Investigate_a_dataset-TMDb_movie_database.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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<h1 id="Project:-Investigate-a-Dataset-(TMDb-Movie)">Project: Investigate a Dataset (TMDb Movie)<a class="anchor-link" href="#Project:-Investigate-a-Dataset-(TMDb-Movie)">&#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><blockquote><p>I am using TMDB movie dataset for this project. this dataset has information about 10,000 movies collected from The Movie Database (TMDb)</p>
<h4 id="Introduction-to-dataset:">Introduction to dataset:<a class="anchor-link" href="#Introduction-to-dataset:">&#182;</a></h4>
</blockquote>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import all the packages needed for analysis</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">numpy</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pandas</span>
<span class="kn">import</span> <span class="nn">csv</span>
<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="c1"># to Print our visualizations</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<blockquote><p>loading data.........</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span> <span class="o">=</span> <span class="n">pandas</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;tmdb-movies.csv&#39;</span><span class="p">)</span>
<span class="n">ds</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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        vertical-align: top;
    }

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>imdb_id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>homepage</th>
      <th>director</th>
      <th>tagline</th>
      <th>...</th>
      <th>overview</th>
      <th>runtime</th>
      <th>genres</th>
      <th>production_companies</th>
      <th>release_date</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>135397</td>
      <td>tt0369610</td>
      <td>32.985763</td>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>http://www.jurassicworld.com/</td>
      <td>Colin Trevorrow</td>
      <td>The park is open.</td>
      <td>...</td>
      <td>Twenty-two years after the events of Jurassic ...</td>
      <td>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Universal Studios|Amblin Entertainment|Legenda...</td>
      <td>6/9/15</td>
      <td>5562</td>
      <td>6.5</td>
      <td>2015</td>
      <td>1.379999e+08</td>
      <td>1.392446e+09</td>
    </tr>
    <tr>
      <th>1</th>
      <td>76341</td>
      <td>tt1392190</td>
      <td>28.419936</td>
      <td>150000000</td>
      <td>378436354</td>
      <td>Mad Max: Fury Road</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>http://www.madmaxmovie.com/</td>
      <td>George Miller</td>
      <td>What a Lovely Day.</td>
      <td>...</td>
      <td>An apocalyptic story set in the furthest reach...</td>
      <td>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Village Roadshow Pictures|Kennedy Miller Produ...</td>
      <td>5/13/15</td>
      <td>6185</td>
      <td>7.1</td>
      <td>2015</td>
      <td>1.379999e+08</td>
      <td>3.481613e+08</td>
    </tr>
    <tr>
      <th>2</th>
      <td>262500</td>
      <td>tt2908446</td>
      <td>13.112507</td>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>http://www.thedivergentseries.movie/#insurgent</td>
      <td>Robert Schwentke</td>
      <td>One Choice Can Destroy You</td>
      <td>...</td>
      <td>Beatrice Prior must confront her inner demons ...</td>
      <td>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>
      <td>3/18/15</td>
      <td>2480</td>
      <td>6.3</td>
      <td>2015</td>
      <td>1.012000e+08</td>
      <td>2.716190e+08</td>
    </tr>
    <tr>
      <th>3</th>
      <td>140607</td>
      <td>tt2488496</td>
      <td>11.173104</td>
      <td>200000000</td>
      <td>2068178225</td>
      <td>Star Wars: The Force Awakens</td>
      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>
      <td>http://www.starwars.com/films/star-wars-episod...</td>
      <td>J.J. Abrams</td>
      <td>Every generation has a story.</td>
      <td>...</td>
      <td>Thirty years after defeating the Galactic Empi...</td>
      <td>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>Lucasfilm|Truenorth Productions|Bad Robot</td>
      <td>12/15/15</td>
      <td>5292</td>
      <td>7.5</td>
      <td>2015</td>
      <td>1.839999e+08</td>
      <td>1.902723e+09</td>
    </tr>
    <tr>
      <th>4</th>
      <td>168259</td>
      <td>tt2820852</td>
      <td>9.335014</td>
      <td>190000000</td>
      <td>1506249360</td>
      <td>Furious 7</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>http://www.furious7.com/</td>
      <td>James Wan</td>
      <td>Vengeance Hits Home</td>
      <td>...</td>
      <td>Deckard Shaw seeks revenge against Dominic Tor...</td>
      <td>137</td>
      <td>Action|Crime|Thriller</td>
      <td>Universal Pictures|Original Film|Media Rights ...</td>
      <td>4/1/15</td>
      <td>2947</td>
      <td>7.3</td>
      <td>2015</td>
      <td>1.747999e+08</td>
      <td>1.385749e+09</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 21 columns</p>
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<blockquote><h4 id="Questions-that-can-be-answered-by-looking-at-the-datasets-are:">Questions that can be answered by looking at the datasets are:<a class="anchor-link" href="#Questions-that-can-be-answered-by-looking-at-the-datasets-are:">&#182;</a></h4><h5 id="Some-general-questions-that-can-be-answered-are:">Some general questions that can be answered are:<a class="anchor-link" href="#Some-general-questions-that-can-be-answered-are:">&#182;</a></h5><ol>
<li>Which movie had the highest and lowest profit?</li>
<li>Which movie had the greatest and least runtime?</li>
<li>What is the average runtime of all movies?</li>
<li>Which movie had the highest and lowest budget?</li>
