project_BQ_LinearRegression.html

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

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

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

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

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

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<p><a href="https://colab.research.google.com/github/zjc664656505/BQ_PROJECT/blob/main/BQ_LinearRegression.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a></p>

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<h2 id="1-Load-data-from-Google-Drive">1 Load data from Google Drive<a class="anchor-link" href="#1-Load-data-from-Google-Drive">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">cm</span>

<span class="c1">#define method for feature selection</span>
<span class="k">def</span> <span class="nf">feature_selection</span><span class="p">(</span><span class="n">dataframe</span><span class="p">,</span> <span class="n">feature_list</span><span class="p">):</span>
  <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    This is a method which returns the new dataframe in which the features are selected</span>
<span class="sd">  &#39;&#39;&#39;</span>
  <span class="k">return</span> <span class="n">dataframe</span><span class="p">[</span><span class="n">feature_list</span><span class="p">]</span>


<span class="c1">#Lines for running google drive mount and using complete dataset</span>

<span class="c1"># from google.colab import drive</span>
<span class="c1"># drive.mount(&#39;/content/drive&#39;, force_remount= True)</span>

<span class="c1">#data = pd.read_csv(&quot;/content/drive/MyDrive/BrightQuery_Project/meta-model/new_merged_meta_data.csv&quot;)</span>

<span class="c1">#EbitdaFeatures = pd.read_csv(&quot;/content/drive/MyDrive/BrightQuery_Project/SelectedFeatures/EbitdaFeatures.csv&quot;)</span>
<span class="c1">#EbitdaFeatures = EbitdaFeatures[&#39;Ebitda Features&#39;].tolist()</span>

<span class="c1">#RevenueFeatures = pd.read_csv(&quot;/content/drive/MyDrive/BrightQuery_Project/SelectedFeatures/RevenueFeatures.csv&quot;)</span>
<span class="c1">#RevenueFeatures = RevenueFeatures[&#39;Revenue Features&#39;].tolist()</span>

<span class="c1">#NetIncomeFeatures = pd.read_csv(&quot;/content/drive/MyDrive/BrightQuery_Project/SelectedFeatures/NetIncomeFeatures.csv&quot;)</span>
<span class="c1">#NetIncomeFeatures = NetIncomeFeatures[&#39;Net Income Features&#39;].tolist()</span>
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<pre>Mounted at /content/drive
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Read the sample with relative path</span>

