes the symbo...     123   
634   Immediately after the events of The Desolation...     144   
635   The special bond that develops between plus-si...     102   
636   Based on the real life story of legendary cryp...     113   
637   Set in a post-apocalyptic world, young Thomas ...     113   
639   With his wife&#39;s disappearance having become th...     145   
...                                                 ...     ...   
1387  In Nazi-occupied France during World War II, a...     153   
1389  As Harry begins his sixth year at Hogwarts, he...     153   
1919  Cobb, a skilled thief who commits corporate es...     148   
1920  With the world now aware of his dual life as t...     124   
1921  Alice, an unpretentious and individual 19-year...     108   
1922  A ballet dancer wins the lead in &#34;Swan Lake&#34; a...     108   
2409  A ticking-time-bomb insomniac and a slippery s...     139   
2410  Set in the 22nd century, The Matrix tells the ...     136   
2633  Young hobbit Frodo Baggins, after inheriting a...     178   
2634  Harry Potter has lived under the stairs at his...     152   
2875  Batman raises the stakes in his war on crime. ...     152   
2876  WALLÂ·E is the last robot left on an Earth tha...      98   
3372  Predominantly set during World War II, Steve R...     124   
3374  Harry, Ron and Hermione continue their quest t...     130   
3911  Frodo and Sam are trekking to Mordor to destro...     179   
4361  When an unexpected enemy emerges and threatens...     143   
4362  After being held in a coma-like state for fift...      88   
4363  Following the death of District Attorney Harve...     165   
4364  With the help of a German bounty hunter, a fre...     165   
4365  When Bond&#39;s latest assignment goes gravely wro...     143   
4949  Aragorn is revealed as the heir to the ancient...     201   
4950  Vampires and werewolves have waged a nocturnal...     121   
4951  Jack Sparrow, a freewheeling 17th-century pira...     143   
4952  An assassin is shot at the altar by her ruthle...     111   
5422  Young princess Anna of Arendelle dreams about ...     102   
5423  Dr. Ryan Stone (Sandra Bullock), a brilliant m...      91   
5424  Thor fights to restore order across the cosmos...     112   
6190  Harry starts his fourth year at Hogwarts, comp...     157   
6191  Driven by tragedy, billionaire Bruce Wayne ded...     140   
6554  As the war between the vampires and the Lycans...     106   

                                                 genres  \
0             Action|Adventure|Science Fiction|Thriller   
1             Action|Adventure|Science Fiction|Thriller   
2                    Adventure|Science Fiction|Thriller   
3              Action|Adventure|Science Fiction|Fantasy   
4                                 Action|Crime|Thriller   
5                      Western|Drama|Adventure|Thriller   
6             Science Fiction|Action|Thriller|Adventure   
7                       Drama|Adventure|Science Fiction   
8                     Family|Animation|Adventure|Comedy   
9                               Comedy|Animation|Family   
10                               Action|Adventure|Crime   
11             Science Fiction|Fantasy|Action|Adventure   
12                                Drama|Science Fiction   
13                        Action|Comedy|Science Fiction   
14                     Action|Adventure|Science Fiction   
15                          Crime|Drama|Mystery|Western   
16                                Crime|Action|Thriller   
17                     Science Fiction|Action|Adventure   
19                        War|Adventure|Science Fiction   
20      Action|Family|Science Fiction|Adventure|Mystery   
629                     Adventure|Drama|Science Fiction   
630                    Action|Science Fiction|Adventure   
631                    Action|Adventure|Science Fiction   
632                                     Action|Thriller   
633                  Science Fiction|Adventure|Thriller   
634                                   Adventure|Fantasy   
635            Adventure|Family|Animation|Action|Comedy   
636                          History|Drama|Thriller|War   
637             Action|Mystery|Science Fiction|Thriller   
639                              Mystery|Thriller|Drama   
...                                                 ...   
1387                          Drama|Action|Thriller|War   
1389                           Adventure|Fantasy|Family   
1919  Action|Thriller|Science Fiction|Mystery|Adventure   
1920                   Adventure|Action|Science Fiction   
1921                           Family|Fantasy|Adventure   
1922                             Drama|Mystery|Thriller   
2409                                              Drama   
2410                             Action|Science Fiction   
2633                           Adventure|Fantasy|Action   
2634                           Adventure|Fantasy|Family   
2875                        Drama|Action|Crime|Thriller   
2876                                   Animation|Family   
3372                   Action|Adventure|Science Fiction   
3374                           Adventure|Family|Fantasy   
3911                           Adventure|Fantasy|Action   
4361                   Science Fiction|Action|Adventure   
4362                              Fantasy|Action|Horror   
4363                        Action|Crime|Drama|Thriller   
4364                                      Drama|Western   
4365                          Action|Adventure|Thriller   
4949                           Adventure|Fantasy|Action   
4950                            Fantasy|Action|Thriller   
4951                           Adventure|Fantasy|Action   
4952                                       Action|Crime   
5422                         Animation|Adventure|Family   
5423                     Science Fiction|Thriller|Drama   
5424                           Action|Adventure|Fantasy   
6190                           Adventure|Fantasy|Family   
6191                                 Action|Crime|Drama   
6554            Fantasy|Action|Science Fiction|Thriller   