<li>Which movie had the highest and lowest revenue?</li>
</ol><h5 id="Some-questions-that-can-be-answered-based-on-the-Profit-of-movies-making-more-then-30M-Dollars:">Some questions that can be answered based on the Profit of movies making more then 30M Dollars:<a class="anchor-link" href="#Some-questions-that-can-be-answered-based-on-the-Profit-of-movies-making-more-then-30M-Dollars:">&#182;</a></h5><ol>
<li>What is the average budget of the movie?</li>
<li>What is the average revenue of the movie?</li>
<li>What is the average runtime of the movie?</li>
<li>Which are the successfull genres?</li>
<li>Which are the most frequent cast involved?</li>
</ol>
</blockquote>

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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>Here I will clean and trim dataset for analysis.</p>
<h4 id="Observations-from-above-dataset-are:">Observations from above dataset are:<a class="anchor-link" href="#Observations-from-above-dataset-are:">&#182;</a></h4><p><ol></p>
<p><li>dataset do not provide the currency for  columns i am dealing with so chose dollars as currency</li>
&lt;/ol&gt;
Let's check the dataset</p>
</blockquote>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</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;
    }

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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>imdb_id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>homepage</th>
      <th>director</th>
      <th>tagline</th>
      <th>...</th>
      <th>overview</th>
      <th>runtime</th>
      <th>genres</th>
      <th>production_companies</th>
      <th>release_date</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <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>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</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;
    }

    .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>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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 10866 entries, 0 to 10865
Data columns (total 21 columns):
id                      10866 non-null int64
imdb_id                 10856 non-null object
popularity              10866 non-null float64
budget                  10866 non-null int64
revenue                 10866 non-null int64
original_title          10866 non-null object
cast                    10790 non-null object
homepage                2936 non-null object
director                10822 non-null object
tagline                 8042 non-null object
keywords                9373 non-null object
overview                10862 non-null object
runtime                 10866 non-null int64
genres                  10843 non-null object
production_companies    9836 non-null object
release_date            10866 non-null object
vote_count              10866 non-null int64
vote_average            10866 non-null float64
release_year            10866 non-null int64
budget_adj              10866 non-null float64
revenue_adj             10866 non-null float64
dtypes: float64(4), int64(6), object(11)
memory usage: 1.7+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sum</span><span class="p">(</span><span class="n">ds</span><span class="o">.</span><span class="n">duplicated</span><span class="p">())</span>
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<pre>1</pre>
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<blockquote><p>Data Cleaning
let's remove some columns such as 'id', 'imdb_id', 'popularity', 'budget_adj', 'revenue_adj', 'homepage',etc</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">DeletedColumns</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;director&#39;</span><span class="p">,</span> <span class="s1">&#39;tagline&#39;</span><span class="p">,</span> <span class="s1">&#39;overview&#39;</span><span class="p">,</span> <span class="s1">&#39;production_companies&#39;</span><span class="p">,</span> <span class="s1">&#39;vote_count&#39;</span><span class="p">,</span> <span class="s1">&#39;vote_average&#39;</span><span class="p">]</span>
<span class="n">ds</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">DeletedColumns</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">ds</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>runtime</th>
      <th>genres</th>
      <th>release_date</th>
      <th>release_year</th>
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    <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>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>6/9/15</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>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>5/13/15</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>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>3/18/15</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>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>12/15/15</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>137</td>
      <td>Action|Crime|Thriller</td>
      <td>4/1/15</td>
      <td>2015</td>
    </tr>
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<blockquote><p>Let us see the count of entries in our data set.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rows</span><span class="p">,</span> <span class="n">col</span> <span class="o">=</span> <span class="n">ds</span><span class="o">.</span><span class="n">shape</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;We have </span><span class="si">{}</span><span class="s1"> total rows and </span><span class="si">{}</span><span class="s1"> columns.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">rows</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">col</span><span class="p">))</span>
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<pre>We have 10865 total rows and 8 columns.
