Project 3- Investigate a Dataset/investigate-TMDb_Movie-dataset.html

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.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Use this cell to set up import statements for all of the packages that you</span>
<span class="c1">#   plan to use.</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">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span>
<span class="o">%</span> <span class="n">matplotlib</span> <span class="n">inline</span>
<span class="c1"># Remember to include a &#39;magic word&#39; so that your visualizations are plotted</span>
<span class="c1">#   inline with the notebook. See this page for more:</span>
<span class="c1">#   http://ipython.readthedocs.io/en/stable/interactive/magics.html </span>
</pre></div>

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<p><a id='wrangling'></a></p>
<h2 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">&#182;</a></h2><blockquote><p><strong>Tip</strong>: In this section of the report, you will load in the data, check for cleanliness, and then trim and clean your dataset for analysis. Make sure that you <strong>document your data cleaning steps in mark-down cells precisely and justify your cleaning decisions.</strong></p>
</blockquote>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load your data and print it</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;Database_TMDb_movie_data/tmdb-movies.csv&quot;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>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"># display some information about data</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 10866 entries, 0 to 10865
Data columns (total 21 columns):
id                      10866 non-null int64
imdb_id                 10856 non-null object
popularity              10866 non-null float64
budget                  10866 non-null int64
revenue                 10866 non-null int64
original_title          10866 non-null object
cast                    10790 non-null object
homepage                2936 non-null object
director                10822 non-null object
tagline                 8042 non-null object
keywords                9373 non-null object
overview                10862 non-null object
runtime                 10866 non-null int64
genres                  10843 non-null object
production_companies    9836 non-null object
release_date            10866 non-null object
vote_count              10866 non-null int64
vote_average            10866 non-null float64
release_year            10866 non-null int64
budget_adj              10866 non-null float64
revenue_adj             10866 non-null float64
dtypes: float64(4), int64(6), object(11)
memory usage: 1.7+ MB
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># display some statistics about data</span>
<span class="n">df</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>runtime</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>1.086600e+04</td>
      <td>1.086600e+04</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>10866.000000</td>
      <td>1.086600e+04</td>
      <td>1.086600e+04</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>66064.177434</td>
      <td>0.646441</td>
      <td>1.462570e+07</td>
      <td>3.982332e+07</td>
      <td>102.070863</td>
      <td>217.389748</td>
      <td>5.974922</td>
      <td>2001.322658</td>
      <td>1.755104e+07</td>
      <td>5.136436e+07</td>
    </tr>
    <tr>
      <th>std</th>
      <td>92130.136561</td>
      <td>1.000185</td>
      <td>3.091321e+07</td>
      <td>1.170035e+08</td>
      <td>31.381405</td>
      <td>575.619058</td>
      <td>0.935142</td>
      <td>12.812941</td>
      <td>3.430616e+07</td>
      <td>1.446325e+08</td>
    </tr>
    <tr>
      <th>min</th>
      <td>5.000000</td>
      <td>0.000065</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000</td>
      <td>10.000000</td>
      <td>1.500000</td>
      <td>1960.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>10596.250000</td>
      <td>0.207583</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>90.000000</td>
      <td>17.000000</td>
      <td>5.400000</td>
      <td>1995.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>20669.000000</td>
      <td>0.383856</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>99.000000</td>
      <td>38.000000</td>
      <td>6.000000</td>
      <td>2006.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>75610.000000</td>
      <td>0.713817</td>
      <td>1.500000e+07</td>
      <td>2.400000e+07</td>
      <td>111.000000</td>
      <td>145.750000</td>
      <td>6.600000</td>
      <td>2011.000000</td>
      <td>2.085325e+07</td>
      <td>3.369710e+07</td>
    </tr>
    <tr>
      <th>max</th>
      <td>417859.000000</td>
      <td>32.985763</td>
      <td>4.250000e+08</td>
      <td>2.781506e+09</td>
      <td>900.000000</td>
      <td>9767.000000</td>
      <td>9.200000</td>
      <td>2015.000000</td>
      <td>4.250000e+08</td>
      <td>2.827124e+09</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<h3 id="Obsevations">Obsevations<a class="anchor-link" href="#Obsevations">&#182;</a></h3><ul>
<li><p>the mean of budget is 1.462570e+07$</p>
</li>
<li><p>max budget is 4.250000e+08$</p>
</li>
<li><p>there is a mistake some of movies in the database have zero budget or zero revenue that is there value has not been recorded</p>
</li>
</ul>