<span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;data_3000.csv&quot;</span><span class="p">)</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="n">data</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="mi">0</span><span class="p">]],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">primary_key</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_year&#39;</span><span class="p">]</span>
<span class="n">other_group_features</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;bq_sector_name&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_business_code&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_company_address1_state&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># get the company info</span>
<span class="n">categorical_variable</span> <span class="o">=</span> <span class="n">feature_selection</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">]</span><span class="o">+</span><span class="n">other_group_features</span><span class="p">)</span>
<span class="n">company_info</span> <span class="o">=</span> <span class="n">categorical_variable</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">])</span>
<span class="c1"># Convert categorical variable into dummy/indicator variables.</span>
<span class="n">company_info</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">company_info</span><span class="p">)</span>
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<style scoped>
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      <th>bq_id</th>
      <th>bq_business_code</th>
      <th>bq_sector_name_Accommodation and Food Services</th>
      <th>bq_sector_name_Administrative and Support and Waste Management and Remediation Services</th>
      <th>bq_sector_name_Agriculture, Forestry, Fishing and Hunting</th>
      <th>bq_sector_name_Arts, Entertainment, and Recreation</th>
      <th>bq_sector_name_Construction</th>
      <th>bq_sector_name_Educational Services</th>
      <th>bq_sector_name_Finance and Insurance</th>
      <th>bq_sector_name_Health Care and Social Assistance</th>
      <th>bq_sector_name_Information</th>
      <th>bq_sector_name_Management of Companies (Holding Companies)</th>
      <th>bq_sector_name_Manufacturing</th>
      <th>bq_sector_name_Mining</th>
      <th>bq_sector_name_Other Services</th>
      <th>bq_sector_name_Professional, Scientific, and Technical Services</th>
      <th>bq_sector_name_Real Estate and Rental and Leasing</th>
      <th>bq_sector_name_Retail Trade</th>
      <th>bq_sector_name_Transportation and Warehousing</th>
      <th>bq_sector_name_Utilities</th>
      <th>bq_sector_name_Wholesale  Trade</th>
      <th>bq_company_address1_state_AK</th>
      <th>bq_company_address1_state_AL</th>
      <th>bq_company_address1_state_AR</th>
      <th>bq_company_address1_state_AZ</th>
      <th>bq_company_address1_state_CA</th>
      <th>bq_company_address1_state_CO</th>
      <th>bq_company_address1_state_CT</th>
      <th>bq_company_address1_state_DC</th>
      <th>bq_company_address1_state_DE</th>
      <th>bq_company_address1_state_FL</th>
      <th>bq_company_address1_state_GA</th>
      <th>bq_company_address1_state_HI</th>
      <th>bq_company_address1_state_IA</th>
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      <th>bq_company_address1_state_KS</th>
      <th>bq_company_address1_state_KY</th>
      <th>bq_company_address1_state_LA</th>
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      <th>bq_company_address1_state_ME</th>
      <th>bq_company_address1_state_MI</th>
      <th>bq_company_address1_state_MN</th>
      <th>bq_company_address1_state_MO</th>
      <th>bq_company_address1_state_MS</th>
      <th>bq_company_address1_state_MT</th>
      <th>bq_company_address1_state_NC</th>
      <th>bq_company_address1_state_ND</th>
      <th>bq_company_address1_state_NE</th>
      <th>bq_company_address1_state_NH</th>
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      <th>bq_company_address1_state_NV</th>
      <th>bq_company_address1_state_NY</th>
      <th>bq_company_address1_state_OH</th>
      <th>bq_company_address1_state_OK</th>
      <th>bq_company_address1_state_OR</th>
      <th>bq_company_address1_state_PA</th>
      <th>bq_company_address1_state_PR</th>
      <th>bq_company_address1_state_RI</th>
      <th>bq_company_address1_state_SC</th>
      <th>bq_company_address1_state_SD</th>
      <th>bq_company_address1_state_TN</th>
      <th>bq_company_address1_state_TX</th>
      <th>bq_company_address1_state_UT</th>
      <th>bq_company_address1_state_VA</th>
      <th>bq_company_address1_state_VI</th>
      <th>bq_company_address1_state_VT</th>
      <th>bq_company_address1_state_WA</th>
      <th>bq_company_address1_state_WI</th>
      <th>bq_company_address1_state_WV</th>
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<p>3358 rows × 73 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># define method for Relative Absolute Error (RAE)</span>
<span class="k">def</span> <span class="nf">RAE</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">):</span>
  <span class="n">true</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">y_true</span><span class="p">)</span>
  <span class="n">pred</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">y_pred</span><span class="p">)</span>
  <span class="n">numerator</span> <span class="o">=</span>  <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">true</span> <span class="o">-</span> <span class="n">pred</span><span class="p">))</span>
  <span class="n">denominator</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">true</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">true</span><span class="p">)))</span>
  <span class="k">return</span> <span class="n">numerator</span><span class="o">/</span><span class="n">denominator</span>

<span class="c1"># define method for Mean Absolute Error (MAE)</span>
<span class="k">def</span> <span class="nf">MAE</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">):</span>
  <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">y_true</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">y_pred</span><span class="p">)))</span>
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<h2 id="2-Linear-Regression-Assumptions-Check">2 Linear Regression Assumptions Check<a class="anchor-link" href="#2-Linear-Regression-Assumptions-Check">&#182;</a></h2>
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<h3 id="2.1-Response:-2020-Net-Income-vs.-Predictor:-2019-Net-Income">2.1 Response: 2020 Net Income vs. Predictor: 2019 Net Income<a class="anchor-link" href="#2.1-Response:-2020-Net-Income-vs.-Predictor:-2019-Net-Income">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">net_income_2020</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="mi">2020</span><span class="p">][[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_net_income&#39;</span><span class="p">]]</span>
<span class="n">net_income_2020</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_net_income_2020&#39;</span><span class="p">]</span>
<span class="n">net_income_2019</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="mi">2019</span><span class="p">][[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_net_income&#39;</span><span class="p">]]</span>
<span class="n">net_income_2019</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_net_income_2019&#39;</span><span class="p">]</span>
<span class="n">net_income</span> <span class="o">=</span> <span class="n">net_income_2019</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">net_income_2020</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;bq_id&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">])</span>
<span class="n">net_income</span>
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    <div class="prompt output_prompt">Out[8]:</div>