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<blockquote><p>Let us delete the duplicated row that we have in our data set.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">keep</span> <span class="o">=</span> <span class="s1">&#39;first&#39;</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">rows</span><span class="p">,</span> <span class="n">col</span> <span class="o">=</span> <span class="n">ds</span><span class="o">.</span><span class="n">shape</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;After droping duplicates we have </span><span class="si">{}</span><span class="s1"> total rows and </span><span class="si">{}</span><span class="s1"> columns.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">rows</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">col</span><span class="p">))</span>
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<pre>After droping duplicates we have 10864 total rows and 8 columns.
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<blockquote><p>We cannot calculate profit for movies having the budget or revenue have a value of '0'</p>
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<div class=" highlight hl-ipython3"><pre><span></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="n">ds</span><span class="p">[</span><span class="n">columns</span><span class="p">]</span> <span class="o">=</span> <span class="n">ds</span><span class="p">[</span><span class="n">columns</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="n">ds</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span> <span class="o">=</span> <span class="n">columns</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">rows</span><span class="p">,</span> <span class="n">col</span> <span class="o">=</span> <span class="n">ds</span><span class="o">.</span><span class="n">shape</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;We now have only </span><span class="si">{}</span><span class="s1"> rows.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">rows</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
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<pre>We now have only 3853 rows.
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<blockquote><p>converting release_date column into date format.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">release_date</span> <span class="o">=</span> <span class="n">pandas</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;release_date&#39;</span><span class="p">])</span>

<span class="n">ds</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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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>runtime</th>
      <th>genres</th>
      <th>release_date</th>
      <th>release_year</th>
    </tr>
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      <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>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-06-09</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>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-05-13</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>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>2015-03-18</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>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>2015-12-15</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>137</td>
      <td>Action|Crime|Thriller</td>
      <td>2015-04-01</td>
      <td>2015</td>
    </tr>
  </tbody>
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<blockquote><p>Fifth, Convert budget and revenue column to int datatype.</p>
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<div class=" highlight hl-ipython3"><pre><span></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="n">ds</span><span class="p">[</span><span class="n">columns</span><span class="p">]</span> <span class="o">=</span> <span class="n">ds</span><span class="p">[</span><span class="n">columns</span><span class="p">]</span><span class="o">.</span><span class="n">applymap</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">int64</span><span class="p">)</span>
<span class="n">ds</span><span class="o">.</span><span class="n">dtypes</span>
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<pre>budget                     int64
revenue                    int64
original_title            object
cast                      object
runtime                    int64
genres                    object
release_date      datetime64[ns]
release_year               int64
dtype: object</pre>
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<blockquote><p>Replace runtime value of 0 to NAN.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ds</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</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">numpy</span><span class="o">.</span><span class="n">NaN</span><span class="p">)</span>
<span class="n">ds</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
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      <th></th>
      <th>budget</th>
      <th>revenue</th>
      <th>runtime</th>
      <th>release_year</th>
    </tr>
  </thead>
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    <tr>
      <th>count</th>
      <td>3.854000e+03</td>
      <td>3.854000e+03</td>
      <td>3854.000000</td>
      <td>3854.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>3.720370e+07</td>
      <td>1.076866e+08</td>
      <td>109.220291</td>
      <td>2001.261028</td>
    </tr>
    <tr>
      <th>std</th>
      <td>4.220822e+07</td>
      <td>1.765393e+08</td>
      <td>19.922820</td>
      <td>11.282575</td>
    </tr>
    <tr>
      <th>min</th>
      <td>1.000000e+00</td>
      <td>2.000000e+00</td>
      <td>15.000000</td>
      <td>1960.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>1.000000e+07</td>
      <td>1.360003e+07</td>
      <td>95.000000</td>
      <td>1995.000000</td>
    </tr>
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      <th>50%</th>
      <td>2.400000e+07</td>
      <td>4.480000e+07</td>
