investigate-a-dataset-TMDb.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
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<h1 id="Project:-Investigate-a-Dataset-(TMDb-Movie-Data-)">Project: Investigate a Dataset (TMDb Movie Data )<a class="anchor-link" href="#Project:-Investigate-a-Dataset-(TMDb-Movie-Data-)">&#182;</a></h1><p>Investigate a Dataset is the second project in Data Analyst Nanodegree, it aims to  use the Python libraries NumPy, Pandas, and Matplotlib. To analyze the dataset and then communicate the findings.</p>
<h2 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h2><ul>
<li><a href="#intro">Introduction</a></li>
<li><a href="#wrangling">Data Wrangling</a></li>
<li><a href="#eda">Exploratory Data Analysis</a></li>
<li><a href="#conclusions">Conclusions</a></li>
</ul>
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<p><a id='intro'></a></p>
<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p><strong>Dataset</strong>: 
 <br>
I will investigate the dataset of The Movie Database (TMDb), which contains around 10,000 movies gathered from TMDb, including features such as revenue, rating, cast, and other features. Also, the dataset contains some missing  values<br>
 <strong>Rows</strong> = 10866<br>
 <strong>Columns</strong> = 21</p>
<p><strong>Questions</strong>:</p>
<ul>
<li>1- Which movie has the highest and lowest profit?</li>
<li><p>1-A Top 5 movies which earned highest profit.</p>
</li>
<li><p>2- Which Movie has the highest and lowest rate?</p>
</li>
<li><p>2-A Top 5 lowest rated movies.</p>
</li>
<li><p>3- Which the most popular runtime length of a movie?</p>
</li>
<li><p>4- The average runtime of movies over years?</p>
</li>
<li><p>5- Is the rating of movies increase or decrease or the same over years ?</p>
</li>
<li><p>6- Which movie genre has the highest release?</p>
</li>
</ul>
<p>Find the original problem and the dataset here: <a href="https://www.kaggle.com/tmdb/tmdb-movie-metadata">https://www.kaggle.com/tmdb/tmdb-movie-metadata</a></p>
<p>Helps me get more knowledge about the dataset: <a href="https://www.themoviedb.org/?language=ar">https://www.themoviedb.org/?language=ar</a></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import some libraries needed for analyzing</span>

<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<p><a id='wrangling'></a></p>
<h2 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">&#182;</a></h2><blockquote><p>In this section, I will load in the data, check for cleanliness, and then trim and clean the dataset.</p>
</blockquote>
<h3 id="General-Properties">General Properties<a class="anchor-link" href="#General-Properties">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load the data and print. Perform operations to inspect data</span>
<span class="c1"># Load the dataset</span>
<span class="n">df_tmdb</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;tmdb_movies.csv&#39;</span><span class="p">,</span> <span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;,&#39;</span><span class="p">)</span>