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<h3 id="Data-Cleaning">Data Cleaning<a class="anchor-link" href="#Data-Cleaning">&#182;</a></h3>
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<blockquote><p>Remove the duplicates in the rows(if any).</p>
</blockquote>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#display number of duplicated</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>

<span class="c1">#remove duplicates</span>
<span class="n">df</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1">#display number of duplicated</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
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<pre>1
0
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<blockquote><p>Removing Unused columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create a list of unused cloumns</span>
<span class="n">delete_col</span><span class="o">=</span><span class="p">[</span> <span class="s1">&#39;id&#39;</span><span class="p">,</span> <span class="s1">&#39;imdb_id&#39;</span><span class="p">,</span> <span class="s1">&#39;popularity&#39;</span><span class="p">,</span> <span class="s1">&#39;budget_adj&#39;</span><span class="p">,</span> <span class="s1">&#39;revenue_adj&#39;</span><span class="p">,</span> <span class="s1">&#39;homepage&#39;</span><span class="p">,</span> <span class="s1">&#39;keywords&#39;</span><span class="p">,</span> <span class="s1">&#39;overview&#39;</span><span class="p">,</span> <span class="s1">&#39;production_companies&#39;</span><span class="p">,</span> <span class="s1">&#39;vote_count&#39;</span><span class="p">]</span>

<span class="c1">#delete unused columns</span>
<span class="n">df</span><span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">delete_col</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>

<span class="c1">#display data after delete unused cloumns</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
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    }

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    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>director</th>
      <th>tagline</th>
      <th>runtime</th>
      <th>genres</th>
      <th>release_date</th>
      <th>vote_average</th>
      <th>release_year</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>Colin Trevorrow</td>
      <td>The park is open.</td>
      <td>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>6/9/15</td>
      <td>6.5</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>1</th>
      <td>150000000</td>
      <td>378436354</td>
      <td>Mad Max: Fury Road</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>George Miller</td>
      <td>What a Lovely Day.</td>
      <td>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>5/13/15</td>
      <td>7.1</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>2</th>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>Robert Schwentke</td>
      <td>One Choice Can Destroy You</td>
      <td>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>3/18/15</td>
      <td>6.3</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>3</th>
      <td>200000000</td>
      <td>2068178225</td>
      <td>Star Wars: The Force Awakens</td>
      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>
      <td>J.J. Abrams</td>
      <td>Every generation has a story.</td>
      <td>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>12/15/15</td>
      <td>7.5</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>4</th>
      <td>190000000</td>
      <td>1506249360</td>
      <td>Furious 7</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>James Wan</td>
      <td>Vengeance Hits Home</td>
      <td>137</td>
      <td>Action|Crime|Thriller</td>
      <td>4/1/15</td>
      <td>7.3</td>
      <td>2015</td>
    </tr>
  </tbody>
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<blockquote><p>replace zeros in budget, revenue and runtime into null</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#display null values</span>
<span class="n">df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>budget               0
revenue              0
original_title       0
cast                76
director            44
tagline           2824
runtime              0
genres              23
release_date         0
vote_average         0
release_year         0
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#list of revenue, budget and runtime column</span>
<span class="n">lists</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">,</span> <span class="s1">&#39;revenue&#39;</span><span class="p">,</span> <span class="s1">&#39;runtime&#39;</span><span class="p">]</span>

<span class="c1">#replace all the value from &#39;0&#39; to NAN in the list</span>
<span class="n">df</span><span class="p">[</span><span class="n">lists</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">lists</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">NAN</span><span class="p">)</span>

<span class="c1">#display null values</span>
<span class="n">df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>budget            5696
revenue           6016
original_title       0
cast                76
director            44
tagline           2824
runtime             31
genres              23
release_date         0
vote_average         0
release_year         0
dtype: int64</pre>
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<blockquote><p>remove null values</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#drop null values</span>
<span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="c1">#display null values</span>
<span class="n">df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>budget            0
revenue           0
original_title    0
cast              0
director          0
tagline           0
runtime           0
genres            0
release_date      0
vote_average      0
release_year      0
dtype: int64</pre>
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<blockquote><p>Changing some date types column</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#display data types of column</span>
<span class="n">df</span><span class="o">.</span><span class="n">dtypes</span>
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<pre>budget            float64
revenue           float64
original_title     object
cast               object
director           object
tagline            object
runtime           float64
genres             object
release_date       object
vote_average      float64
release_year        int64
dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#change data type of release_data </span>
<span class="n">df</span><span class="o">.</span><span class="n">release_date</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;release_date&#39;</span><span class="p">])</span>