      <td>106.000000</td>
      <td>2004.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>5.000000e+07</td>
      <td>1.242125e+08</td>
      <td>119.000000</td>
      <td>2010.000000</td>
    </tr>
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      <th>max</th>
      <td>4.250000e+08</td>
      <td>2.781506e+09</td>
      <td>338.000000</td>
      <td>2015.000000</td>
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<blockquote><p>Data Wrangling completed</p>
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<p><a id='eda'></a></p>
<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2><h3 id="Research-Question-1.1-(Which-movie-had-the-highest-and-lowest-profit?)">Research Question 1.1 (Which movie had the highest and lowest profit?)<a class="anchor-link" href="#Research-Question-1.1-(Which-movie-had-the-highest-and-lowest-profit?)">&#182;</a></h3><blockquote><p>So we will first add a column for profit in our dataset.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;profit&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ds</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">ds</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">]</span>
<span class="n">ds</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>runtime</th>
      <th>genres</th>
      <th>release_date</th>
      <th>release_year</th>
      <th>profit</th>
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      <th>0</th>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-06-09</td>
      <td>2015</td>
      <td>1363528810</td>
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      <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>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-05-13</td>
      <td>2015</td>
      <td>228436354</td>
    </tr>
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      <th>2</th>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>2015-03-18</td>
      <td>2015</td>
      <td>185238201</td>
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      <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>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>2015-12-15</td>
      <td>2015</td>
      <td>1868178225</td>
    </tr>
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      <th>4</th>
      <td>190000000</td>
      <td>1506249360</td>
      <td>Furious 7</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>137</td>
      <td>Action|Crime|Thriller</td>
      <td>2015-04-01</td>
      <td>2015</td>
      <td>1316249360</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;profit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmax</span><span class="p">()]</span>
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<pre>budget                                                    237000000
revenue                                                  2781505847
original_title                                               Avatar
cast              Sam Worthington|Zoe Saldana|Sigourney Weaver|S...
runtime                                                         162
genres                     Action|Adventure|Fantasy|Science Fiction
release_date                                    2009-12-10 00:00:00
release_year                                                   2009
profit                                                   2544505847
Name: 1386, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;profit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmin</span><span class="p">()]</span>
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<pre>budget                                                    425000000
revenue                                                    11087569
original_title                                    The Warrior&#39;s Way
cast              Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...
runtime                                                         100
genres                    Adventure|Fantasy|Action|Western|Thriller
release_date                                    2010-12-02 00:00:00
release_year                                                   2010
profit                                                   -413912431
Name: 2244, dtype: object</pre>
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<blockquote><h4 id="Which-movie-had-the-highest-and-lowest-profit?">Which movie had the highest and lowest profit?<a class="anchor-link" href="#Which-movie-had-the-highest-and-lowest-profit?">&#182;</a></h4><p>Highest :-  Avatar with profit of $254450584.  Lowest:-  The Warrior's Way with profit of $-413912431</p>
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<h3 id="Research-Question-1.2--(Which-movie-had-the-greatest-and-least-runtime?)">Research Question 1.2  (Which movie had the greatest and least runtime?)<a class="anchor-link" href="#Research-Question-1.2--(Which-movie-had-the-greatest-and-least-runtime?)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmax</span><span class="p">()]</span>
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<pre>budget                                                     18000000
revenue                                                      871279
original_title                                               Carlos
cast              Edgar RamÃ­rez|Alexander Scheer|Fadi Abi Samra...
runtime                                                         338
genres                                 Crime|Drama|Thriller|History
release_date                                    2010-05-19 00:00:00
release_year                                                   2010
profit                                                    -17128721
Name: 2107, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmin</span><span class="p">()]</span>
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<pre>budget                                                           10
revenue                                                           5
original_title                                          Kid&#39;s Story
cast              Clayton Watson|Keanu Reeves|Carrie-Anne Moss|K...