                                   production_companies release_date  \
0     Universal Studios|Amblin Entertainment|Legenda...       6/9/15   
1     Village Roadshow Pictures|Kennedy Miller Produ...      5/13/15   
2     Summit Entertainment|Mandeville Films|Red Wago...      3/18/15   
3             Lucasfilm|Truenorth Productions|Bad Robot     12/15/15   
4     Universal Pictures|Original Film|Media Rights ...       4/1/15   
5     Regency Enterprises|Appian Way|CatchPlay|Anony...     12/25/15   
6               Paramount Pictures|Skydance Productions      6/23/15   
7     Twentieth Century Fox Film Corporation|Scott F...      9/30/15   
8         Universal Pictures|Illumination Entertainment      6/17/15   
9     Walt Disney Pictures|Pixar Animation Studios|W...       6/9/15   
10                         Columbia Pictures|Danjaq|B24     10/26/15   
11    Village Roadshow Pictures|Dune Entertainment|A...       2/4/15   
12    DNA Films|Universal Pictures International (UP...      1/21/15   
13          Columbia Pictures|Happy Madison Productions      7/16/15   
14    Marvel Studios|Prime Focus|Revolution Sun Studios      4/22/15   
15    Double Feature Films|The Weinstein Company|Fil...     12/25/15   
16    Twentieth Century Fox Film Corporation|M6 Film...       1/1/15   
17                                       Marvel Studios      7/14/15   
19    Studio Babelsberg|StudioCanal|Lionsgate|Walt D...     11/18/15   
20                    Walt Disney Pictures|Babieka|A113      5/19/15   
629   Paramount Pictures|Legendary Pictures|Warner B...      11/5/14   
630   Marvel Studios|Moving Picture Company (MPC)|Bu...      7/30/14   
631                                      Marvel Studios      3/20/14   
632   Thunder Road Pictures|Warner Bros.|87Eleven|De...     10/22/14   
633                               Lionsgate|Color Force     11/18/14   
634   WingNut Films|New Line Cinema|3Foot7|Metro-Gol...     12/10/14   
635   Walt Disney Pictures|Walt Disney Animation Stu...     10/24/14   
636              Black Bear Pictures|Bristol Automotive     11/14/14   
637   Ingenious Media|Twentieth Century Fox Film Cor...      9/10/14   
639   Twentieth Century Fox Film Corporation|Regency...      10/1/14   
...                                                 ...          ...   
1387  Universal Pictures|A Band Apart|Zehnte Babelsb...      8/18/09   
1389                          Warner Bros.|Heyday Films       7/7/09   
1919            Legendary Pictures|Warner Bros.|Syncopy      7/14/10   
1920                                     Marvel Studios      4/28/10   
1921  Walt Disney Pictures|Team Todd|Tim Burton Prod...       3/3/10   
1922  Fox Searchlight Pictures|Dune Entertainment|Pr...      12/2/10   
2409  Regency Enterprises|Fox 2000 Pictures|Taurus F...     10/14/99   
2410  Village Roadshow Pictures|Groucho II Film Part...      3/30/99   
2633  WingNut Films|New Line Cinema|The Saul Zaentz ...     12/18/01   
2634            1492 Pictures|Warner Bros.|Heyday Films     11/16/01   
2875  DC Comics|Legendary Pictures|Warner Bros.|Syncopy      7/16/08   
2876       Walt Disney Pictures|Pixar Animation Studios      6/22/08   
3372                                     Marvel Studios      7/22/11   
3374  Warner Bros.|Heyday Films|Moving Picture Compa...       7/7/11   
3911  WingNut Films|New Line Cinema|The Saul Zaentz ...     12/18/02   
4361                                     Marvel Studios      4/25/12   
4362  Lakeshore Entertainment|Saturn Films|Screen Ge...      1/19/12   
4363  Legendary Pictures|Warner Bros.|DC Entertainme...      7/16/12   
4364            Columbia Pictures|The Weinstein Company     12/25/12   
4365                                  Columbia Pictures     10/25/12   
4949                      WingNut Films|New Line Cinema      12/1/03   
4950  Lakeshore Entertainment|Laurinfilm|Subterranea...      9/19/03   
4951       Walt Disney Pictures|Jerry Bruckheimer Films       7/9/03   
4952       Miramax Films|A Band Apart|Super Cool ManChu     10/10/03   
5422  Walt Disney Pictures|Walt Disney Animation Stu...     11/27/13   
5423         Warner Bros.|Heyday Films|Esperanto Filmoj      9/27/13   
5424                                     Marvel Studios     10/29/13   
6190  Patalex IV Productions Limited|Warner Bros.|He...      11/5/05   
6191  DC Comics|Legendary Pictures|Warner Bros.|DC E...      6/14/05   
6554                Lakeshore Entertainment|Screen Gems      1/12/06   