<span class="c1">#display the date</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>director</th>
      <th>tagline</th>
      <th>runtime</th>
      <th>genres</th>
      <th>release_date</th>
      <th>vote_average</th>
      <th>release_year</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>150000000.0</td>
      <td>1.513529e+09</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>Colin Trevorrow</td>
      <td>The park is open.</td>
      <td>124.0</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-06-09</td>
      <td>6.5</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>1</th>
      <td>150000000.0</td>
      <td>3.784364e+08</td>
      <td>Mad Max: Fury Road</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>George Miller</td>
      <td>What a Lovely Day.</td>
      <td>120.0</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-05-13</td>
      <td>7.1</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>2</th>
      <td>110000000.0</td>
      <td>2.952382e+08</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>Robert Schwentke</td>
      <td>One Choice Can Destroy You</td>
      <td>119.0</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>2015-03-18</td>
      <td>6.3</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>3</th>
      <td>200000000.0</td>
      <td>2.068178e+09</td>
      <td>Star Wars: The Force Awakens</td>
      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>
      <td>J.J. Abrams</td>
      <td>Every generation has a story.</td>
      <td>136.0</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>2015-12-15</td>
      <td>7.5</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>4</th>
      <td>190000000.0</td>
      <td>1.506249e+09</td>
      <td>Furious 7</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>James Wan</td>
      <td>Vengeance Hits Home</td>
      <td>137.0</td>
      <td>Action|Crime|Thriller</td>
      <td>2015-04-01</td>
      <td>7.3</td>
      <td>2015</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># change data type of budget and revenue to int</span>
<span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">,</span> <span class="s1">&#39;revenue&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">:</span>
    <span class="n">df</span><span class="p">[</span><span class="n">c</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">c</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>

<span class="c1">#display the data</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>director</th>
      <th>tagline</th>
      <th>runtime</th>
      <th>genres</th>
      <th>release_date</th>
      <th>vote_average</th>
      <th>release_year</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>Colin Trevorrow</td>
      <td>The park is open.</td>
      <td>124.0</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-06-09</td>
      <td>6.5</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>1</th>
      <td>150000000</td>
      <td>378436354</td>
      <td>Mad Max: Fury Road</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>George Miller</td>
      <td>What a Lovely Day.</td>
      <td>120.0</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-05-13</td>
      <td>7.1</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>2</th>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>Robert Schwentke</td>
      <td>One Choice Can Destroy You</td>
      <td>119.0</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>2015-03-18</td>
      <td>6.3</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>3</th>
      <td>200000000</td>
      <td>2068178225</td>
      <td>Star Wars: The Force Awakens</td>
      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>
      <td>J.J. Abrams</td>
      <td>Every generation has a story.</td>
      <td>136.0</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>2015-12-15</td>
      <td>7.5</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>4</th>
      <td>190000000</td>
      <td>1506249360</td>
      <td>Furious 7</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>James Wan</td>
      <td>Vengeance Hits Home</td>
      <td>137.0</td>
      <td>Action|Crime|Thriller</td>
      <td>2015-04-01</td>
      <td>7.3</td>
      <td>2015</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_cast</span><span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;cast&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;|&#39;</span><span class="p">,</span> <span class="n">expand</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">f</span><span class="s2">&quot;cast_{x+1}&quot;</span><span class="p">))</span>
<span class="n">df_genren</span><span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;genres&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;|&#39;</span><span class="p">,</span> <span class="n">expand</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">f</span><span class="s2">&quot;genres_{x+1}&quot;</span><span class="p">))</span>
        