runtime                                                          15
genres                                    Science Fiction|Animation
release_date                                    2003-06-02 00:00:00
release_year                                                   2003
profit                                                           -5
Name: 5162, dtype: object</pre>
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<blockquote><h4 id="Which-movie-had-the-greatest-and-least-runtime?">Which movie had the greatest and least runtime?<a class="anchor-link" href="#Which-movie-had-the-greatest-and-least-runtime?">&#182;</a></h4><p>Greatest :- Carlos with runtime of 338 minutes
Least :-  Kid's Story with runtime of 15 minutes</p>
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<h3 id="Research-Question-1.3--(What-is-the-average-runtime-of-all-movies?)">Research Question 1.3  (What is the average runtime of all movies?)<a class="anchor-link" href="#Research-Question-1.3--(What-is-the-average-runtime-of-all-movies?)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</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>109.22029060716139</pre>
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<blockquote><h4 id="What-is-the-average-runtime-of-all-movies?">What is the average runtime of all movies?<a class="anchor-link" href="#What-is-the-average-runtime-of-all-movies?">&#182;</a></h4><p>Average runtime of the movies was 109.22 minutes</p>
<p>Let us plot a histogram for the same.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Runtime of Movies in Minutes&#39;</span><span class="p">,</span><span class="n">size</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="s1">&#39;Number of Movies&#39;</span><span class="p">,</span><span class="n">size</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">title</span><span class="p">(</span><span class="s1">&#39;Runtime distribution of all the movies&#39;</span> <span class="p">,</span><span class="n">size</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</span><span class="p">])</span>
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<pre>(array([3.000e+00, 3.900e+01, 2.359e+03, 1.264e+03, 1.490e+02, 3.400e+01,
        4.000e+00, 1.000e+00, 0.000e+00, 1.000e+00]),
 array([ 15. ,  47.3,  79.6, 111.9, 144.2, 176.5, 208.8, 241.1, 273.4,
        305.7, 338. ]),
 &lt;a list of 10 Patch objects&gt;)</pre>
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<blockquote><p>We can see that most of the movie are in the range of 100 minutes to 120 minutes.</p>
<p>Let us check if there a relation between the Runtime and Profit</p>
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<div class="prompt input_prompt">In&nbsp;[105]:</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">xlabel</span><span class="p">(</span><span class="s1">&#39;Runtime in Minutes&#39;</span><span class="p">,</span><span class="n">size</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="s1">&#39;Profit in Dollars&#39;</span><span class="p">,</span><span class="n">size</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">title</span><span class="p">(</span><span class="s1">&#39;Relationship between runtime and profit&#39;</span><span class="p">,</span><span class="n">size</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</span><span class="p">],</span> <span class="n">ds</span><span class="p">[</span><span class="s1">&#39;profit&#39;</span><span class="p">],</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<blockquote><p>Most of the movies have runtime in range of 85 to 120 Minutes.</p>
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<h3 id="Research-Question-1.4--(Which-movie-had-the-highest-and-lowest-budget?)">Research Question 1.4  (Which movie had the highest and lowest budget?)<a class="anchor-link" href="#Research-Question-1.4--(Which-movie-had-the-highest-and-lowest-budget?)">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[106]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmax</span><span class="p">()]</span>
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<pre>budget                                                    425000000
revenue                                                    11087569
original_title                                    The Warrior&#39;s Way
cast              Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...
runtime                                                         100
genres                    Adventure|Fantasy|Action|Western|Thriller
release_date                                    2010-12-02 00:00:00
release_year                                                   2010
profit                                                   -413912431
Name: 2244, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmin</span><span class="p">()]</span>
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<pre>budget                                                            1
revenue                                                         100
original_title                                         Lost &amp; Found
cast              David Spade|Sophie Marceau|Ever Carradine|Step...