     vote_count  vote_average  release_year    budget_adj   revenue_adj  
0          5562           6.5          2015  1.379999e+08  1.392446e+09  
1          6185           7.1          2015  1.379999e+08  3.481613e+08  
2          2480           6.3          2015  1.012000e+08  2.716190e+08  
3          5292           7.5          2015  1.839999e+08  1.902723e+09  
4          2947           7.3          2015  1.747999e+08  1.385749e+09  
5          3929           7.2          2015  1.241999e+08  4.903142e+08  
6          2598           5.8          2015  1.425999e+08  4.053551e+08  
7          4572           7.6          2015  9.935996e+07  5.477497e+08  
8          2893           6.5          2015  6.807997e+07  1.064192e+09  
9          3935           8.0          2015  1.609999e+08  7.854116e+08  
10         3254           6.2          2015  2.253999e+08  8.102203e+08  
11         1937           5.2          2015  1.619199e+08  1.692686e+08  
12         2854           7.6          2015  1.379999e+07  3.391985e+07  
13         1575           5.8          2015  8.095996e+07  2.241460e+08  
14         4304           7.4          2015  2.575999e+08  1.292632e+09  
15         2389           7.4          2015  4.047998e+07  1.432992e+08  
16         1578           6.1          2015  4.415998e+07  2.997096e+08  
17         3779           7.0          2015  1.195999e+08  4.771138e+08  
19         2380           6.5          2015  1.471999e+08  5.984813e+08  
20         1899           6.2          2015  1.747999e+08  1.923127e+08  
629        6498           8.0          2014  1.519800e+08  5.726906e+08  
630        5612           7.9          2014  1.565855e+08  7.122911e+08  
631        3848           7.6          2014  1.565855e+08  6.583651e+08  
632        2712           7.0          2014  1.842182e+07  7.252661e+07  
633        3590           6.6          2014  1.151364e+08  6.927528e+08  
634        3110           7.1          2014  2.302728e+08  8.797523e+08  
635        4185           7.8          2014  1.519800e+08  6.006485e+08  
636        3478           8.0          2014  1.289527e+07  2.151261e+08  
637        3425           7.0          2014  3.131710e+07  3.208343e+08  
639        3720           7.9          2014  5.618655e+07  3.401869e+08  
...         ...           ...           ...           ...           ...  
1387       3969           7.7          2009  7.114803e+07  3.243649e+08  
1389       3220           7.3          2009  2.541001e+08  9.492765e+08  
1919       9767           7.9          2010  1.600000e+08  8.255000e+08  
1920       4920           6.6          2010  2.000000e+08  6.239333e+08  
1921       2853           6.3          2010  2.000000e+08  1.025467e+09  
1922       2597           7.1          2010  1.300000e+07  3.278037e+08  
2409       5923           8.1          1999  8.247033e+07  1.320229e+08  
2410       6351           7.8          1999  8.247033e+07  6.067687e+08  
2633       6079           7.8          2001  1.145284e+08  1.073080e+09  
2634       4265           7.2          2001  1.539360e+08  1.202518e+09  
2875       8432           8.1          2008  1.873655e+08  1.014733e+09  
2876       4209           7.6          2008  1.823016e+08  5.279777e+08  
3372       5025           6.5          2011  1.357157e+08  3.592296e+08  
3374       3750           7.7          2011  1.211748e+08  1.287184e+09  
3911       5114           7.8          2002  9.576865e+07  1.122902e+09  
4361       8903           7.3          2012  2.089437e+08  1.443191e+09  
4362       1426           6.0          2012  6.648210e+07  1.257461e+08  
4363       6723           7.5          2012  2.374361e+08  1.026713e+09  
4364       7375           7.7          2012  9.497443e+07  4.039911e+08  
4365       6137           6.8          2012  1.899489e+08  1.052849e+09  
4949       5636           7.9          2003  1.114231e+08  1.326278e+09  
4950       1708           6.5          2003  2.607776e+07  1.134483e+08  
4951       4223           7.3          2003  1.659494e+08  7.764193e+08  
4952       2932           7.6          2003  3.556058e+07  2.144884e+08  
5422       3369           7.5          2013  1.404050e+08  1.192711e+09  
5423       3775           7.4          2013  9.828350e+07  6.705675e+08  
5424       3025           6.8          2013  1.591257e+08  4.490760e+08  
6190       3406           7.3          2005  1.674845e+08  1.000353e+09  
6191       4914           7.3          2005  1.674845e+08  4.178388e+08  
6554       1015           6.3          2006  5.408346e+07  1.204339e+08  