<span class="c1"># Print the shape of the dataset</span>
<span class="n">df_tmdb</span><span class="o">.</span><span class="n">shape</span>
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<pre>(10866, 21)</pre>
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<ul>
<li>The dataset contains 10866 Records (Rows) and 21 Features (Columns)</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print the summary of the dataset</span>
<span class="n">df_tmdb</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 10866 entries, 0 to 10865
Data columns (total 21 columns):
 #   Column                Non-Null Count  Dtype  
---  ------                --------------  -----  
 0   id                    10866 non-null  int64  
 1   imdb_id               10856 non-null  object 
 2   popularity            10866 non-null  float64
 3   budget                10866 non-null  int64  
 4   revenue               10866 non-null  int64  
 5   original_title        10866 non-null  object 
 6   cast                  10790 non-null  object 
 7   homepage              2936 non-null   object 
 8   director              10822 non-null  object 
 9   tagline               8042 non-null   object 
 10  keywords              9373 non-null   object 
 11  overview              10862 non-null  object 
 12  runtime               10866 non-null  int64  
 13  genres                10843 non-null  object 
 14  production_companies  9836 non-null   object 
 15  release_date          10866 non-null  object 
 16  vote_count            10866 non-null  int64  
 17  vote_average          10866 non-null  float64
 18  release_year          10866 non-null  int64  
 19  budget_adj            10866 non-null  float64
 20  revenue_adj           10866 non-null  float64
dtypes: float64(4), int64(6), object(11)
memory usage: 1.7+ MB
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<ul>
<li>There are missing value in cast, homepage, director, tagline, keywords, overview, genres, and production_companies comparing to the entries</li>
<li>The data type of release_date is 'object' should be 'datetime' data type</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print the first three rows</span>
<span class="n">df_tmdb</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>id</th>
      <th>imdb_id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>homepage</th>
      <th>director</th>
      <th>tagline</th>
      <th>...</th>
      <th>overview</th>
      <th>runtime</th>
      <th>genres</th>
      <th>production_companies</th>
      <th>release_date</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>135397</td>
      <td>tt0369610</td>
      <td>32.985763</td>
      <td>150000000</td>
      <td>1513528810</td>
      <td>Jurassic World</td>
      <td>Chris Pratt|Bryce Dallas Howard|Irrfan Khan|Vi...</td>
      <td>http://www.jurassicworld.com/</td>
      <td>Colin Trevorrow</td>
      <td>The park is open.</td>
      <td>...</td>
      <td>Twenty-two years after the events of Jurassic ...</td>
      <td>124</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Universal Studios|Amblin Entertainment|Legenda...</td>
      <td>6/9/15</td>
      <td>5562</td>
      <td>6.5</td>
      <td>2015</td>
      <td>1.379999e+08</td>
      <td>1.392446e+09</td>
    </tr>
    <tr>
      <th>1</th>
      <td>76341</td>
      <td>tt1392190</td>
      <td>28.419936</td>
      <td>150000000</td>
      <td>378436354</td>
      <td>Mad Max: Fury Road</td>
      <td>Tom Hardy|Charlize Theron|Hugh Keays-Byrne|Nic...</td>
      <td>http://www.madmaxmovie.com/</td>
      <td>George Miller</td>
      <td>What a Lovely Day.</td>
      <td>...</td>
      <td>An apocalyptic story set in the furthest reach...</td>
      <td>120</td>
      <td>Action|Adventure|Science Fiction|Thriller</td>
      <td>Village Roadshow Pictures|Kennedy Miller Produ...</td>
      <td>5/13/15</td>
      <td>6185</td>
      <td>7.1</td>
      <td>2015</td>
      <td>1.379999e+08</td>
      <td>3.481613e+08</td>
    </tr>
    <tr>
      <th>2</th>
      <td>262500</td>
      <td>tt2908446</td>
      <td>13.112507</td>
      <td>110000000</td>
      <td>295238201</td>
      <td>Insurgent</td>
      <td>Shailene Woodley|Theo James|Kate Winslet|Ansel...</td>
      <td>http://www.thedivergentseries.movie/#insurgent</td>
      <td>Robert Schwentke</td>
      <td>One Choice Can Destroy You</td>
      <td>...</td>
      <td>Beatrice Prior must confront her inner demons ...</td>
      <td>119</td>
      <td>Adventure|Science Fiction|Thriller</td>
      <td>Summit Entertainment|Mandeville Films|Red Wago...</td>
      <td>3/18/15</td>
      <td>2480</td>
      <td>6.3</td>
      <td>2015</td>
      <td>1.012000e+08</td>
      <td>2.716190e+08</td>
    </tr>
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<p>3 rows × 21 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print the last three rows</span>