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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>bq_net_income_2019</th>
      <th>bq_net_income_2020</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>65153000.0</td>
      <td>71711000.0</td>
    </tr>
    <tr>
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      <td>171040000.0</td>
      <td>126205000.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2676000.0</td>
      <td>-4688000.0</td>
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    <tr>
      <th>3</th>
      <td>15272000.0</td>
      <td>14072000.0</td>
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    <tr>
      <th>4</th>
      <td>9415090.0</td>
      <td>8201689.0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
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    <tr>
      <th>3055</th>
      <td>103469000.0</td>
      <td>97171000.0</td>
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    <tr>
      <th>3056</th>
      <td>672309000.0</td>
      <td>406797000.0</td>
    </tr>
    <tr>
      <th>3057</th>
      <td>18402000.0</td>
      <td>18042000.0</td>
    </tr>
    <tr>
      <th>3058</th>
      <td>453000.0</td>
      <td>4006000.0</td>
    </tr>
    <tr>
      <th>3059</th>
      <td>491000000.0</td>
      <td>334000000.0</td>
    </tr>
  </tbody>
</table>
<p>3060 rows × 2 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># model training</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">net_income</span><span class="p">[[</span><span class="s1">&#39;bq_net_income_2019&#39;</span><span class="p">]]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">net_income</span><span class="p">[</span><span class="s1">&#39;bq_net_income_2020&#39;</span><span class="p">]</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LinearRegression</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="n">y_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
<span class="n">residuals</span> <span class="o">=</span> <span class="n">y</span> <span class="o">-</span> <span class="n">y_pred</span>
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Linear Trend plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">6</span><span class="p">));</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span>  <span class="n">color</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Data&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y_pred</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">linewidth</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Linear Fit&quot;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;2019 Net Income in Dollars&quot;</span><span class="p">,</span> <span class="n">fontdict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;fontsize&#39;</span> <span class="p">:</span> <span class="mi">14</span><span class="p">})</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;2020 Net Income in Dollars&quot;</span><span class="p">,</span> <span class="n">fontdict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;fontsize&#39;</span> <span class="p">:</span> <span class="mi">14</span><span class="p">})</span>

<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s2">&quot;best&quot;</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;2020 Net Income vs. 2019 Net Income&quot;</span><span class="p">,</span> <span class="n">fontdict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;fontsize&#39;</span> <span class="p">:</span> <span class="mi">14</span><span class="p">})</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">((</span><span class="o">-</span><span class="mf">1e+9</span><span class="p">,</span> <span class="mf">2e+9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">((</span><span class="o">-</span><span class="mf">1e+9</span><span class="p">,</span> <span class="mf">2e+9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Residual plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span><span class="n">residuals</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkblue&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Residual Plot For 2020 Net Income in Dollars&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span> <span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Predicted Values&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Residual&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">((</span><span class="o">-</span><span class="mf">1e+9</span><span class="p">,</span> <span class="mf">1e+9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">((</span><span class="o">-</span><span class="mf">1e+9</span><span class="p">,</span> <span class="mf">1e+9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hlines</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xmin</span><span class="o">=-</span><span class="mf">1e+9</span><span class="p">,</span> <span class="n">xmax</span><span class="o">=</span><span class="mf">1e+9</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h3 id="2.2-Response:-2020-Revenue-vs.-Predictor:-2019-Revenue">2.2 Response: 2020 Revenue vs. Predictor: 2019 Revenue<a class="anchor-link" href="#2.2-Response:-2020-Revenue-vs.-Predictor:-2019-Revenue">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">revenue_2020</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="mi">2020</span><span class="p">][[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_revenue&#39;</span><span class="p">]]</span>
<span class="n">revenue_2020</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_revenue_2020&#39;</span><span class="p">]</span>
<span class="n">revenue_2019</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="mi">2019</span><span class="p">][[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_revenue&#39;</span><span class="p">]]</span>
<span class="n">revenue_2019</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_revenue_2019&#39;</span><span class="p">]</span>
<span class="n">revenue</span> <span class="o">=</span> <span class="n">revenue_2019</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">revenue_2020</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;bq_id&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">])</span>
<span class="n">revenue</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>bq_revenue_2019</th>
      <th>bq_revenue_2020</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>4.796040e+08</td>
      <td>4.831540e+08</td>
    </tr>
    <tr>
      <th>1</th>
      <td>5.089780e+08</td>
      <td>4.467460e+08</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1.623540e+08</td>
      <td>1.064900e+08</td>
    </tr>
    <tr>
      <th>3</th>
      <td>5.717000e+07</td>
      <td>5.601200e+07</td>
    </tr>
    <tr>
      <th>4</th>
      <td>3.859638e+07</td>
      <td>3.856304e+07</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>3055</th>
      <td>4.873740e+08</td>
      <td>5.035720e+08</td>
    </tr>
    <tr>
      <th>3056</th>
      <td>1.526955e+09</td>
      <td>1.456780e+09</td>
    </tr>
    <tr>
      <th>3057</th>
      <td>6.422900e+07</td>
      <td>6.542000e+07</td>
    </tr>
    <tr>
      <th>3058</th>
      <td>9.366200e+07</td>
      <td>9.960600e+07</td>
    </tr>
    <tr>
      <th>3059</th>
      <td>8.005000e+09</td>
      <td>7.580000e+09</td>
    </tr>
  </tbody>
</table>
<p>3060 rows × 2 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># model training</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">revenue</span><span class="p">[[</span><span class="s1">&#39;bq_revenue_2019&#39;</span><span class="p">]]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">revenue</span><span class="p">[</span><span class="s1">&#39;bq_revenue_2020&#39;</span><span class="p">]</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LinearRegression</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="n">y_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
<span class="n">residuals</span> <span class="o">=</span> <span class="n">y</span> <span class="o">-</span> <span class="n">y_pred</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Linear Trend plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">6</span><span class="p">));</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span>  <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Data&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Linear Fit&quot;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;2019 Revenue in Dollars&quot;</span><span class="p">,</span> <span class="n">fontdict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;fontsize&#39;</span> <span class="p">:</span> <span class="mi">14</span><span class="p">})</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;2020 Revenue in Dollars&quot;</span><span class="p">,</span> <span class="n">fontdict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;fontsize&#39;</span> <span class="p">:</span> <span class="mi">14</span><span class="p">})</span>