<span class="n">df_genren</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>genres_1</th>
      <th>genres_2</th>
      <th>genres_3</th>
      <th>genres_4</th>
      <th>genres_5</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Action</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Thriller</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Action</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Thriller</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Thriller</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Action</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Fantasy</td>
      <td>None</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Action</td>
      <td>Crime</td>
      <td>Thriller</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">df_cast</span><span class="p">,</span> <span class="n">df_genren</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">head</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>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>director</th>
      <th>tagline</th>
      <th>runtime</th>
      <th>genres</th>
      <th>release_date</th>
      <th>vote_average</th>
      <th>...</th>
      <th>cast_1</th>
      <th>cast_2</th>
      <th>cast_3</th>
      <th>cast_4</th>
      <th>cast_5</th>
      <th>genres_1</th>
      <th>genres_2</th>
      <th>genres_3</th>
      <th>genres_4</th>
      <th>genres_5</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>Colin Trevorrow</td>
      <td>The park is open.</td>
      <td>124.0</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-06-09</td>
      <td>6.5</td>
      <td>...</td>
      <td>Chris Pratt</td>
      <td>Bryce Dallas Howard</td>
      <td>Irrfan Khan</td>
      <td>Vincent D'Onofrio</td>
      <td>Nick Robinson</td>
      <td>Action</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Thriller</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1</th>
      <td>150000000</td>
      <td>378436354</td>
      <td>Mad Max: Fury Road</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>George Miller</td>
      <td>What a Lovely Day.</td>
      <td>120.0</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-05-13</td>
      <td>7.1</td>
      <td>...</td>
      <td>Tom Hardy</td>
      <td>Charlize Theron</td>
      <td>Hugh Keays-Byrne</td>
      <td>Nicholas Hoult</td>
      <td>Josh Helman</td>
      <td>Action</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Thriller</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2</th>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>Robert Schwentke</td>
      <td>One Choice Can Destroy You</td>
      <td>119.0</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>2015-03-18</td>
      <td>6.3</td>
      <td>...</td>
      <td>Shailene Woodley</td>
      <td>Theo James</td>
      <td>Kate Winslet</td>
      <td>Ansel Elgort</td>
      <td>Miles Teller</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Thriller</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>3</th>
      <td>200000000</td>
      <td>2068178225</td>
      <td>Star Wars: The Force Awakens</td>
      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>
      <td>J.J. Abrams</td>
      <td>Every generation has a story.</td>
      <td>136.0</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>2015-12-15</td>
      <td>7.5</td>
      <td>...</td>
      <td>Harrison Ford</td>
      <td>Mark Hamill</td>
      <td>Carrie Fisher</td>
      <td>Adam Driver</td>
      <td>Daisy Ridley</td>
      <td>Action</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Fantasy</td>
      <td>None</td>
    </tr>
    <tr>
      <th>4</th>
      <td>190000000</td>
      <td>1506249360</td>
      <td>Furious 7</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>James Wan</td>
      <td>Vengeance Hits Home</td>
      <td>137.0</td>
      <td>Action|Crime|Thriller</td>
      <td>2015-04-01</td>
      <td>7.3</td>
      <td>...</td>
      <td>Vin Diesel</td>
      <td>Paul Walker</td>
      <td>Jason Statham</td>
      <td>Michelle Rodriguez</td>
      <td>Dwayne Johnson</td>
      <td>Action</td>
      <td>Crime</td>
      <td>Thriller</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 21 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">drops</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;cast&#39;</span><span class="p">,</span><span class="s1">&#39;genres&#39;</span><span class="p">]</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">drops</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        vertical-align: middle;
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        vertical-align: top;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>director</th>
      <th>tagline</th>
      <th>runtime</th>