<span class="n">df_tmdb</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>imdb_id</th>
      <th>popularity</th>
      <th>budget</th>
      <th>revenue</th>
      <th>original_title</th>
      <th>cast</th>
      <th>homepage</th>
      <th>director</th>
      <th>tagline</th>
      <th>...</th>
      <th>overview</th>
      <th>runtime</th>
      <th>genres</th>
      <th>production_companies</th>
      <th>release_date</th>
      <th>vote_count</th>
      <th>vote_average</th>
      <th>release_year</th>
      <th>budget_adj</th>
      <th>revenue_adj</th>
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      <th>10863</th>
      <td>39768</td>
      <td>tt0060161</td>
      <td>0.065141</td>
      <td>0</td>
      <td>0</td>
      <td>Beregis Avtomobilya</td>
      <td>Innokentiy Smoktunovskiy|Oleg Efremov|Georgi Z...</td>
      <td>NaN</td>
      <td>Eldar Ryazanov</td>
      <td>NaN</td>
      <td>...</td>
      <td>An insurance agent who moonlights as a carthie...</td>
      <td>94</td>
      <td>Mystery|Comedy</td>
      <td>Mosfilm</td>
      <td>1/1/66</td>
      <td>11</td>
      <td>6.5</td>
      <td>1966</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>10864</th>
      <td>21449</td>
      <td>tt0061177</td>
      <td>0.064317</td>
      <td>0</td>
      <td>0</td>
      <td>What's Up, Tiger Lily?</td>
      <td>Tatsuya Mihashi|Akiko Wakabayashi|Mie Hama|Joh...</td>
      <td>NaN</td>
      <td>Woody Allen</td>
      <td>WOODY ALLEN STRIKES BACK!</td>
      <td>...</td>
      <td>In comic Woody Allen's film debut, he took the...</td>
      <td>80</td>
      <td>Action|Comedy</td>
      <td>Benedict Pictures Corp.</td>
      <td>11/2/66</td>
      <td>22</td>
      <td>5.4</td>
      <td>1966</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
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      <th>10865</th>
      <td>22293</td>
      <td>tt0060666</td>
      <td>0.035919</td>
      <td>19000</td>
      <td>0</td>
      <td>Manos: The Hands of Fate</td>
      <td>Harold P. Warren|Tom Neyman|John Reynolds|Dian...</td>
      <td>NaN</td>
      <td>Harold P. Warren</td>
      <td>It's Shocking! It's Beyond Your Imagination!</td>
      <td>...</td>
      <td>A family gets lost on the road and stumbles up...</td>
      <td>74</td>
      <td>Horror</td>
      <td>Norm-Iris</td>
      <td>11/15/66</td>
      <td>15</td>
      <td>1.5</td>
      <td>1966</td>
      <td>127642.279154</td>
      <td>0.0</td>
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<p>3 rows × 21 columns</p>
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<li>Some budget and revenue of movies have a value of '0'</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check for null values in the dataset</span>
<span class="nb">sum</span><span class="p">(</span><span class="n">df_tmdb</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
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<pre>13434</pre>
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<li>There are 13434 null values</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check and sum the duplicate records in the dataset</span>
<span class="nb">sum</span><span class="p">(</span><span class="n">df_tmdb</span><span class="o">.</span><span class="n">duplicated</span><span class="p">())</span>
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<pre>1</pre>
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<li>There is one duplicate record in the dataset</li>
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<blockquote><p><strong>Observation of the Dataset</strong></p>
<ul>
<li>Contains 10866 Records and 21 Features </li>
<li>13434 missing value</li>
<li>The data type of release_date is 'object' should be 'datetime' data type</li>
<li>one duplicate</li>
<li>Some budget and revenue of movies have a value of '0'</li>
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<h3 id="Data-Cleaning-(-Delete-Unused-Features-and-Entries-From-The-Dataset-)">Data Cleaning ( Delete Unused Features and Entries From The Dataset )<a class="anchor-link" href="#Data-Cleaning-(-Delete-Unused-Features-and-Entries-From-The-Dataset-)">&#182;</a></h3><blockquote><p><strong>Data need to delete or change</strong></p>
<ul>
<li>1- Delete unuesd features </li>
<li>2- Delete duplicated rows </li>
<li>3- Change the data type of release date to 'datetime' format</li>
<li>4- Delete inappropriate value and movies with zero value of budget, revenue, and runtime</li>
</ul>
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<h3 id="1--Delete-unuesd-features">1- Delete unuesd features<a class="anchor-link" href="#1--Delete-unuesd-features">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Here I will drop unnecessary features that will not be helpful in the process of analysing.</span>
<span class="c1"># Using drop function and print the new shape of dataset</span>