runtime                                                          95
genres                                               Comedy|Romance
release_date                                    1999-04-23 00:00:00
release_year                                                   1999
profit                                                           99
Name: 2618, dtype: object</pre>
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<blockquote><h4 id="Which-movie-had-the-highest-and-lowest-budget?">Which movie had the highest and lowest budget?<a class="anchor-link" href="#Which-movie-had-the-highest-and-lowest-budget?">&#182;</a></h4><p>Highest :-The Warrior's Way with budget of  425000000 dollars Lowest :- Lost &amp; Found with budget of $1 dollars</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># x-axis</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Budget in Dollars&#39;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
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<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Profit in Dollars&#39;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="c1"># Title of the histogram</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Relationship between budget and profit&#39;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">],</span> <span class="n">ds</span><span class="p">[</span><span class="s1">&#39;profit&#39;</span><span class="p">],</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<blockquote><p>We can see that there no as such relationship between budget and profits, But yes there are very less flims which didnt make profit when the budget was greater then 20M Dollar.</p>
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<h3 id="Research-Question-1.5--(Which-movie-had-the-highest-and-lowest-revenue?)">Research Question 1.5  (Which movie had the highest and lowest revenue?)<a class="anchor-link" href="#Research-Question-1.5--(Which-movie-had-the-highest-and-lowest-revenue?)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmax</span><span class="p">()]</span>
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<pre>budget                                                    237000000
revenue                                                  2781505847
original_title                                               Avatar
cast              Sam Worthington|Zoe Saldana|Sigourney Weaver|S...
runtime                                                         162
genres                     Action|Adventure|Fantasy|Science Fiction
release_date                                    2009-12-10 00:00:00
release_year                                                   2009
profit                                                   2544505847
Name: 1386, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmin</span><span class="p">()]</span>
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<pre>budget                                                      6000000
revenue                                                           2
original_title                                      Shattered Glass
cast              Hayden Christensen|Peter Sarsgaard|ChloÃ« Sevi...
runtime                                                          94
genres                                                Drama|History
release_date                                    2003-11-14 00:00:00
release_year                                                   2003
profit                                                     -5999998
Name: 5067, dtype: object</pre>
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<blockquote><h4 id="Which-movie-had-the-highest-and-lowest-revenue?">Which movie had the highest and lowest revenue?<a class="anchor-link" href="#Which-movie-had-the-highest-and-lowest-revenue?">&#182;</a></h4><p>Highest :- Avatar with revenue of 2781505847 dollars</p>
<p>Lowest :- Shattered Glass with revenue of 2 dollars</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># x-axis</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Revenue in Dollars&#39;</span><span class="p">)</span>
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<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Profit in Dollars&#39;</span><span class="p">)</span>
<span class="c1"># Title of the histogram</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Relationship between revenue and profit&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">tmdb_data</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">],</span> <span class="n">tmdb_data</span><span class="p">[</span><span class="s1">&#39;profit&#39;</span><span class="p">],</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<blockquote><p>We can see that there is a strong relationship between profit and revenue, higher the profit, higher the revenue.</p>
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<div class="prompt input_prompt">In&nbsp;[110]:</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">xlabel</span><span class="p">(</span><span class="s1">&#39;Revenue in Dollars&#39;</span><span class="p">,</span><span class="n">size</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="s1">&#39;Budget in Dollars&#39;</span><span class="p">,</span><span class="n">size</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">title</span><span class="p">(</span><span class="s1">&#39;Relationship between revenue and budget&#39;</span><span class="p">,</span><span class="n">size</span> <span class="o">=</span> <span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">],</span> <span class="n">ds</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">],</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<blockquote><p>Most of the movie have a revenue upto $50M</p>
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<h3 id="Research-Question-2.1--(What-is-the-average-budget-of-the-movie-w.r.t-Profit-of-movies-making-more-then-$30M?)">Research Question 2.1  (What is the average budget of the movie w.r.t Profit of movies making more then $30M?)<a class="anchor-link" href="#Research-Question-2.1--(What-is-the-average-budget-of-the-movie-w.r.t-Profit-of-movies-making-more-then-$30M?)">&#182;</a></h3>