<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s2">&quot;best&quot;</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;2020 Revenue vs. 2019 Revenue&quot;</span><span class="p">,</span> <span class="n">fontdict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;fontsize&#39;</span> <span class="p">:</span> <span class="mi">14</span><span class="p">})</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">((</span><span class="mi">0</span><span class="p">,</span> <span class="mf">1e+10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">((</span><span class="mi">0</span><span class="p">,</span> <span class="mf">1e+10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Residual plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span><span class="n">residuals</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkblue&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Residual Plot For 2020 Revenue in Dollars&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span> <span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Predicted Values&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Residual&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">((</span><span class="mi">0</span><span class="p">,</span> <span class="mf">2e+9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">((</span><span class="o">-</span><span class="mf">2e+9</span><span class="p">,</span> <span class="mf">2e+9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<h3 id="2.3-Response:-2020-Ebitda-vs.-Predictor:-2019-Ebitda">2.3 Response: 2020 Ebitda vs. Predictor: 2019 Ebitda<a class="anchor-link" href="#2.3-Response:-2020-Ebitda-vs.-Predictor:-2019-Ebitda">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ebitda_2020</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="mi">2020</span><span class="p">][[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_ebitda&#39;</span><span class="p">]]</span>
<span class="n">ebitda_2020</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_ebitda_2020&#39;</span><span class="p">]</span>
<span class="n">ebitda_2019</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="mi">2019</span><span class="p">][[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_ebitda&#39;</span><span class="p">]]</span>
<span class="n">ebitda_2019</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">,</span> <span class="s1">&#39;bq_ebitda_2019&#39;</span><span class="p">]</span>
<span class="n">ebitda</span> <span class="o">=</span> <span class="n">ebitda_2019</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">ebitda_2020</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;bq_id&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">])</span>
<span class="n">ebitda</span>
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    .dataframe tbody tr th:only-of-type {
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<table border="1" class="dataframe">
  <thead>
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      <th></th>
      <th>bq_ebitda_2019</th>
      <th>bq_ebitda_2020</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>163120000.0</td>
      <td>178694000.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>226350000.0</td>
      <td>163741000.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>8755000.0</td>
      <td>-3012000.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>23262000.0</td>
      <td>20592000.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>13545690.0</td>
      <td>12383221.0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>3055</th>
      <td>219498000.0</td>
      <td>219103000.0</td>
    </tr>
    <tr>
      <th>3056</th>
      <td>978030000.0</td>
      <td>640781000.0</td>
    </tr>
    <tr>
      <th>3057</th>
      <td>26155000.0</td>
      <td>26266000.0</td>
    </tr>
    <tr>
      <th>3058</th>
      <td>4805000.0</td>
      <td>9589000.0</td>
    </tr>
    <tr>
      <th>3059</th>
      <td>840000000.0</td>
      <td>696000000.0</td>
    </tr>
  </tbody>
</table>
<p>3060 rows × 2 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># model training</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">ebitda</span><span class="p">[[</span><span class="s1">&#39;bq_ebitda_2019&#39;</span><span class="p">]]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">ebitda</span><span class="p">[</span><span class="s1">&#39;bq_ebitda_2020&#39;</span><span class="p">]</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LinearRegression</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="n">y_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
<span class="n">residuals</span> <span class="o">=</span> <span class="n">y</span> <span class="o">-</span> <span class="n">y_pred</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Linear Trend plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">6</span><span class="p">));</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span>  <span class="n">color</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Data&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y_pred</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">linewidth</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Linear Fit&quot;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;2019 Ebitda in Dollars&quot;</span><span class="p">,</span> <span class="n">fontdict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;fontsize&#39;</span> <span class="p">:</span> <span class="mi">14</span><span class="p">})</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;2020 Ebitda in Dollars&quot;</span><span class="p">,</span> <span class="n">fontdict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;fontsize&#39;</span> <span class="p">:</span> <span class="mi">14</span><span class="p">})</span>