<span class="n">df_tmdb</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;budget_adj&#39;</span><span class="p">,</span><span class="s1">&#39;revenue_adj&#39;</span><span class="p">,</span><span class="s1">&#39;overview&#39;</span><span class="p">,</span><span class="s1">&#39;imdb_id&#39;</span><span class="p">,</span><span class="s1">&#39;homepage&#39;</span><span class="p">,</span><span class="s1">&#39;tagline&#39;</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">df_tmdb</span><span class="o">.</span><span class="n">shape</span>
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<pre>(10866, 15)</pre>
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<li>The columns are 15 after dropping unnecessary features</li>
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<h3 id="2--Delete-duplicated-rows">2- Delete duplicated rows<a class="anchor-link" href="#2--Delete-duplicated-rows">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Here I will delete duplicate row</span>
<span class="c1"># Using drop_duplicates function</span>

<span class="n">df_tmdb</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">df_tmdb</span><span class="o">.</span><span class="n">shape</span>
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<pre>(10865, 15)</pre>
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<li>After dropping duplicated row, the entries are 10865</li>
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<h3 id="3--Change-the-data-type-of-release-date">3- Change the data type of release date<a class="anchor-link" href="#3--Change-the-data-type-of-release-date">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Here I will change the data type of relese date</span>
<span class="c1"># Using to_datetime function and check using dtypes function</span>
<span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;release_date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;release_date&#39;</span><span class="p">])</span>
<span class="n">df_tmdb</span><span class="o">.</span><span class="n">dtypes</span>
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<pre>id                               int64
popularity                     float64
budget                           int64
revenue                          int64
original_title                  object
cast                            object
director                        object
keywords                        object
runtime                          int64
genres                          object
production_companies            object
release_date            datetime64[ns]
vote_count                       int64
vote_average                   float64
release_year                     int64
dtype: object</pre>
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<li>As shown data type of release_date is in the proper format</li>
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<h3 id="2--Delete-inappropriate-value-and-movies-with-zero-value-of-budget,-revenue,-and-runtime">2- Delete inappropriate value and movies with zero value of budget, revenue, and runtime<a class="anchor-link" href="#2--Delete-inappropriate-value-and-movies-with-zero-value-of-budget,-revenue,-and-runtime">&#182;</a></h3><p>I will need to delete the value with zero because is not going to be helpful during the exploratation</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Here I will check the zero value</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Rows which contain &#39;0&#39; values in budget column:&quot;</span><span class="p">,</span><span class="n">df_tmdb</span><span class="p">[(</span><span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;budget&#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><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Rows which contain &#39;0&#39; values in revenue column:&quot;</span><span class="p">,</span><span class="n">df_tmdb</span><span class="p">[(</span><span class="n">df_tmdb</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><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Rows which contain &#39;0&#39; values in runtime column:&quot;</span><span class="p">,</span><span class="n">df_tmdb</span><span class="p">[(</span><span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;runtime&#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><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>Rows which contain &#39;0&#39; values in budget column: 5696
Rows which contain &#39;0&#39; values in revenue column: 6016
Rows which contain &#39;0&#39; values in runtime column: 31
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<li>As shown the number of rows contain zero budget(5696), zero revenue (6016), and zero runtime (31)</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Make a list to replace the zeros </span>
<span class="n">budg_reve_runt_list</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">,</span> <span class="s1">&#39;revenue&#39;</span><span class="p">,</span><span class="s1">&#39;runtime&#39;</span><span class="p">]</span>

<span class="c1"># Replace the value of zero </span>
<span class="n">df_tmdb</span><span class="p">[</span><span class="n">budg_reve_runt_list</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_tmdb</span><span class="p">[</span><span class="n">budg_reve_runt_list</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">)</span>

<span class="c1"># Delete any row which contains NaN values </span>
<span class="c1"># Using dropna funtion</span>
<span class="n">df_tmdb</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span> <span class="o">=</span> <span class="n">budg_reve_runt_list</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">df_tmdb</span><span class="o">.</span><span class="n">shape</span>
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<pre>(3854, 15)</pre>
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<li>The dataset contains 3854 rows and 15 columns after cleaning.<blockquote><p>As now the rows, columns, and format of the dataset are proper, let's explore the data for the questions asked.</p>
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<p><a id='eda'></a></p>
<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2><blockquote><p>Here I will explore the questions asked here.</p>
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<h3 id="Research-Question-1-(Which-movie-has-the-highest-and-lowest-profit?)">Research Question 1 (Which movie has the highest and lowest profit?)<a class="anchor-link" href="#Research-Question-1-(Which-movie-has-the-highest-and-lowest-profit?)">&#182;</a></h3><p>Here I will need to create a new column name 'profit' to calculate profit for each of the movies.  Also, I will create a function to find max and min. Which will be helpful along with the exploration.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Created a new column in the dataframe name &#39;profit&#39;</span>
<span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;profit&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;revenue&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;budget&#39;</span><span class="p">]</span>

<span class="c1">#I will use function &#39;idmin&#39; to find the index of lowest profit movie</span>
<span class="c1"># And function &#39;idmax&#39; to find the index of Highest profit movie</span>

<span class="k">def</span> <span class="nf">find_max_min</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="c1">#Use the function &#39;idmin&#39; to find the index of lowest profit movie.</span>
    <span class="n">low_index</span> <span class="o">=</span> <span class="n">df_tmdb</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">idxmin</span><span class="p">()</span>
    