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<blockquote><p>Now since in all the remaining question we are going to answer them with respect to profit, we will now clean our datset and only incudde data of movies who made profit of more then 30M$.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Dataframe which has data of movies which made profit of more the 25M Dollars.</span>
<span class="n">ds_profit</span><span class="o">=</span> <span class="n">ds</span><span class="p">[</span><span class="n">ds</span><span class="p">[</span><span class="s1">&#39;profit&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="mi">30000000</span><span class="p">]</span>
<span class="c1"># Reindexing the dataframe</span>
<span class="n">ds_profit</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ds_profit</span><span class="p">))</span>
<span class="c1">#showing the dataset</span>
<span class="n">ds_profit</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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    .dataframe thead th {
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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>runtime</th>
      <th>genres</th>
      <th>release_date</th>
      <th>release_year</th>
      <th>profit</th>
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      <th>0</th>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-06-09</td>
      <td>2015</td>
      <td>1363528810</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>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>2015-05-13</td>
      <td>2015</td>
      <td>228436354</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>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>2015-03-18</td>
      <td>2015</td>
      <td>185238201</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>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>2015-12-15</td>
      <td>2015</td>
      <td>1868178225</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>137</td>
      <td>Action|Crime|Thriller</td>
      <td>2015-04-01</td>
      <td>2015</td>
      <td>1316249360</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Printing the info of the new dataframe</span>
<span class="n">ds_profit</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: 1672 entries, 0 to 1671
Data columns (total 9 columns):
budget            1672 non-null int64
revenue           1672 non-null int64
original_title    1672 non-null object
cast              1671 non-null object
runtime           1672 non-null int64
genres            1672 non-null object
release_date      1672 non-null datetime64[ns]
release_year      1672 non-null int64
profit            1672 non-null int64
dtypes: datetime64[ns](1), int64(5), object(3)
memory usage: 117.6+ KB
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<blockquote><p>We can see that we have 1671 movies which has profit more then 30$</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds_profit</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>53932204.20633971</pre>
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<blockquote><h4 id="What-is-the-average-budget-of-the-movie-w.r.t-Profit-of-movies-making-more-then-30M?">What is the average budget of the movie w.r.t Profit of movies making more then 30M?<a class="anchor-link" href="#What-is-the-average-budget-of-the-movie-w.r.t-Profit-of-movies-making-more-then-30M?">&#182;</a></h4><p>So the average budget of the movies is 53932204.20$</p>
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<h3 id="Research-Question-2.2--(What-is-the-average-revenue-of-the-movie-w.r.t-Profit-of-movies-making-more-then-30M$-?)">Research Question 2.2  (What is the average revenue of the movie w.r.t Profit of movies making more then 30M$ ?)<a class="anchor-link" href="#Research-Question-2.2--(What-is-the-average-revenue-of-the-movie-w.r.t-Profit-of-movies-making-more-then-30M$-?)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds_profit</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>217458935.18540668</pre>
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<blockquote><h4 id="What-is-the-average-revenue-of-the-movie-w.r.t-Profit-of-movies-making-more-then-30M-Dollars?">What is the average revenue of the movie w.r.t Profit of movies making more then 30M Dollars?<a class="anchor-link" href="#What-is-the-average-revenue-of-the-movie-w.r.t-Profit-of-movies-making-more-then-30M-Dollars?">&#182;</a></h4><p>So the average revenue of the movies is 206359440.87$</p>
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<h3 id="Research-Question-2.3--(What-is-the-average-runtime-of-the-movie-w.r.t-Profit-of-movies-making-more-then-30M-Dollars?)">Research Question 2.3  (What is the average runtime of the movie w.r.t Profit of movies making more then 30M Dollars?)<a class="anchor-link" href="#Research-Question-2.3--(What-is-the-average-runtime-of-the-movie-w.r.t-Profit-of-movies-making-more-then-30M-Dollars?)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ds_profit</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>112.752990430622</pre>
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<blockquote><h4 id="What-is-the-average-runtime-of-the-movie-w.r.t-Profit-of-movies-making-more-then-30M-Dollars?">What is the average runtime of the movie w.r.t Profit of movies making more then 30M Dollars?<a class="anchor-link" href="#What-is-the-average-runtime-of-the-movie-w.r.t-Profit-of-movies-making-more-then-30M-Dollars?">&#182;</a></h4><p>So the average runtime of the movies is 112.75 Minutes</p>
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<h3 id="Research-Question-2.4--(Which-are-the-successfull-genres-w.r.t-Profit-of-movies-making-more-then-30M-Dollars?)">Research Question 2.4  (Which are the successfull genres w.r.t Profit of movies making more then 30M Dollars?)<a class="anchor-link" href="#Research-Question-2.4--(Which-are-the-successfull-genres-w.r.t-Profit-of-movies-making-more-then-30M-Dollars?)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># This will first concat all the data with | from the whole column and then split it using | and count the number of times it occured. </span>
