Investigate_a_Dataset.html

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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Project:-Investigate-a-Dataset---[tmdb-movies.csv]">Project: Investigate a Dataset - [tmdb-movies.csv]<a class="anchor-link" href="#Project:-Investigate-a-Dataset---[tmdb-movies.csv]">&#182;</a></h1>
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<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><h3 id="Dataset-Description">Dataset Description<a class="anchor-link" href="#Dataset-Description">&#182;</a></h3><p>TMDb movie dataset is a collection of over 10000 movies from The movie database(TMDb). The dataset has 21 columns starting with the,</p>
<ol>
<li>Id: this is basically is a unique idenfier of the movie in the table data</li>
<li>imdb_id: a unique identifer of the movie in the database.</li>
<li>popularity:  movie rating</li>
<li>budget: money spent on the production of the movie.</li>
<li>revenue: The amount of money a movie fetched.</li>
<li>original_title: The title of the movie</li>
<li>cast: Members who took part in making the movie.</li>
<li>homepage: a url of the website of a movie.</li>
<li>director: The person involved in creating the movie</li>
<li>tagline:                  </li>
<li>keywords                </li>
<li>overview: General idea of what the movie is about.                </li>
<li>runtime: how long a movie runs                 </li>
<li>genres: Classification of a movie.                 </li>
<li>production_companies: The companies that produced the movie.    </li>
<li>release_date: The date, month and year movie was released.           </li>
<li>vote_count : The number of vote a movie garnered.            </li>
<li>vote_average: The average vote a movie got.            </li>
<li>release_year: The year a movie was released            </li>
<li>budget_adj: Budget adjustment accounting for inflation over time.       </li>
<li>revenue_adj: Budget adjustment accounting for inflation over time.          </li>
</ol>
<h3 id="Questions-for-Analysis">Questions for Analysis<a class="anchor-link" href="#Questions-for-Analysis">&#182;</a></h3><ol>
<li>Which genres are most popular from year to year? </li>
<li>What kinds of properties are associated with movies that have high revenues?</li>
</ol>

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<h1 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import pandas and other libraries that will be used in the data analysis process</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">Counter</span>
<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;seaborn&#39;</span><span class="p">)</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># pd.set_option(&#39;display.max_rows&#39;, 22)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Read the data using pandas, and get an overview of the forst five rows using .head()</span>
<span class="n">moviesdf</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;Database_TMDb_movie_data/tmdb-movies.csv&quot;</span><span class="p">)</span>
<span class="n">moviesdf</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <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>
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<p>5 rows × 21 columns</p>
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<p>Check presence of duplicates in the data</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">moviesdf</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>1</pre>
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<p>There is one duplicated row data in the dataframe, which therefore needs to be dropped.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Drop duplicated rows</span>
<span class="n">moviesdf</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p>Get an overview of the shape of dataframe</p>