    <span class="c1">#Use the function &#39;idmax&#39; to find the index of Highest profit movie.</span>
    <span class="n">high_index</span> <span class="o">=</span> <span class="n">df_tmdb</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">idxmax</span><span class="p">()</span>
    <span class="c1">#Indicating the index </span>
    <span class="n">high</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df_tmdb</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">high_index</span><span class="p">,:])</span>
    <span class="n">low</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df_tmdb</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">low_index</span><span class="p">,:])</span>
    
    <span class="c1">#Print the movie with high and low profit</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Movie which has Highest &quot;</span><span class="o">+</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot; : &quot;</span><span class="p">,</span><span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;original_title&#39;</span><span class="p">][</span><span class="n">high_index</span><span class="p">])</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Movie which has Lowest &quot;</span><span class="o">+</span> <span class="n">x</span> <span class="o">+</span> <span class="s2">&quot;  : &quot;</span><span class="p">,</span><span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;original_title&#39;</span><span class="p">][</span><span class="n">low_index</span><span class="p">])</span>
    <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">high</span><span class="p">,</span><span class="n">low</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="c1">#calling the find_max_min function</span>
<span class="n">find_max_min</span><span class="p">(</span><span class="s1">&#39;profit&#39;</span><span class="p">)</span>
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<pre>Movie which has Highest profit :  Avatar
Movie which has Lowest profit  :  The Warrior&#39;s Way
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>1386</th>
      <th>2244</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>id</th>
      <td>19995</td>
      <td>46528</td>
    </tr>
    <tr>
      <th>popularity</th>
      <td>9.43277</td>
      <td>0.25054</td>
    </tr>
    <tr>
      <th>budget</th>
      <td>2.37e+08</td>
      <td>4.25e+08</td>
    </tr>
    <tr>
      <th>revenue</th>
      <td>2.78151e+09</td>
      <td>1.10876e+07</td>
    </tr>
    <tr>
      <th>original_title</th>
      <td>Avatar</td>
      <td>The Warrior's Way</td>
    </tr>
    <tr>
      <th>cast</th>
      <td>Sam Worthington|Zoe Saldana|Sigourney Weaver|S...</td>
      <td>Kate Bosworth|Jang Dong-gun|Geoffrey Rush|Dann...</td>
    </tr>
    <tr>
      <th>director</th>
      <td>James Cameron</td>
      <td>Sngmoo Lee</td>
    </tr>
    <tr>
      <th>keywords</th>
      <td>culture clash|future|space war|space colony|so...</td>
      <td>assassin|small town|revenge|deception|super speed</td>
    </tr>
    <tr>
      <th>runtime</th>
      <td>162</td>
      <td>100</td>
    </tr>
    <tr>
      <th>genres</th>
      <td>Action|Adventure|Fantasy|Science Fiction</td>
      <td>Adventure|Fantasy|Action|Western|Thriller</td>
    </tr>
    <tr>
      <th>production_companies</th>
      <td>Ingenious Film Partners|Twentieth Century Fox ...</td>
      <td>Boram Entertainment Inc.</td>
    </tr>
    <tr>
      <th>release_date</th>
      <td>2009-12-10 00:00:00</td>
      <td>2010-12-02 00:00:00</td>
    </tr>
    <tr>
      <th>vote_count</th>
      <td>8458</td>
      <td>74</td>
    </tr>
    <tr>
      <th>vote_average</th>
      <td>7.1</td>
      <td>6.4</td>
    </tr>
    <tr>
      <th>release_year</th>
      <td>2009</td>
      <td>2010</td>
    </tr>
    <tr>
      <th>profit</th>
      <td>2.54451e+09</td>
      <td>-4.13912e+08</td>
    </tr>
  </tbody>
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<li>As shown in the first column the highest profit made by <strong>Avatar</strong> movie directed by James Cameron.</li>
<li>And the second column the lowest profit made by <strong>The Warrior's Way</strong> movie directed by Sngmoo Lee.</li>
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<p><strong>1-A  Top 5 movies which earn highest profit.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># I will create a plot which contains top 5 movies earn highest profit.</span>
<span class="c1"># And sort the &#39;profit&#39; column in decending order and store it in the new dataframe</span>