[66 rows x 21 columns]
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<p><strong>任务2.3: </strong>分组读取</p>
<ol>
<li>对 <code>release_year</code> 进行分组，使用 <a href="http://pandas.pydata.org/pandas-docs/version/0.22/generated/pandas.core.groupby.DataFrameGroupBy.agg.html"><code>.agg</code></a> 获得 <code>revenue</code> 的均值。</li>
<li>对 <code>director</code> 进行分组，使用 <a href="http://pandas.pydata.org/pandas-docs/version/0.22/generated/pandas.core.groupby.DataFrameGroupBy.agg.html"><code>.agg</code></a> 获得 <code>popularity</code> 的均值，从高到低排列。</li>
</ol>
<p>要求：使用 <code>Groupby</code> 命令实现。</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 1</span>
<span class="nb">print</span><span class="p">(</span><span class="n">clean_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;release_year&#39;</span><span class="p">])[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="s1">&#39;mean&#39;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">clean_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;director&#39;</span><span class="p">])[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="s1">&#39;mean&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sort_values</span><span class="p">())</span>
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<pre>release_year
1961    4.000000e+06
1962    5.960000e+07
1963    7.889876e+07
1964    6.295027e+07
1965    1.411957e+08
1967    1.115848e+08
1969    8.197449e+07
1970    0.000000e+00
1971    4.588650e+07
1972    2.450664e+08
1973    3.015420e+08
1974    4.878600e+07
1975    1.961918e+08
1976    0.000000e+00
1977    3.202789e+08
1978    7.233049e+07
1979    9.248203e+07
1980    2.798892e+08
1981    1.219442e+08
1982    2.798207e+08
1983    1.699437e+08
1984    1.470656e+08
1985    1.413097e+08
1986    5.500000e+06
1987    5.718027e+07
1988    9.451583e+06
1989    2.005648e+08
1990    1.429964e+08
1991    1.282618e+08
1992    2.354249e+08
1993    1.497505e+08
1994    1.363249e+08
1995    1.216781e+08
1996    1.127452e+08
1997    3.008943e+08
1998    1.034330e+08
1999    2.073004e+08
2000    1.043420e+08
2001    2.270173e+08
2002    1.788673e+08
2003    1.368929e+08
2004    1.738350e+08
2005    8.538829e+07
2006    1.021119e+08
2007    1.133194e+08
2008    8.715175e+07
2009    9.903001e+07
2010    9.187383e+07
2011    9.906832e+07
2012    1.301356e+08
2013    1.235173e+08
2014    1.063590e+08
2015    1.357583e+08
Name: revenue, dtype: float64
director
Darren Stein                       0.000620
Kirby Dick                         0.001372
John Moffitt                       0.003432
Kristopher Belman                  0.005391
Y.K. Kim|Woo-sang Park             0.005529
Kurt Engfehr                       0.005725
Marc Caro                          0.007487
Fyodor Bondarchuk                  0.010335
Audrey Cummings                    0.011229
Lawrence Shapiro                   0.013510
Mary Lambert                       0.015997
David Kaplan                       0.021041
Larry Clark                        0.021261