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<pre>(10865, 21)</pre>
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<p>There dataframe has 10865 entries of movie data and 21 columns.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get a summary of statistical overview of the dataframe</span>
<span class="n">moviesdf</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>runtime</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
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      <th>count</th>
      <td>10865.000000</td>
      <td>10865.000000</td>
      <td>1.086500e+04</td>
      <td>1.086500e+04</td>
      <td>10865.000000</td>
      <td>10865.000000</td>
      <td>10865.000000</td>
      <td>10865.000000</td>
      <td>1.086500e+04</td>
      <td>1.086500e+04</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>66066.374413</td>
      <td>0.646446</td>
      <td>1.462429e+07</td>
      <td>3.982690e+07</td>
      <td>102.071790</td>
      <td>217.399632</td>
      <td>5.975012</td>
      <td>2001.321859</td>
      <td>1.754989e+07</td>
      <td>5.136900e+07</td>
    </tr>
    <tr>
      <th>std</th>
      <td>92134.091971</td>
      <td>1.000231</td>
      <td>3.091428e+07</td>
      <td>1.170083e+08</td>
      <td>31.382701</td>
      <td>575.644627</td>
      <td>0.935138</td>
      <td>12.813260</td>
      <td>3.430753e+07</td>
      <td>1.446383e+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>10596.000000</td>
      <td>0.207575</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>20662.000000</td>
      <td>0.383831</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>75612.000000</td>
      <td>0.713857</td>
      <td>1.500000e+07</td>
      <td>2.400000e+07</td>
      <td>111.000000</td>
      <td>146.000000</td>
      <td>6.600000</td>
      <td>2011.000000</td>
      <td>2.085325e+07</td>
      <td>3.370173e+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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<p>From the summary statistics, the data has movies released from as early as 1960 to the year 2015. The longest of the movie has a runtime of 900. The average runtime of the movies is at 99.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">moviesdf</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 10865 entries, 0 to 10865
Data columns (total 21 columns):
id                      10865 non-null int64
imdb_id                 10855 non-null object
popularity              10865 non-null float64
budget                  10865 non-null int64
revenue                 10865 non-null int64
original_title          10865 non-null object
cast                    10789 non-null object
homepage                2936 non-null object
director                10821 non-null object
tagline                 8041 non-null object
keywords                9372 non-null object
overview                10861 non-null object
runtime                 10865 non-null int64
genres                  10842 non-null object
production_companies    9835 non-null object
release_date            10865 non-null object
vote_count              10865 non-null int64
vote_average            10865 non-null float64
release_year            10865 non-null int64
budget_adj              10865 non-null float64
revenue_adj             10865 non-null float64
dtypes: float64(4), int64(6), object(11)
memory usage: 1.4+ MB
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<p>Drop columns that will not be used in the data analysis process</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">moviesdf</span><span class="o">.</span><span class="n">drop</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;original_title&#39;</span><span class="p">,</span> <span class="s1">&#39;homepage&#39;</span><span class="p">,</span> <span class="s1">&#39;tagline&#39;</span><span class="p">,</span> <span class="s1">&#39;overview&#39;</span><span class="p">,</span> <span class="s1">&#39;keywords&#39;</span><span class="p">,</span> <span class="s1">&#39;release_date&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">moviesdf</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>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>cast</th>
      <th>director</th>
      <th>runtime</th>
      <th>genres</th>
      <th>production_companies</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
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      <th>0</th>
      <td>32.985763</td>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>Colin Trevorrow</td>
      <td>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Universal Studios|Amblin Entertainment|Legenda...</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>28.419936</td>
      <td>150000000</td>
      <td>378436354</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>George Miller</td>
      <td>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Village Roadshow Pictures|Kennedy Miller Produ...</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>13.112507</td>
      <td>110000000</td>
      <td>295238201</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>Robert Schwentke</td>
      <td>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>Summit Entertainment|Mandeville Films|Red Wago...</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>11.173104</td>
      <td>200000000</td>
      <td>2068178225</td>
      <td>Harrison Ford|Mark Hamill|Carrie Fisher|Adam D...</td>
      <td>J.J. Abrams</td>
      <td>136</td>
      <td>Action|Adventure|Science Fiction|Fantasy</td>
      <td>Lucasfilm|Truenorth Productions|Bad Robot</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>9.335014</td>
      <td>190000000</td>
      <td>1506249360</td>
      <td>Vin Diesel|Paul Walker|Jason Statham|Michelle ...</td>
      <td>James Wan</td>
      <td>137</td>
      <td>Action|Crime|Thriller</td>
      <td>Universal Pictures|Original Film|Media Rights ...</td>
      <td>2947</td>
      <td>7.3</td>
      <td>2015</td>
      <td>1.747999e+08</td>
      <td>1.385749e+09</td>
    </tr>
  </tbody>
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<pre>(10865, 13)</pre>
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<h1 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h1>
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<h1 id="What-genres-are-most-popular-from-year-to-year">What genres are most popular from year to year<a class="anchor-link" href="#What-genres-are-most-popular-from-year-to-year">&#182;</a></h1>
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<p>Group the data by year (release_year) and then get the most popular of the grouped data for each year and asssign it into a new dataframe called populargenredf.</p>