<span class="n">sort_profit</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;profit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">))</span>
<span class="n">sort_profit</span><span class="p">[</span><span class="s1">&#39;original_title&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;original_title&#39;</span><span class="p">]</span>
<span class="n">profit_data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,(</span><span class="n">sort_profit</span><span class="p">[</span><span class="s1">&#39;original_title&#39;</span><span class="p">])))</span>
<span class="n">x</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">profit_data</span><span class="p">[:</span><span class="mi">5</span><span class="p">])</span>
<span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">sort_profit</span><span class="p">[</span><span class="s1">&#39;profit&#39;</span><span class="p">][:</span><span class="mi">5</span><span class="p">])</span>

<span class="c1"># Here create a plot usinf pointplot for top 5 profitable movies.</span>
<span class="n">plo_five</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">y</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="n">x</span><span class="p">)</span>


<span class="c1">#Name the title and labels of the plot and figure size.</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">rc</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">:(</span><span class="mi">8</span><span class="p">,</span><span class="mi">8</span><span class="p">)})</span>
<span class="n">plo_five</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Top 5 Profitable Movies&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">13</span><span class="p">)</span>
<span class="n">plo_five</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Profit&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">)</span>
<span class="n">plo_five</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Movies&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;darkgrid&quot;</span><span class="p">)</span>
</pre></div>

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<li>Based on the plot the top is <strong>Avatar</strong> followed by <strong>Star Wars: the force Awakens</strong> and <strong>Titanic</strong></li>
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<h3 id="Research-Question-2--(Movie-which-has-the-highest-and-lowest-rate?)">Research Question 2  (Movie which has the highest and lowest rate?)<a class="anchor-link" href="#Research-Question-2--(Movie-which-has-the-highest-and-lowest-rate?)">&#182;</a></h3><p>I will use the function I made above 'find_max_min' to find the highest and lowest rate</p>

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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Using &#39;find_max_min&#39; function passsing &#39;vote_average&#39;</span>
<span class="n">find_max_min</span><span class="p">(</span><span class="s1">&#39;vote_average&#39;</span><span class="p">)</span>
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<pre>Movie which has Highest vote_average :  The Shawshank Redemption
Movie which has Lowest vote_average  :  Foodfight!
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      <th>4178</th>
      <th>4859</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>id</th>
      <td>278</td>
      <td>116977</td>
    </tr>
    <tr>
      <th>popularity</th>
      <td>7.19204</td>
      <td>0.111351</td>
    </tr>
    <tr>
      <th>budget</th>
      <td>2.5e+07</td>
      <td>6.5e+07</td>
    </tr>
    <tr>
      <th>revenue</th>
      <td>2.83415e+07</td>
      <td>73706</td>
    </tr>
    <tr>
      <th>original_title</th>
      <td>The Shawshank Redemption</td>
      <td>Foodfight!</td>
    </tr>
    <tr>
      <th>cast</th>
      <td>Tim Robbins|Morgan Freeman|Bob Gunton|William ...</td>
      <td>Charlie Sheen|Wayne Brady|Hilary Duff|Eva Long...</td>
    </tr>
    <tr>
      <th>director</th>
      <td>Frank Darabont</td>
      <td>Lawrence Kasanoff</td>
    </tr>
    <tr>
      <th>keywords</th>
      <td>prison|corruption|police brutality|prison cell...</td>
      <td>supermarket|fight|product placement|computer a...</td>
    </tr>
    <tr>
      <th>runtime</th>
      <td>142</td>
      <td>87</td>
    </tr>
    <tr>
      <th>genres</th>
      <td>Drama|Crime</td>
      <td>Animation|Action|Comedy|Family</td>
    </tr>
    <tr>
      <th>production_companies</th>
      <td>Castle Rock Entertainment</td>
      <td>Threshold Entertainment|Lions Gate Family Ente...</td>
    </tr>
    <tr>
      <th>release_date</th>
      <td>1994-09-10 00:00:00</td>
      <td>2012-06-15 00:00:00</td>
    </tr>
    <tr>
      <th>vote_count</th>
      <td>5754</td>
      <td>12</td>
    </tr>
    <tr>
      <th>vote_average</th>
      <td>8.4</td>
      <td>2.2</td>
    </tr>
    <tr>
      <th>release_year</th>
      <td>1994</td>
      <td>2012</td>
    </tr>
    <tr>
      <th>profit</th>
      <td>3.34147e+06</td>
      <td>-6.49263e+07</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<ul>
<li><p>The first column is the movie with the highest rate <strong>The Shawshank Redemption</strong> which has the max rating of 84% and directed by Frank Darabont</p>
</li>
<li><p>The second column is the movie with the lowest rate <strong>Foodfight!</strong> which has the min rating of 22% and directed by Lawrence Kasanoff</p>
</li>
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<p><strong>2-A Top 5 lowest rated movies</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#I will sort the &#39;vote_average&#39; column in ascending order store it in the a new dataframe.</span>
<span class="n">sort_vote</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;vote_average&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">True</span><span class="p">))</span>
<span class="n">sort_vote</span><span class="p">[</span><span class="s1">&#39;original_title&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_tmdb</span><span class="p">[</span><span class="s1">&#39;original_title&#39;</span><span class="p">]</span>
<span class="n">sort_vote_data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,(</span><span class="n">sort_vote</span><span class="p">[</span><span class="s1">&#39;original_title&#39;</span><span class="p">])))</span>