      <th>release_date</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>cast_1</th>
      <th>cast_2</th>
      <th>cast_3</th>
      <th>cast_4</th>
      <th>cast_5</th>
      <th>genres_1</th>
      <th>genres_2</th>
      <th>genres_3</th>
      <th>genres_4</th>
      <th>genres_5</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Jurassic World</td>
      <td>Colin Trevorrow</td>
      <td>The park is open.</td>
      <td>124.0</td>
      <td>2015-06-09</td>
      <td>6.5</td>
      <td>2015</td>
      <td>Chris Pratt</td>
      <td>Bryce Dallas Howard</td>
      <td>Irrfan Khan</td>
      <td>Vincent D'Onofrio</td>
      <td>Nick Robinson</td>
      <td>Action</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Thriller</td>
      <td>None</td>
    </tr>
    <tr>
      <th>1</th>
      <td>150000000</td>
      <td>378436354</td>
      <td>Mad Max: Fury Road</td>
      <td>George Miller</td>
      <td>What a Lovely Day.</td>
      <td>120.0</td>
      <td>2015-05-13</td>
      <td>7.1</td>
      <td>2015</td>
      <td>Tom Hardy</td>
      <td>Charlize Theron</td>
      <td>Hugh Keays-Byrne</td>
      <td>Nicholas Hoult</td>
      <td>Josh Helman</td>
      <td>Action</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Thriller</td>
      <td>None</td>
    </tr>
    <tr>
      <th>2</th>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Robert Schwentke</td>
      <td>One Choice Can Destroy You</td>
      <td>119.0</td>
      <td>2015-03-18</td>
      <td>6.3</td>
      <td>2015</td>
      <td>Shailene Woodley</td>
      <td>Theo James</td>
      <td>Kate Winslet</td>
      <td>Ansel Elgort</td>
      <td>Miles Teller</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Thriller</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>3</th>
      <td>200000000</td>
      <td>2068178225</td>
      <td>Star Wars: The Force Awakens</td>
      <td>J.J. Abrams</td>
      <td>Every generation has a story.</td>
      <td>136.0</td>
      <td>2015-12-15</td>
      <td>7.5</td>
      <td>2015</td>
      <td>Harrison Ford</td>
      <td>Mark Hamill</td>
      <td>Carrie Fisher</td>
      <td>Adam Driver</td>
      <td>Daisy Ridley</td>
      <td>Action</td>
      <td>Adventure</td>
      <td>Science Fiction</td>
      <td>Fantasy</td>
      <td>None</td>
    </tr>
    <tr>
      <th>4</th>
      <td>190000000</td>
      <td>1506249360</td>
      <td>Furious 7</td>
      <td>James Wan</td>
      <td>Vengeance Hits Home</td>
      <td>137.0</td>
      <td>2015-04-01</td>
      <td>7.3</td>
      <td>2015</td>
      <td>Vin Diesel</td>
      <td>Paul Walker</td>
      <td>Jason Statham</td>
      <td>Michelle Rodriguez</td>
      <td>Dwayne Johnson</td>
      <td>Action</td>
      <td>Crime</td>
      <td>Thriller</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#display data types of data</span>
<span class="n">df</span><span class="o">.</span><span class="n">dtypes</span>
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<pre>budget                     int64
revenue                    int64
original_title            object
director                  object
tagline                   object
runtime                  float64
release_date      datetime64[ns]
vote_average             float64
release_year               int64
cast_1                    object
cast_2                    object
cast_3                    object
cast_4                    object
cast_5                    object
genres_1                  object
genres_2                  object
genres_3                  object
genres_4                  object
genres_5                  object
dtype: object</pre>
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<p><a id='eda'></a></p>
<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2><h3 id="a-general-look-on-the-data">a general look on the data<a class="anchor-link" href="#a-general-look-on-the-data">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#diplay general look</span>
<span class="n">df</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">12</span><span class="p">));</span>
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<li>most vote_average = 6.5</li>
<li>The movie release count has increased over time</li>
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<h3 id="Research-Question-1---Which-genres-are-most-popular-from-year-to-year?">Research Question 1-  Which genres are most popular from year to year?<a class="anchor-link" href="#Research-Question-1---Which-genres-are-most-popular-from-year-to-year?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[41]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#creates an array of years </span>
<span class="n">years</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;release_year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>