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<p>Get the genres and popularity columns and view an overview of how the data looks like using .head()</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Group the data by year and query for the specific columns required in the analysis process</span>
<span class="n">groupedbyyeardf</span> <span class="o">=</span> <span class="n">moviesdf</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;release_year&#39;</span><span class="p">)</span>
<span class="n">populargenredf</span> <span class="o">=</span> <span class="n">groupedbyyeardf</span><span class="o">.</span><span class="n">first</span><span class="p">()[[</span><span class="s1">&#39;genres&#39;</span><span class="p">,</span><span class="s1">&#39;popularity&#39;</span><span class="p">]]</span>
<span class="n">populargenredf</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
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  <tbody>
    <tr>
      <th>1960</th>
      <td>Drama|Horror|Thriller</td>
      <td>2.610362</td>
    </tr>
    <tr>
      <th>1961</th>
      <td>Adventure|Animation|Comedy|Family</td>
      <td>2.631987</td>
    </tr>
    <tr>
      <th>1962</th>
      <td>Adventure|Action|Thriller</td>
      <td>3.170651</td>
    </tr>
    <tr>
      <th>1963</th>
      <td>Action|Thriller|Adventure</td>
      <td>2.508235</td>
    </tr>
    <tr>
      <th>1964</th>
      <td>Adventure|Action|Thriller</td>
      <td>3.153791</td>
    </tr>
  </tbody>
</table>
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<p>The genres column features a combination of multiple genres separated by pipe(|). To get a particular genre, iterate over the column and separate on the pipe character.</p>

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<p>Let's import Counter() from python's collections module. We import this our imports cell at the very top of this jupyter notebook</p>

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<p>We create a dictionary key, value pairs with the name of the genres as the keys and the number of times it features as the value.  Then we iterate over the dictionary to create two lists, one with the genres and the other with the corresponding counts of the times it occurs over the years.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#  create a counter to count how many times a particular genre appears over the years</span>

<span class="n">genres</span> <span class="o">=</span> <span class="n">populargenredf</span><span class="p">[</span><span class="s1">&#39;genres&#39;</span><span class="p">]</span>

<span class="n">genrecount</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
<span class="k">for</span> <span class="n">genre</span> <span class="ow">in</span> <span class="n">genres</span><span class="p">:</span>
    <span class="n">genrecount</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">genre</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;|&#39;</span><span class="p">))</span>

<span class="n">genrelist</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">countlist</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">genrecount</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">genrelist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
    <span class="n">countlist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>

<span class="nb">print</span><span class="p">(</span><span class="n">countlist</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">genrelist</span><span class="p">)</span>
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<pre>[13, 4, 19, 30, 9, 7, 11, 28, 19, 3, 7, 2, 2, 10]
[&#39;Drama&#39;, &#39;Horror&#39;, &#39;Thriller&#39;, &#39;Adventure&#39;, &#39;Animation&#39;, &#39;Comedy&#39;, &#39;Family&#39;, &#39;Action&#39;, &#39;Science Fiction&#39;, &#39;Mystery&#39;, &#39;Crime&#39;, &#39;Music&#39;, &#39;Romance&#39;, &#39;Fantasy&#39;]
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<p>Once we have the genres and their corresponding count, we plot the results using matplotlib</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot the graph, and rotate the xticks for visibility.</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">genrelist</span><span class="p">,</span> <span class="n">countlist</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;Genre Popularity over the years&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;The genres&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of times a genre appears over the years&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">genrelist</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="s1">&#39;vertical&#39;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">12</span><span class="p">);</span>
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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Have a look at the popular genre dataframe result set.</span>
<span class="n">populargenredf</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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<pre>(56, 2)</pre>
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<p>The most popular genres over the years is Adventure with 30 entries out of the total 56, followed closely by Action with 28 entries, Thriller and Science fiction with 19 entries the Drama at 13 and so forth.</p>