Saratswadee Wongsomphet            0.021645
Joel Potrykus                      0.025288
Taika Waititi                      0.028456
Thomas Gomez Durham                0.029727
Dru Brown                          0.030005
Michael McGowan                    0.033634
Michael G. Bartlett                0.037459
Robert Mond                        0.037487
One9                               0.042677
Hal Needham                        0.044675
William Shatner                    0.047609
Dylan Baker                        0.048917
Dan Cutforth|Jane Lipsitz          0.050524
Robert Gordon|Morgan Neville       0.051262
Richard Press                      0.052322
Joel Anderson                      0.054939
David Mamet                        0.059043
                                    ...    
Roger Allers|Rob Minkoff           4.782688
Richard Marquand                   4.828854
Bob Peterson|Pete Docter           4.908902
Shane Black                        4.946136
Alejandro GonzÃ¡lez IÃ±Ã¡rritu     5.053031
Len Wiseman                        5.098829
Sam Mendes                         5.119863
David Yates                        5.126634
J.J. Abrams                        5.432624
Dan Gilroy                         5.522641
Wes Ball                           5.553082
Peter Jackson                      5.625672
Luc Besson                         5.947136
Chris Buck|Jennifer Lee            6.112766
Alex Garland                       6.118847
Pete Docter                        6.326804
Joss Whedon                        6.791347
Alan Taylor                        6.883129
MÃ¥ns MÃ¥rlind|BjÃ¶rn Stein        7.031452
James Gunn                         7.377549
Robert Schwentke                   7.401188
Kyle Balda|Pierre Coffin           7.404165
Lilly Wachowski|Lana Wachowski     7.753899
Morten Tyldum                      8.110711
Christopher Nolan                  8.635610
Don Hall|Chris Williams            8.691294
Chad Stahelski|David Leitch       11.422751
Joe Russo|Anthony Russo           12.971027
George Miller                     14.675428
Colin Trevorrow                   32.985763
Name: popularity, Length: 1340, dtype: float64
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<h2 id="&#31532;&#19977;&#33410;-&#32472;&#22270;&#19982;&#21487;&#35270;&#21270;">&#31532;&#19977;&#33410; &#32472;&#22270;&#19982;&#21487;&#35270;&#21270;<a class="anchor-link" href="#&#31532;&#19977;&#33410;-&#32472;&#22270;&#19982;&#21487;&#35270;&#21270;">&#182;</a></h2><p>接着你要尝试对你的数据进行图像的绘制以及可视化。这一节最重要的是，你能够选择合适的图像，对特定的可视化目标进行可视化。所谓可视化的目标，是你希望从可视化的过程中，观察到怎样的信息以及变化。例如，观察票房随着时间的变化、哪个导演最受欢迎等。</p>
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<thead><tr><th>可视化的目标</th><th>可以使用的图像</th></tr></thead><tbody>
 <tr><td>表示某一属性数据的分布</td><td>饼图、直方图、散点图</td></tr>
 <tr><td>表示某一属性数据随着某一个变量变化</td><td>条形图、折线图、热力图</td></tr>
 <tr><td>比较多个属性的数据之间的关系</td><td>散点图、小提琴图、堆积条形图、堆积折线图</td></tr>
</tbody></table><p>在这个部分，你需要根据题目中问题，选择适当的可视化图像进行绘制，并进行相应的分析。对于选做题，他们具有一定的难度，你可以尝试挑战一下～</p>