<span class="c1">#Getting the top 5 lowest rate movies data </span>
<span class="n">x</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">sort_vote_data</span><span class="p">[:</span><span class="mi">5</span><span class="p">])</span>
<span class="n">y</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">sort_vote</span><span class="p">[</span><span class="s1">&#39;vote_average&#39;</span><span class="p">][:</span><span class="mi">5</span><span class="p">])</span>

<span class="c1"># Make the point plot and name the title and labels.</span>
<span class="n">pol_vote</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">y</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="n">x</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">rc</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">:(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">)})</span>
<span class="n">pol_vote</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Top 5 Lowest Rate Movies&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">15</span><span class="p">)</span>
<span class="n">pol_vote</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Vote Average&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">13</span><span class="p">)</span>
<span class="c1"># the stylesheet</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;darkgrid&quot;</span><span class="p">)</span>
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<li>As shown the <strong>Foodfight!</strong> is lowest rate followed by <strong>FearDotCom</strong> and <strong>Disaster Movie</strong></li>
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<h3 id="Research-Question-3--(Which-the-most-popular-runtime-length-of-a-movie?)">Research Question 3  (Which the most popular runtime length of a movie?)<a class="anchor-link" href="#Research-Question-3--(Which-the-most-popular-runtime-length-of-a-movie?)">&#182;</a></h3><p>I will need to group the popularity of a movie according to its runtime, to find the most popular length.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#using the groupby function to group the popularity based on its runtime and find the mean</span>
<span class="n">runt_popu</span> <span class="o">=</span> <span class="n">df_tmdb</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;runtime&#39;</span><span class="p">)[</span><span class="s1">&#39;popularity&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="c1">#create the plot</span>
<span class="n">runt_popu</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">13</span><span class="p">,</span><span class="mi">5</span><span class="p">),</span><span class="n">xticks</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1000</span><span class="p">,</span><span class="mi">100</span><span class="p">))</span>

<span class="c1">#Name the title, x-label, y-label, and the figure size </span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Runtime vs Average Popularity&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Runtime&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">13</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Average Popularity&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">13</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">rc</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">:(</span><span class="mi">8</span><span class="p">,</span><span class="mi">8</span><span class="p">)})</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;whitegrid&quot;</span><span class="p">)</span>
</pre></div>

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<li>Based on the plot the range of the movie runtime is 100-200,  is the most popular than others.</li>
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<h3 id="Research-Question-4-(The-average-runtime-of-movies-over-years?)">Research Question 4 (The average runtime of movies over years?)<a class="anchor-link" href="#Research-Question-4-(The-average-runtime-of-movies-over-years?)">&#182;</a></h3><p>I will need to the group the data according to their release_year and find the mean.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Here I will calculate the mean and group by release year</span>
<span class="n">runt_year</span> <span class="o">=</span> <span class="n">df_tmdb</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;release_year&#39;</span><span class="p">)[</span><span class="s1">&#39;runtime&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>

<span class="c1">#create the plot</span>
<span class="n">runt_year</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xticks</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1960</span><span class="p">,</span><span class="mi">2016</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>