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<h1 id="What-kind-of-properties-are-associated-with-movies-that-have-high-revenue">What kind of properties are associated with movies that have high revenue<a class="anchor-link" href="#What-kind-of-properties-are-associated-with-movies-that-have-high-revenue">&#182;</a></h1>
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<p>Scanning through the data, there are movie entries that have zero budget and zero revenue, let's filter the datframe to see how many entries fetched zero revenue.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get the shape of the movies that didn&#39;t generate any revenue</span>
<span class="n">moviesdf</span><span class="p">[(</span><span class="n">moviesdf</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">==</span> <span class="mi">0</span><span class="p">)]</span><span class="o">.</span><span class="n">shape</span>
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<pre>(6016, 13)</pre>
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<p>There are over 6000 movies that didn't fecth any revenue, which will be quite significant for our analysis. Let's filter through the dataframe to get movies that fetched some sort of revenue.</p>

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<p>To get this, let's filter out movies with zero revenue and assign it to a new datafarame called highrevenuedf</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Filter out movies that fetched some revenue and view the first few entries</span>
<span class="n">highrevenuedf</span> <span class="o">=</span> <span class="n">moviesdf</span><span class="p">[</span><span class="n">moviesdf</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">]</span>
<span class="n">highrevenuedf</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>cast</th>
      <th>director</th>
      <th>runtime</th>
      <th>genres</th>
      <th>production_companies</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
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  <tbody>
    <tr>
      <th>0</th>
      <td>32.985763</td>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>Colin Trevorrow</td>
      <td>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Universal Studios|Amblin Entertainment|Legenda...</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>28.419936</td>
      <td>150000000</td>
      <td>378436354</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>George Miller</td>
      <td>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Village Roadshow Pictures|Kennedy Miller Produ...</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>13.112507</td>
      <td>110000000</td>
      <td>295238201</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>Robert Schwentke</td>
      <td>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>
      <td>2480</td>
      <td>6.3</td>
      <td>2015</td>
      <td>1.012000e+08</td>
      <td>2.716190e+08</td>
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<p>Now that we have data entries that fetched revenue, let's have a quick overview of the summary statistics of the new dataframe highrevenuedf.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># View summary statitics of movies that generated revenue</span>
<span class="n">highrevenuedf</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>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>
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      <th>count</th>
      <td>4849.000000</td>
      <td>4.849000e+03</td>
      <td>4.849000e+03</td>
      <td>4849.000000</td>
      <td>4849.000000</td>
      <td>4849.000000</td>
      <td>4849.000000</td>
      <td>4.849000e+03</td>
      <td>4.849000e+03</td>
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      <th>mean</th>
      <td>1.045202</td>
      <td>2.956961e+07</td>
      <td>8.923886e+07</td>
      <td>107.968035</td>
      <td>436.283151</td>
      <td>6.149000</td>
      <td>2000.919777</td>
      <td>3.516208e+07</td>
      <td>1.151009e+08</td>
    </tr>
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      <th>std</th>
      <td>1.356752</td>
      <td>4.051761e+07</td>
      <td>1.620801e+08</td>
      <td>21.113779</td>
      <td>806.485754</td>
      <td>0.798707</td>
      <td>11.569650</td>
      <td>4.376117e+07</td>
      <td>1.988557e+08</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.001117</td>
      <td>0.000000e+00</td>
      <td>2.000000e+00</td>
      <td>15.000000</td>
      <td>10.000000</td>
      <td>2.100000</td>
      <td>1960.000000</td>
      <td>0.000000e+00</td>
      <td>2.370705e+00</td>
    </tr>
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      <th>25%</th>
      <td>0.387740</td>
      <td>1.700000e+06</td>
      <td>7.732325e+06</td>
      <td>95.000000</td>
      <td>46.000000</td>
      <td>5.600000</td>
      <td>1994.000000</td>
      <td>2.329409e+06</td>
      <td>1.046585e+07</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>0.680581</td>
      <td>1.500000e+07</td>
      <td>3.185308e+07</td>
      <td>104.000000</td>
      <td>147.000000</td>
      <td>6.200000</td>
      <td>2004.000000</td>
      <td>2.032801e+07</td>
      <td>4.395666e+07</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>1.210502</td>
      <td>4.000000e+07</td>
      <td>9.996575e+07</td>
      <td>117.000000</td>
      <td>435.000000</td>
      <td>6.700000</td>
      <td>2010.000000</td>
      <td>4.973516e+07</td>
      <td>1.316482e+08</td>
    </tr>
    <tr>
      <th>max</th>
      <td>32.985763</td>
      <td>4.250000e+08</td>
      <td>2.781506e+09</td>
      <td>705.000000</td>
      <td>9767.000000</td>
      <td>8.400000</td>
      <td>2015.000000</td>
      <td>4.250000e+08</td>
      <td>2.827124e+09</td>
    </tr>
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<p>From the summary statistics of the highrevenuedf dataframe, the minimum generated revenue is 2, which is too small to be classified as high revenue. Therefore, we need to filter the dataframe further to get high revenue movies. We migh want to classify anything above average as high revenue, however due to disparity of the revenue, the average may not be the correct measure as it is heavily affected by outliers (like the max value, 2781505847 ) and therefore does not paint the real picture of what should be expected in terms of revenue generation.</p>