<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s2">&quot;best&quot;</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;2020 Ebitda vs. 2019 Ebitda&quot;</span><span class="p">,</span> <span class="n">fontdict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;fontsize&#39;</span> <span class="p">:</span> <span class="mi">14</span><span class="p">})</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">((</span><span class="o">-</span><span class="mf">0.5e+9</span><span class="p">,</span> <span class="mf">2e+9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">((</span><span class="o">-</span><span class="mf">0.5e+9</span><span class="p">,</span> <span class="mf">2e+9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Residual plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span><span class="n">residuals</span><span class="p">,</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;darkblue&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Residual Plot For 2020 Ebitda in Dollars&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span> <span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Predicted Values&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Residual&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">((</span><span class="o">-</span><span class="mf">0.5e+9</span><span class="p">,</span> <span class="mf">0.5e+9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">((</span><span class="o">-</span><span class="mf">0.5e+9</span><span class="p">,</span> <span class="mf">0.5e+9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h2 id="3-Net-Income:-modeling-and-evaluation">3 Net Income: modeling and evaluation<a class="anchor-link" href="#3-Net-Income:-modeling-and-evaluation">&#182;</a></h2>
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<h3 id="3.1-Transfer-data-with-years-as-variables">3.1 Transfer data with years as variables<a class="anchor-link" href="#3.1-Transfer-data-with-years-as-variables">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">NetIncomeFeatures</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;NetIncomeFeatures.csv&quot;</span><span class="p">)</span>
<span class="n">NetIncomeFeatures</span> <span class="o">=</span> <span class="n">NetIncomeFeatures</span><span class="p">[</span><span class="s1">&#39;Net Income Features&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>

<span class="c1"># get the data</span>
<span class="n">net_incoome_public</span> <span class="o">=</span> <span class="n">feature_selection</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">+</span><span class="p">[</span><span class="s1">&#39;bq_net_income&#39;</span><span class="p">]</span><span class="o">+</span><span class="n">NetIncomeFeatures</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Tranfer the long date to wide data</span>
<span class="n">new_pd</span> <span class="o">=</span> <span class="n">net_incoome_public</span><span class="p">[(</span><span class="n">net_incoome_public</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="mi">2015</span><span class="p">)]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_year&#39;</span><span class="p">])</span>
<span class="n">new_pd</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">columns</span><span class="o">+</span><span class="s2">&quot;_&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="mi">2015</span><span class="p">)</span>
<span class="n">new_pd</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;bq_id_&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="mi">2015</span><span class="p">):</span> <span class="s1">&#39;bq_id&#39;</span><span class="p">})</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">2016</span><span class="p">,</span> <span class="mi">2021</span><span class="p">):</span>
  <span class="n">next_year_net_income</span> <span class="o">=</span> <span class="n">net_incoome_public</span><span class="p">[(</span><span class="n">net_incoome_public</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="n">i</span><span class="p">)]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_year&#39;</span><span class="p">])</span>
  <span class="n">next_year_net_income</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">next_year_net_income</span><span class="o">.</span><span class="n">columns</span><span class="o">+</span><span class="s2">&quot;_&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
  <span class="n">next_year_net_income</span> <span class="o">=</span> <span class="n">next_year_net_income</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;bq_id_&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">):</span> <span class="s1">&#39;bq_id&#39;</span><span class="p">})</span>
  <span class="n">new_pd</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">next_year_net_income</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s2">&quot;outer&quot;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;bq_id&#39;</span><span class="p">)</span>