<span class="c1">#Name the title and the labels of the plot and figure size</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">rc</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">:(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">)})</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Average Runtime vs Year&quot;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Year&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">13</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Runtime&#39;</span><span class="p">,</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">13</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;darkgrid&quot;</span><span class="p">)</span>
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<li>Based on the plot the movie duration is decreasing over the years. And the average runtime duration of the movies is around 110 Minutes now. I assume nobody wants to watch a long movie nowadays.</li>
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<h3 id="Research-Question-5--(Is-the-rating-of-movies-increase-or-decrease-or-the-same-over-years-?)">Research Question 5  (Is the rating of movies increase or decrease or the same over years ?)<a class="anchor-link" href="#Research-Question-5--(Is-the-rating-of-movies-increase-or-decrease-or-the-same-over-years-?)">&#182;</a></h3><p>I will need to work with release_year column and the the average movie rating in vote_average column. Also, I will need the group by release_year and calculate the mean of vote_average for each year</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Here I will  calculate the mean of vote_average then groupby the result by release_year </span>

<span class="n">rating_year_avg</span> <span class="o">=</span> <span class="n">df_tmdb</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;release_year&#39;</span><span class="p">)[</span><span class="s1">&#39;vote_average&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>

<span class="c1"># Plot release_year and vote_average relationship </span>
<span class="n">rating_year_avg</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;line&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>

<span class="c1"># Name the title and the labels of the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Rating vs Years Average&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Year&#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;Average Rating&#39;</span><span class="p">)</span>
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<pre>Text(0, 0.5, &#39;Average Rating&#39;)</pre>
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<li>The ratings decrease over years. </li>
<li>According to the plot, the old movies had better ratings than the new ones. </li>
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<h3 id="Research-Question-6-(Which-movie-genre-has-the-highest-release?)">Research Question 6 (Which movie genre has the highest release?)<a class="anchor-link" href="#Research-Question-6-(Which-movie-genre-has-the-highest-release?)">&#182;</a></h3><p>I will create a function that take genres and split it into catogry to find the hishest release</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># make a function that will split the genres, return the number of each genre</span>
<span class="k">def</span> <span class="nf">genre_split_and_count</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="c1">#concatenate all the rows of the genrs</span>
    <span class="n">dt_plot</span> <span class="o">=</span> <span class="n">df_tmdb</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">sep</span> <span class="o">=</span> <span class="s1">&#39;|&#39;</span><span class="p">)</span>
    <span class="n">dt</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">dt_plot</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">no_genre</span> <span class="o">=</span> <span class="n">dt</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">no_genre</span>

<span class="c1">#Here I call the function to count the movies of each genre</span>
<span class="n">total_gen_mov</span> <span class="o">=</span> <span class="n">genre_split_and_count</span><span class="p">(</span><span class="s1">&#39;genres&#39;</span><span class="p">)</span>

<span class="c1">#plot a &#39;barh&#39; plot using plot function for &#39;genre vs number of movies&#39;</span>
<span class="n">total_gen_mov</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span> <span class="s1">&#39;barh&#39;</span><span class="p">,</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">13</span><span class="p">,</span><span class="mi">6</span><span class="p">),</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span><span class="n">colormap</span><span class="o">=</span><span class="s1">&#39;tab20c&#39;</span><span class="p">)</span>

<span class="c1"># Name the title and the labels of the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Genre With Highest Release&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Number of Movies&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Genres&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span> <span class="mi">12</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;whitegrid&quot;</span><span class="p">)</span>
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<ul>
<li>Based on to the plot <strong>Drama</strong> genre has the highest release of movies around(1755) followed by <strong>Comedy</strong> around(1300) and <strong>Thriller</strong> around(1150)</li>
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<p><a id='conclusions'></a></p>
<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2><p><strong>Conclusions :</strong></p>
<ul>
<li><strong>Avatar</strong>, <strong>Star Wars</strong>, and <strong>Titanic</strong> are the most profitable movies</li>
<li><strong>Foodfight!</strong>, <strong>FearDotCom</strong>, and <strong>Disaster Movie</strong> have the worst rate</li>
<li>The movies rating decrease over years and the old movies have a high rate</li>
<li>The average runtime of a movie is in the range of 100-200, and is the most popular than others</li>
<li>The movie duration decreases over years</li>
<li><strong>Drama</strong> genre has highest number of release followed by <strong>Comedy</strong> and <strong>Thirller</strong></li>
</ul>
<p><strong>Limitations :</strong></p>
<ul>
<li>Missing values in the dataset and duplicated rows </li>
<li>The zero value in budget, revenue, and runtime, which had to remove many rows.</li>
<li>Revenue and budget does not have currency unit.</li>
<li>Inappropriate data type.</li>
</ul>

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