<span class="n">genres_count</span> <span class="o">=</span> <span class="n">pandas</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">ds_profit</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">cat</span><span class="p">(</span><span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;|&#39;</span><span class="p">)</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="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
<span class="n">genres_count</span>
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<pre>Drama              634
Comedy             606
Action             546
Thriller           508
Adventure          431
Romance            277
Crime              262
Family             260
Science Fiction    242
Fantasy            223
Horror             169
Mystery            139
Animation          134
Music               58
History             54
War                 53
Western             19
Documentary          8
TV Movie             1
Foreign              1
dtype: int64</pre>
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<blockquote><h4 id="Which-are-the-successfull-genres-w.r.t-Profit-of-movies-making-more-then-30M$-?">Which are the successfull genres w.r.t Profit of movies making more then 30M$ ?<a class="anchor-link" href="#Which-are-the-successfull-genres-w.r.t-Profit-of-movies-making-more-then-30M$-?">&#182;</a></h4><p>So the Top 10 Genres are Drama, Comedy, Action, Thriller, Adventure, Romance, Crime, Family, Scince Fiction, Fantasy</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">diagram</span> <span class="o">=</span> <span class="n">genres_count</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">diagram</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="s1">&#39;Top Genres&#39;</span><span class="p">)</span>
<span class="n">diagram</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Type of genres&#39;</span><span class="p">)</span>
<span class="n">diagram</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Movies&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<blockquote><p>We can clearly see in the visualization that most movies has drame as a genre which tends to higher profit.</p>
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<h3 id="Research-Question-2.5--(Which-are-the-most-frequent-cast-involved-w.r.t-Profit-of-movies-making-more-then-30M-Dollars?)">Research Question 2.5  (Which are the most frequent cast involved w.r.t Profit of movies making more then 30M Dollars?)<a class="anchor-link" href="#Research-Question-2.5--(Which-are-the-most-frequent-cast-involved-w.r.t-Profit-of-movies-making-more-then-30M-Dollars?)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># This will first concat all the data with | from the whole column and then split it using | and count the number of times it occured. </span>
<span class="n">cast_count</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">ds_profit</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">cat</span><span class="p">(</span><span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;|&#39;</span><span class="p">)</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="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
<span class="n">cast_count</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<pre>Tom Cruise            28
Tom Hanks             27
Brad Pitt             26
Robert De Niro        24
Cameron Diaz          23
Eddie Murphy          23
Bruce Willis          22
Johnny Depp           22
Sylvester Stallone    21
Denzel Washington     20
dtype: int64</pre>
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<blockquote><h4 id="Which-are-the-most-frequent-cast-involved-w.r.t-Profit-of-movies-making-more-then-30-Dollars?">Which are the most frequent cast involved w.r.t Profit of movies making more then 30 Dollars?<a class="anchor-link" href="#Which-are-the-most-frequent-cast-involved-w.r.t-Profit-of-movies-making-more-then-30-Dollars?">&#182;</a></h4><p>So the Top 5 cast are Tom Cruise, Tom Hanks, Brad Pitt, Robert De Niro, Bruce Willis</p>
<p>Lets visualize this with a plot</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">diagram</span> <span class="o">=</span> <span class="n">cast_count</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">barh</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">diagram</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="s1">&#39;Top Cast&#39;</span><span class="p">)</span>
<span class="n">diagram</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Number of Movies&#39;</span><span class="p">)</span>
<span class="n">diagram</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;List of cast&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<blockquote><p>We can clearly see in the visualization that most movies have Tom Cruise as a cast which tends to higher profit.</p>
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<p><a id='conclusions'></a></p>
<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2><p>&gt;</p>
<blockquote><p>The average budget of the movies can be arround 53932204.20dollers
The average runtime of the movies can be arround 112.75 Minutes</p>
<p>The Top 10 Genres we should focus on should be Drama, Comedy, Action, Thriller, Adventure, Romance, Crime, Family, Scince Fiction, Fantasy</p>
<p>The Top 5 cast we should focus on should be Tom Cruise, Tom Hanks, Brad Pitt, Robert De Niro, Bruce Willis</p>
<p>The average revenue of the movies will be arround 206359440.87$</p>
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<blockquote><h4 id="The-limitations">The limitations<a class="anchor-link" href="#The-limitations">&#182;</a></h4><p>Conclusion is not full proof the above requirement the movie will be a big hit</p>
<p>We also lost some of the data in the data cleaning steps.
We dont know the revenue and budget of the movie  which was removed in cleaning steps might have affected our analysis.</p>
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