<span class="n">new_pd</span>
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      <th>bq_id</th>
      <th>bq_net_income_2015</th>
      <th>bq_prepaid_legal_ind_2015</th>
      <th>bq_severance_pay_ind_2015</th>
      <th>bq_stock_bonus_ind_2015</th>
      <th>bq_terminate_any_ind_2015</th>
      <th>bq_final_filing_any_ind_2015</th>
      <th>bq_fail_trans_contrib_pens_ind_2015</th>
      <th>bq_amended_ind_2015</th>
      <th>bq_final_filing_pens_ind_2015</th>
      <th>bq_fail_trans_contrib_any_ind_2015</th>
      <th>bq_vision_insurance_ind_2015</th>
      <th>bq_temp_disability_insurance_ind_2015</th>
      <th>bq_death_benefits_ind_2015</th>
      <th>bq_defined_benefit_pens_ind_2015</th>
      <th>bq_money_purchase_plan_ind_2015</th>
      <th>bq_fail_provide_benf_due_pens_ind_2015</th>
      <th>bq_no_co_contribs_ind_2015</th>
      <th>bq_terminate_pens_ind_2015</th>
      <th>bq_fail_provide_benf_due_any_ind_2015</th>
      <th>bq_supp_unemploy_ins_ind_2015</th>
      <th>bq_fail_provide_benf_due_welf_ind_2015</th>
      <th>bq_net_income_2016</th>
      <th>bq_prepaid_legal_ind_2016</th>
      <th>bq_severance_pay_ind_2016</th>
      <th>bq_stock_bonus_ind_2016</th>
      <th>bq_terminate_any_ind_2016</th>
      <th>bq_final_filing_any_ind_2016</th>
      <th>bq_fail_trans_contrib_pens_ind_2016</th>
      <th>bq_amended_ind_2016</th>
      <th>bq_final_filing_pens_ind_2016</th>
      <th>bq_fail_trans_contrib_any_ind_2016</th>
      <th>bq_vision_insurance_ind_2016</th>
      <th>bq_temp_disability_insurance_ind_2016</th>
      <th>bq_death_benefits_ind_2016</th>
      <th>bq_defined_benefit_pens_ind_2016</th>
      <th>bq_money_purchase_plan_ind_2016</th>
      <th>bq_fail_provide_benf_due_pens_ind_2016</th>
      <th>bq_no_co_contribs_ind_2016</th>
      <th>bq_terminate_pens_ind_2016</th>
      <th>...</th>
      <th>bq_severance_pay_ind_2019</th>
      <th>bq_stock_bonus_ind_2019</th>
      <th>bq_terminate_any_ind_2019</th>
      <th>bq_final_filing_any_ind_2019</th>
      <th>bq_fail_trans_contrib_pens_ind_2019</th>
      <th>bq_amended_ind_2019</th>
      <th>bq_final_filing_pens_ind_2019</th>
      <th>bq_fail_trans_contrib_any_ind_2019</th>
      <th>bq_vision_insurance_ind_2019</th>
      <th>bq_temp_disability_insurance_ind_2019</th>
      <th>bq_death_benefits_ind_2019</th>
      <th>bq_defined_benefit_pens_ind_2019</th>
      <th>bq_money_purchase_plan_ind_2019</th>
      <th>bq_fail_provide_benf_due_pens_ind_2019</th>
      <th>bq_no_co_contribs_ind_2019</th>
      <th>bq_terminate_pens_ind_2019</th>
      <th>bq_fail_provide_benf_due_any_ind_2019</th>
      <th>bq_supp_unemploy_ins_ind_2019</th>
      <th>bq_fail_provide_benf_due_welf_ind_2019</th>
      <th>bq_net_income_2020</th>
      <th>bq_prepaid_legal_ind_2020</th>
      <th>bq_severance_pay_ind_2020</th>
      <th>bq_stock_bonus_ind_2020</th>
      <th>bq_terminate_any_ind_2020</th>
      <th>bq_final_filing_any_ind_2020</th>
      <th>bq_fail_trans_contrib_pens_ind_2020</th>
      <th>bq_amended_ind_2020</th>
      <th>bq_final_filing_pens_ind_2020</th>
      <th>bq_fail_trans_contrib_any_ind_2020</th>
      <th>bq_vision_insurance_ind_2020</th>
      <th>bq_temp_disability_insurance_ind_2020</th>
      <th>bq_death_benefits_ind_2020</th>
      <th>bq_defined_benefit_pens_ind_2020</th>
      <th>bq_money_purchase_plan_ind_2020</th>
      <th>bq_fail_provide_benf_due_pens_ind_2020</th>
      <th>bq_no_co_contribs_ind_2020</th>
      <th>bq_terminate_pens_ind_2020</th>
      <th>bq_fail_provide_benf_due_any_ind_2020</th>
      <th>bq_supp_unemploy_ins_ind_2020</th>
      <th>bq_fail_provide_benf_due_welf_ind_2020</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>412416919</td>
      <td>41140000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>44675000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>71711000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>136315656</td>
      <td>92258000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>113747000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>126205000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>666958061</td>
      <td>5390000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4030000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-4688000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>105749915</td>
      <td>6343000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>7331000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>14072000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>218284269</td>
      <td>5716767.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>5594011.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>8201689.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>3353</th>
      <td>949778563</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
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<p>3358 rows × 127 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
<span class="n">drop_columns</span> <span class="o">=</span> <span class="p">(</span><span class="n">net_incoome_public</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">+</span> <span class="s1">&#39;_&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="mi">2020</span><span class="p">))</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">drop_columns</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;bq_net_income_2020&#39;</span><span class="p">]</span>
<span class="c1"># merge X with categorical data</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">company_info</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s2">&quot;inner&quot;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;bq_id&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">&quot;category&quot;</span><span class="p">)</span>
<span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_business_code&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_business_code&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">&quot;category&quot;</span><span class="p">)</span>
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<h3 id="3.2-Model-training-and-results">3.2 Model training and results<a class="anchor-link" href="#3.2-Model-training-and-results">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Split the data into training/testing sets</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># model training</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LinearRegression</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">y_train_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="n">y_test_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">residuals</span> <span class="o">=</span> <span class="n">y_test</span><span class="o">-</span><span class="n">y_test_pred</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># model evaluation</span>
<span class="n">r_sq</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Coefficient of Determination (R Squared):&#39;</span><span class="p">,</span> <span class="n">r_sq</span><span class="p">)</span>
<span class="n">RAE_train_error</span> <span class="o">=</span> <span class="n">RAE</span><span class="p">(</span><span class="n">y_train</span><span class="p">,</span> <span class="n">y_train_pred</span><span class="p">)</span>
<span class="n">RAE_test_error</span> <span class="o">=</span> <span class="n">RAE</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_test_pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Relative Absolute Error (RAE)_training:&#39;</span><span class="p">,</span> <span class="n">RAE_train_error</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Relative Absolute Error (RAE)_test&#39;</span><span class="p">,</span> <span class="n">RAE_test_error</span><span class="p">)</span>
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<pre>Coefficient of Determination (R Squared): 0.7990053509909367
Relative Absolute Error (RAE)_training: 0.6268781997603851
Relative Absolute Error (RAE)_test 0.5873289148643754
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Density Plot and Histogram of residuals</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="n">residuals</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">residuals</span><span class="p">)</span>
<span class="n">residuals</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;2020 Net Income Residuals&#39;</span><span class="p">]</span>
<span class="c1"># histogram plot</span>
<span class="n">residuals</span><span class="o">.</span><span class="n">hist</span><span class="p">()</span>
<span class="c1"># density plot</span>
<span class="n">residuals</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;kde&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f25da2b3110&gt;</pre>
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<h2 id="4-Revenue:-modeling-and-evaluation">4 Revenue: modeling and evaluation<a class="anchor-link" href="#4-Revenue:-modeling-and-evaluation">&#182;</a></h2>
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<h3 id="4.1-Transfer-data-with-years-as-variables">4.1 Transfer data with years as variables<a class="anchor-link" href="#4.1-Transfer-data-with-years-as-variables">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">RevenueFeatures</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;RevenueFeatures.csv&quot;</span><span class="p">)</span>
<span class="n">RevenueFeatures</span> <span class="o">=</span> <span class="n">RevenueFeatures</span><span class="p">[</span><span class="s1">&#39;Revenue Features&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>