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<p>Let's therefore use the median, and filter high revenues as amounts higher than the median</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Filter out movies whose revenue generate is higher or equal to the median and get the shape of the new dataframe</span>
<span class="n">higherthanmediandf</span> <span class="o">=</span><span class="n">highrevenuedf</span><span class="p">[</span><span class="n">highrevenuedf</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">highrevenuedf</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">median</span><span class="p">()]</span>
<span class="n">higherthanmediandf</span><span class="o">.</span><span class="n">shape</span>
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<pre>(2425, 13)</pre>
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<p>From the new dataframe, higherthanmediandf, let's see if genre was a factor that would make a movie raise high revenue</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># count how many times a genre features in the new higherthanmediandf dataframe</span>
<span class="c1"># We use the Counter() from python&#39;s collections module imported at the beginning of this notebook</span>


<span class="n">featuregenres</span> <span class="o">=</span> <span class="n">higherthanmediandf</span><span class="p">[</span><span class="s1">&#39;genres&#39;</span><span class="p">]</span>

<span class="n">genreappearance</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
<span class="k">for</span> <span class="n">gf</span> <span class="ow">in</span> <span class="n">featuregenres</span><span class="p">:</span>
    <span class="n">genreappearance</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">gf</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;|&#39;</span><span class="p">))</span>

<span class="n">highgenre</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">appearances</span> <span class="o">=</span> <span class="p">[]</span>


<span class="k">for</span> <span class="n">ga</span> <span class="ow">in</span> <span class="n">genreappearance</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">highgenre</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ga</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
    <span class="n">appearances</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ga</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>

<span class="nb">print</span><span class="p">(</span><span class="n">highgenre</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">appearances</span><span class="p">)</span>
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<pre>[&#39;Action&#39;, &#39;Adventure&#39;, &#39;Science Fiction&#39;, &#39;Thriller&#39;, &#39;Fantasy&#39;, &#39;Crime&#39;, &#39;Western&#39;, &#39;Drama&#39;, &#39;Family&#39;, &#39;Animation&#39;, &#39;Comedy&#39;, &#39;Mystery&#39;, &#39;Romance&#39;, &#39;War&#39;, &#39;History&#39;, &#39;Music&#39;, &#39;Horror&#39;, &#39;Foreign&#39;, &#39;Documentary&#39;, &#39;TV Movie&#39;]
[764, 581, 343, 736, 304, 399, 27, 970, 360, 167, 922, 195, 401, 75, 82, 83, 232, 2, 11, 1]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot on how particular genres featured in the dataset</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">9</span><span class="p">,</span> <span class="mi">17</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">barh</span><span class="p">(</span><span class="n">highgenre</span><span class="p">,</span> <span class="n">appearances</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;Genre features in high revenue data&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;The genres&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Number of times a genre features&#39;</span><span class="p">);</span>
<span class="c1"># plt.grid()</span>
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<p>In our high revenue dataset, we see particular genres feature prominently, out of the 2425 entries, Drama and Comedy feature in more than 900 entries which could be a factor that escalates a movie's popularity hence fetching more revenue. Action and Thriller presence is equally significant with over 700 entries, therefore genre is factor that is associated with high revenue movies</p>