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<p><strong>任务3.1：</strong>对 <code>popularity</code> 最高的20名电影绘制其 <code>popularity</code> 值。</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top20</span> <span class="o">=</span> <span class="n">clean_data</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><span class="mi">20</span><span class="p">]</span>

<span class="sd">&#39;&#39;&#39;</span>
<span class="sd">plt.barh(top20[&#39;original_title&#39;], top20[&#39;popularity&#39;], align = &#39;center&#39;, color=&#39;steelblue&#39;, alpha = 1);</span>
<span class="sd">plt.xlabel(&#39;polularity&#39;)</span>
<span class="sd">for x,y in enumerate(top20[&#39;popularity&#39;]):</span>
<span class="sd">    plt.text(y+0.1,x,&#39;%s&#39; %y,va=&#39;center&#39;)</span>
<span class="sd">&#39;&#39;&#39;</span>

<span class="n">sb</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">top20</span><span class="p">[</span><span class="s1">&#39;popularity&#39;</span><span class="p">],</span> <span class="n">top20</span><span class="p">[</span><span class="s1">&#39;original_title&#39;</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;steelblue&#39;</span><span class="p">,</span> <span class="n">orient</span><span class="o">=</span><span class="s1">&#39;h&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;polularity&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">y</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">top20</span><span class="p">[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">y</span><span class="o">+</span><span class="mf">0.1</span><span class="p">,</span><span class="n">x</span><span class="p">,</span><span class="s1">&#39;</span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span><span class="k">y</span>,va=&#39;center&#39;)
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<p><strong>任务3.2：</strong>分析电影净利润（票房-成本）随着年份变化的情况，并简单进行分析。</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">earned</span> <span class="o">=</span> <span class="n">clean_data</span><span class="p">[</span><span class="s1">&#39;revenue_adj&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">clean_data</span><span class="p">[</span><span class="s1">&#39;budget_adj&#39;</span><span class="p">]</span>
<span class="n">clean_data</span><span class="p">[</span><span class="s1">&#39;earned&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">earned</span>
<span class="n">earned_plt</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">clean_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;release_year&#39;</span><span class="p">])[</span><span class="s1">&#39;earned&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="s1">&#39;mean&#39;</span><span class="p">))</span>
<span class="n">earned_plt</span> <span class="o">=</span> <span class="n">earned_plt</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="s1">&#39;release_year&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">earned_plt</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;release_year&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;earned&#39;</span><span class="p">);</span>
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<pre>e:\ProgramData\Anaconda3\envs\py3\lib\site-packages\ipykernel_launcher.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  
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<p>从上图可以看出，整个电影的净利润走向并不是一个比较平滑的折线。从最初到前期的起伏十分巨大，说明此时电影行业的利润情况是不稳定的。
在折线的最后我们可以发现，整个利润逐渐趋向于一个平稳的状态。说明电影行业发展到后面，利润情况已经难有巨大变化，预算和票房已经难有较大差值。</p>

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<p><strong>[选做]任务3.3：</strong>选择最多产的10位导演（电影数量最多的），绘制他们排行前3的三部电影的票房情况，并简要进行分析。</p>

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<p><strong>[选做]任务3.4：</strong>分析1968年~2015年六月电影的数量的变化。</p>

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<p><strong>[选做]任务3.5：</strong>分析1968年~2015年六月电影 <code>Comedy</code> 和 <code>Drama</code> 两类电影的数量的变化。</p>

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<blockquote><p>注意: 当你写完了所有的代码，并且回答了所有的问题。你就可以把你的 iPython Notebook 导出成 HTML 文件。你可以在菜单栏，这样导出<strong>File -&gt; Download as -&gt; HTML (.html)、Python (.py)</strong> 把导出的 HTML、python文件 和这个 iPython notebook 一起提交给审阅者。</p>
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