<span class="c1"># get the data</span>
<span class="n">revenue_public</span> <span class="o">=</span> <span class="n">feature_selection</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">+</span><span class="p">[</span><span class="s1">&#39;bq_revenue&#39;</span><span class="p">]</span><span class="o">+</span><span class="n">RevenueFeatures</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[28]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Tranfer the long date to wide data</span>
<span class="n">new_pd</span> <span class="o">=</span> <span class="n">revenue_public</span><span class="p">[(</span><span class="n">revenue_public</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="mi">2015</span><span class="p">)]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_year&#39;</span><span class="p">])</span>
<span class="n">new_pd</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">columns</span><span class="o">+</span><span class="s2">&quot;_&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="mi">2015</span><span class="p">)</span>
<span class="n">new_pd</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;bq_id_&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="mi">2015</span><span class="p">):</span> <span class="s1">&#39;bq_id&#39;</span><span class="p">})</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">2016</span><span class="p">,</span> <span class="mi">2021</span><span class="p">):</span>
  <span class="n">next_year_revenue</span> <span class="o">=</span> <span class="n">revenue_public</span><span class="p">[(</span><span class="n">revenue_public</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="n">i</span><span class="p">)]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_year&#39;</span><span class="p">])</span>
  <span class="n">next_year_revenue</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">next_year_revenue</span><span class="o">.</span><span class="n">columns</span><span class="o">+</span><span class="s2">&quot;_&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
  <span class="n">next_year_revenue</span> <span class="o">=</span> <span class="n">next_year_revenue</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;bq_id_&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">):</span> <span class="s1">&#39;bq_id&#39;</span><span class="p">})</span>
  <span class="n">new_pd</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">next_year_revenue</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s2">&quot;outer&quot;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;bq_id&#39;</span><span class="p">)</span>

<span class="n">new_pd</span>
</pre></div>

    </div>
</div>
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    <div class="prompt output_prompt">Out[28]:</div>