<span class="c1">#creates a list of tuples for most common genres in specific years</span>
<span class="n">most_popular</span> <span class="o">=</span> <span class="p">[]</span> 

<span class="c1">#for loop to create most_popular list</span>
<span class="k">for</span> <span class="n">year</span> <span class="ow">in</span> <span class="n">years</span><span class="p">:</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;release_year&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">year</span><span class="p">]</span>
    <span class="n">most</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="s1">&#39;genres_1&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">idxmax</span><span class="p">()</span>
    <span class="n">most_popular</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">year</span><span class="p">,</span><span class="n">most</span><span class="p">))</span>

<span class="c1">#creates dataframw for list of most_popular genre</span>
<span class="n">df_most_popular</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">most_popular</span><span class="p">,</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;release_year&#39;</span><span class="p">,</span><span class="s1">&#39;popular_produced_genre&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;release_year&#39;</span><span class="p">)</span>
<span class="n">df_most_popular</span> 
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      <th></th>
      <th>release_year</th>
      <th>popular_produced_genre</th>
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    <tr>
      <th>44</th>
      <td>1960</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>43</th>
      <td>1961</td>
      <td>Comedy</td>
    </tr>
    <tr>
      <th>39</th>
      <td>1962</td>
      <td>Western</td>
    </tr>
    <tr>
      <th>48</th>
      <td>1963</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>40</th>
      <td>1964</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>52</th>
      <td>1965</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>55</th>
      <td>1966</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>47</th>
      <td>1967</td>
      <td>Crime</td>
    </tr>
    <tr>
      <th>36</th>
      <td>1968</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>53</th>
      <td>1969</td>
      <td>Adventure</td>
    </tr>
    <tr>
      <th>51</th>
      <td>1970</td>
      <td>Adventure</td>
    </tr>
    <tr>
      <th>41</th>
      <td>1971</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>19</th>
      <td>1972</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>50</th>
      <td>1973</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>37</th>
      <td>1974</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>38</th>
      <td>1975</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>45</th>
      <td>1976</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1977</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>54</th>
      <td>1978</td>
      <td>Horror</td>
    </tr>
    <tr>
      <th>22</th>
      <td>1979</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>20</th>
      <td>1980</td>
      <td>Horror</td>
    </tr>
    <tr>
      <th>27</th>
      <td>1981</td>
      <td>Horror</td>
    </tr>
    <tr>
      <th>30</th>
      <td>1982</td>
      <td>Horror</td>
    </tr>
    <tr>
      <th>24</th>
      <td>1983</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>23</th>
      <td>1984</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>15</th>
      <td>1985</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>49</th>
      <td>1986</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>35</th>
      <td>1987</td>
      <td>Comedy</td>
    </tr>
    <tr>
      <th>34</th>
      <td>1988</td>
      <td>Comedy</td>
    </tr>
    <tr>
      <th>32</th>
      <td>1989</td>
      <td>Comedy</td>
    </tr>
    <tr>
      <th>42</th>
      <td>1990</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>33</th>
      <td>1991</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>26</th>
      <td>1992</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>46</th>
      <td>1993</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>10</th>
      <td>1994</td>
      <td>Comedy</td>
    </tr>
    <tr>
      <th>25</th>
      <td>1995</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>28</th>
      <td>1996</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>13</th>
      <td>1997</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>31</th>
      <td>1998</td>
      <td>Comedy</td>
    </tr>
    <tr>
      <th>5</th>
      <td>1999</td>
      <td>Comedy</td>
    </tr>
    <tr>
      <th>29</th>
      <td>2000</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>6</th>
      <td>2001</td>
      <td>Action</td>
    </tr>
    <tr>
      <th>9</th>
      <td>2002</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>12</th>
      <td>2003</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>18</th>
      <td>2004</td>
      <td>Comedy</td>
    </tr>
    <tr>
      <th>16</th>
      <td>2005</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>17</th>
      <td>2006</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>21</th>
      <td>2007</td>
      <td>Comedy</td>
    </tr>
    <tr>
      <th>7</th>
      <td>2008</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2009</td>
      <td>Comedy</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2010</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>8</th>
      <td>2011</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>11</th>
      <td>2012</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>14</th>
      <td>2013</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2014</td>
      <td>Drama</td>
    </tr>
    <tr>
      <th>0</th>
      <td>2015</td>
      <td>Drama</td>
    </tr>
  </tbody>
</table>
</div>
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<h3 id="Research-Question-2---Which-genres-are-most-popular-over-time-?">Research Question 2-  Which genres are most popular over time ?<a class="anchor-link" href="#Research-Question-2---Which-genres-are-most-popular-over-time-?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#over time most popular genres</span>
<span class="n">overtime_popular</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;genres_1&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">overtime_popular</span>
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<pre>Drama              784
Comedy             724
Action             667
Adventure          298
Horror             269
Crime              156
Thriller           150
Fantasy            105
Animation          100
Science Fiction     96
Romance             58
Family              37
Mystery             33
Documentary         24
Music               23
War                 19
Western             14
History             14
TV Movie             1
Name: genres_1, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dff</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">overtime_popular</span><span class="p">)</span>