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<p>How does the year a movie is released associated with a high revenue. We look at this using a histogram</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot a chart on high generating movies over the years.</span>
<span class="k">def</span> <span class="nf">pltgraph</span><span class="p">(</span><span class="n">cl</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">9</span><span class="p">,</span> <span class="mi">7</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">cl</span><span class="p">,</span> <span class="n">edgecolor</span> <span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">t</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="n">y</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">pltgraph</span><span class="p">(</span><span class="n">higherthanmediandf</span><span class="p">[</span><span class="s1">&#39;release_year&#39;</span><span class="p">],</span><span class="s2">&quot;Movie distribution over the years&quot;</span> <span class="p">,</span> <span class="s1">&#39;Years&#39;</span><span class="p">,</span><span class="s1">&#39;Count of movies over the years&#39;</span><span class="p">);</span>
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<p>From the histogram, it shows that, high revenue movies were mostly registered in the most recent releases. From 1990, there was a sigificant increase of movies that generated more revenues as compared to 1970 and earlier.</p>

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<p>What about runtime? Let's see this with a scatter plot</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># A scatter plot on runtime distribution of high revenue generating movies</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">7</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">higherthanmediandf</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">],</span> <span class="n">higherthanmediandf</span><span class="p">[</span><span class="s1">&#39;runtime&#39;</span><span class="p">]);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Runtime distribution of movies&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Movie runtime&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count of movies&#39;</span><span class="p">)</span>
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<pre>Text(0.5, 0, &#39;Count of movies&#39;)</pre>
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<p>The average runtime of high revenue movies was around 110. Movies that brought in more revenue had a runtime of between 44 and 200 mostly, although there was one outlier with a runtime of 700.</p>

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<p>How about budget, is it associated with high revenue data</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot distribution of movies&#39; budget</span>
<span class="n">pltgraph</span><span class="p">(</span><span class="n">higherthanmediandf</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">],</span><span class="s2">&quot;Movie budget distribution&quot;</span><span class="p">,</span> <span class="s1">&#39;The budget distribution&#39;</span><span class="p">,</span><span class="s1">&#39;Count of movies&#39;</span><span class="p">);</span>
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<p>This is skewed to the right, although, there are movies that generated revenue with zero budget, the number was near too small as compared to movies that had a budget. Which goes to show, that movies that were budgeted for ended up fetching high revenue.</p>

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<p>While continuing with the analysis, i came accross columns (cast and production_companies) with null values. Since they were not that many, they were filled with a random name from one of the original title column</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Fill null value with a random name from the original title column</span>
<span class="n">higherthanmediandf</span><span class="p">[</span><span class="s1">&#39;cast&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">value</span> <span class="o">=</span> <span class="s1">&#39;Obama&#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">higherthanmediandf</span><span class="p">[</span><span class="s1">&#39;production_companies&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">value</span> <span class="o">=</span> <span class="s1">&#39;Obama&#39;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>c:\users\wangui\appdata\local\programs\python\python36-32\lib\site-packages\pandas\core\generic.py:5434: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  self._update_inplace(new_data)
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<p>How did the production companies feature in the high revenue data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">producers</span> <span class="o">=</span> <span class="n">higherthanmediandf</span><span class="p">[</span><span class="s1">&#39;production_companies&#39;</span><span class="p">]</span>

<span class="n">prod_comp</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
<span class="k">for</span> <span class="n">producer</span> <span class="ow">in</span> <span class="n">producers</span><span class="p">:</span>
    <span class="n">prod_comp</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">producer</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;|&#39;</span><span class="p">))</span>

<span class="n">company</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">features</span> <span class="o">=</span> <span class="p">[]</span>


<span class="k">for</span> <span class="n">cf</span> <span class="ow">in</span> <span class="n">prod_comp</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">20</span><span class="p">):</span>
    <span class="n">company</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">cf</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
    <span class="n">features</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">cf</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>

<span class="nb">print</span><span class="p">(</span><span class="n">company</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">((</span><span class="n">features</span><span class="p">))</span>
<span class="n">total</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">features</span><span class="p">:</span>
    <span class="n">total</span> <span class="o">+=</span><span class="n">item</span>
<span class="nb">print</span><span class="p">(</span><span class="n">total</span><span class="p">)</span>
    
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<pre>[&#39;Universal Pictures&#39;, &#39;Warner Bros.&#39;, &#39;Paramount Pictures&#39;, &#39;Twentieth Century Fox Film Corporation&#39;, &#39;Columbia Pictures&#39;, &#39;Walt Disney Pictures&#39;, &#39;New Line Cinema&#39;, &#39;Touchstone Pictures&#39;, &#39;Relativity Media&#39;, &#39;Columbia Pictures Corporation&#39;, &#39;Metro-Goldwyn-Mayer (MGM)&#39;, &#39;Village Roadshow Pictures&#39;, &#39;DreamWorks SKG&#39;, &#39;Regency Enterprises&#39;, &#39;Amblin Entertainment&#39;, &#39;TriStar Pictures&#39;, &#39;Dune Entertainment&#39;, &#39;Fox 2000 Pictures&#39;, &#39;Miramax Films&#39;, &#39;Legendary Pictures&#39;]

[275, 274, 217, 176, 150, 112, 112, 95, 86, 79, 75, 66, 66, 58, 55, 46, 42, 41, 39, 36]
2100
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot on how production companies featured in the high revenue generating movies.</span>

<span class="n">pltgraph</span><span class="p">(</span><span class="n">features</span><span class="p">,</span><span class="s2">&quot;Distribution of production companies in the dataset&quot;</span><span class="p">,</span><span class="s1">&#39;Times a production company featured in the movie data&#39;</span><span class="p">,</span> <span class="s1">&#39;Count of production companies in a particular bin&#39;</span><span class="p">)</span>
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<p>From the production companies histogram, it's quite visible that high revenue is associated with production companies, given the number of times a company features in the high revenue data. We have companies with over 200 movies in the dataset, therefore making it a significant factor.</p>

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<h1 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h1>
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<p>From the analysis, it shows that, over the years, there has been a steady increase of movies production. With the increase of movies production, saw a steady rise of movies that generate revenue as compared to earlier years. Also, particular production companies are poised to produce high revenue generating movies.</p>

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<h1 id="Limitations">Limitations<a class="anchor-link" href="#Limitations">&#182;</a></h1>
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<li>In the analysis of most popular genres over the years, the data presents a combination of different genre sets, while in the analysis, we considered a genre in its individuality and therefore we may never know the significance of genres that featured less in combination with the popular ones.</li>
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<li>While plotting the distribution of production companies, we have picked the 20 most common of the companies against a total count of over 1900 companies. The figure is a small sample of the whole dataset, and therefore the significance of the companies not plotted may not be well presented.</li>
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<h1 id="References">References<a class="anchor-link" href="#References">&#182;</a></h1>
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<li>Course notes</li>
<li>N/A</li>
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<div class="prompt input_prompt">In&nbsp;[28]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># from subprocess import call</span>
<span class="c1"># call([&#39;python&#39;, &#39;-m&#39;, &#39;nbconvert&#39;, &#39;Investigate_a_Dataset.ipynb&#39;])</span>
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