<span class="n">index_list</span> <span class="o">=</span> <span class="n">dff</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">frq_name_list</span> <span class="o">=</span> <span class="n">dff</span><span class="p">[</span><span class="s2">&quot;genres_1&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">index_list</span><span class="p">,</span> <span class="n">frq_name_list</span><span class="p">,</span><span class="n">color</span> <span class="o">=</span> <span class="s2">&quot;midnightblue&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">13</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Number of produced movies&quot;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span><span class="mi">13</span> <span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;genres types&quot;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span><span class="mi">13</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;movies listings by genre&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s2">&quot;bold&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<blockquote><p>most popular genre is drama</p>
<p>the least popular is tv shows</p>
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<h3 id="Research-Question--3-ih-there-relation-between-runtime-and-budget-?">Research Question  3-ih there relation between runtime and budget ?<a class="anchor-link" href="#Research-Question--3-ih-there-relation-between-runtime-and-budget-?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[44]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span> <span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">scatter</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;runtime&quot;</span><span class="p">],</span>
           <span class="n">df</span><span class="p">[</span><span class="s2">&quot;budget&quot;</span><span class="p">],</span>
           <span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.6</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Relationship between runtime and budget&quot;</span><span class="p">,</span>
          <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">16</span><span class="p">,</span>
         <span class="n">weight</span> <span class="o">=</span> <span class="s2">&quot;bold&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;runtime&quot;</span><span class="p">,</span>
           <span class="n">weight</span> <span class="o">=</span> <span class="s2">&quot;bold&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;budget&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<blockquote><p>there is no realation between runtime and budget</p>
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<h3 id="Research-Question-4---revenue-over-years">Research Question 4-  revenue over years<a class="anchor-link" href="#Research-Question-4---revenue-over-years">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">revenue_year</span> <span class="o">=</span> <span class="n">df</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">sum</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">revenue_year</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;revenue over time&quot;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span> <span class="n">fontweight</span> <span class="o">=</span> <span class="s2">&quot;bold&quot;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s2">&quot;darkblue&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Revenue&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;years&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<blockquote><p>there is a big raise at revenue after 2000</p>
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<h3 id="Research-Question--4-What-kinds-of-properties-are-associated-with-movies-that-have-high-revenues?">Research Question  4-What kinds of properties are associated with movies that have high revenues?<a class="anchor-link" href="#Research-Question--4-What-kinds-of-properties-are-associated-with-movies-that-have-high-revenues?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">high_revenues</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">ave</span><span class="p">(</span><span class="n">column</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">high_revenues</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#most popular dicrectors</span>
<span class="n">ave</span><span class="p">(</span><span class="s2">&quot;director&quot;</span><span class="p">)</span>
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<pre>Steven Spielberg    22
Robert Zemeckis     11
Michael Bay         10
Tony Scott          10
Ridley Scott         9
Name: director, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#most popular actors</span>
<span class="n">ave</span><span class="p">(</span><span class="s2">&quot;cast_1&quot;</span><span class="p">)</span>
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<pre>Tom Cruise            24
Tom Hanks             20
Adam Sandler          17
Sylvester Stallone    17
Denzel Washington     14
Name: cast_1, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#average time</span>
<span class="nb">int</span><span class="p">(</span><span class="n">high_revenues</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
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<pre>115</pre>
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<p><a id='conclusions'></a></p>
<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2><blockquote><p>for making a successful movie</p>
<ul>
<li>Average run time must be 115 min</li>
<li>you cast should be include on of (Tom Cruise, Tom Hanks Sylvester, Stallone , Adam Sandler, Bruce Willis)</li>
<li>genre must be one of (Drama, Comedy, Action, Adventure, Horror)</li>
<li>director must be one of (Steven Spielberg, Robert Zemeckis, Tony Scott, Michael Bay, Tim Burton)</li>
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<h3 id="Limitations">Limitations<a class="anchor-link" href="#Limitations">&#182;</a></h3><blockquote><p>This analysis was done considering the movies which had a significant amount of revenue of higher than average.</p>
<p>This analysis did not take into account the inflation of the currency over time</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">subprocess</span> <span class="k">import</span> <span class="n">call</span>
<span class="n">call</span><span class="p">([</span><span class="s1">&#39;python&#39;</span><span class="p">,</span> <span class="s1">&#39;-m&#39;</span><span class="p">,</span> <span class="s1">&#39;nbconvert&#39;</span><span class="p">,</span> <span class="s1">&#39;Investigate_a_Dataset.ipynb&#39;</span><span class="p">])</span>
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<pre>0</pre>
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