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

    .dataframe tbody tr th {
        vertical-align: top;
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    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>bq_id</th>
      <th>bq_revenue_2015</th>
      <th>bq_final_filing_any_ind_2015</th>
      <th>bq_supp_unemploy_ins_ind_2015</th>
      <th>bq_prepaid_legal_ind_2015</th>
      <th>bq_severance_pay_ind_2015</th>
      <th>bq_defined_benefit_pens_ind_2015</th>
      <th>bq_terminate_any_ind_2015</th>
      <th>bq_fail_trans_contrib_pens_ind_2015</th>
      <th>bq_amended_ind_2015</th>
      <th>bq_final_filing_pens_ind_2015</th>
      <th>bq_fail_trans_contrib_any_ind_2015</th>
      <th>bq_vision_insurance_ind_2015</th>
      <th>bq_temp_disability_insurance_ind_2015</th>
      <th>bq_death_benefits_ind_2015</th>
      <th>bq_stock_bonus_ind_2015</th>
      <th>bq_fail_provide_benf_due_pens_ind_2015</th>
      <th>bq_terminate_pens_ind_2015</th>
      <th>bq_fail_provide_benf_due_any_ind_2015</th>
      <th>bq_dental_insurance_ind_2015</th>
      <th>bq_code_section_401k_ind_2015</th>
      <th>bq_money_purchase_plan_ind_2015</th>
      <th>bq_revenue_2016</th>
      <th>bq_final_filing_any_ind_2016</th>
      <th>bq_supp_unemploy_ins_ind_2016</th>
      <th>bq_prepaid_legal_ind_2016</th>
      <th>bq_severance_pay_ind_2016</th>
      <th>bq_defined_benefit_pens_ind_2016</th>
      <th>bq_terminate_any_ind_2016</th>
      <th>bq_fail_trans_contrib_pens_ind_2016</th>
      <th>bq_amended_ind_2016</th>
      <th>bq_final_filing_pens_ind_2016</th>
      <th>bq_fail_trans_contrib_any_ind_2016</th>
      <th>bq_vision_insurance_ind_2016</th>
      <th>bq_temp_disability_insurance_ind_2016</th>
      <th>bq_death_benefits_ind_2016</th>
      <th>bq_stock_bonus_ind_2016</th>
      <th>bq_fail_provide_benf_due_pens_ind_2016</th>
      <th>bq_terminate_pens_ind_2016</th>
      <th>bq_fail_provide_benf_due_any_ind_2016</th>
      <th>...</th>
      <th>bq_supp_unemploy_ins_ind_2019</th>
      <th>bq_prepaid_legal_ind_2019</th>
      <th>bq_severance_pay_ind_2019</th>
      <th>bq_defined_benefit_pens_ind_2019</th>
      <th>bq_terminate_any_ind_2019</th>
      <th>bq_fail_trans_contrib_pens_ind_2019</th>
      <th>bq_amended_ind_2019</th>
      <th>bq_final_filing_pens_ind_2019</th>
      <th>bq_fail_trans_contrib_any_ind_2019</th>
      <th>bq_vision_insurance_ind_2019</th>
      <th>bq_temp_disability_insurance_ind_2019</th>
      <th>bq_death_benefits_ind_2019</th>
      <th>bq_stock_bonus_ind_2019</th>
      <th>bq_fail_provide_benf_due_pens_ind_2019</th>
      <th>bq_terminate_pens_ind_2019</th>
      <th>bq_fail_provide_benf_due_any_ind_2019</th>
      <th>bq_dental_insurance_ind_2019</th>
      <th>bq_code_section_401k_ind_2019</th>
      <th>bq_money_purchase_plan_ind_2019</th>
      <th>bq_revenue_2020</th>
      <th>bq_final_filing_any_ind_2020</th>
      <th>bq_supp_unemploy_ins_ind_2020</th>
      <th>bq_prepaid_legal_ind_2020</th>
      <th>bq_severance_pay_ind_2020</th>
      <th>bq_defined_benefit_pens_ind_2020</th>
      <th>bq_terminate_any_ind_2020</th>
      <th>bq_fail_trans_contrib_pens_ind_2020</th>
      <th>bq_amended_ind_2020</th>
      <th>bq_final_filing_pens_ind_2020</th>
      <th>bq_fail_trans_contrib_any_ind_2020</th>
      <th>bq_vision_insurance_ind_2020</th>
      <th>bq_temp_disability_insurance_ind_2020</th>
      <th>bq_death_benefits_ind_2020</th>
      <th>bq_stock_bonus_ind_2020</th>
      <th>bq_fail_provide_benf_due_pens_ind_2020</th>
      <th>bq_terminate_pens_ind_2020</th>
      <th>bq_fail_provide_benf_due_any_ind_2020</th>
      <th>bq_dental_insurance_ind_2020</th>
      <th>bq_code_section_401k_ind_2020</th>
      <th>bq_money_purchase_plan_ind_2020</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>412416919</td>
      <td>459244000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>498860000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>483154000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>136315656</td>
      <td>308733000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>406174000.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>446746000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>666958061</td>
      <td>145863000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>150582000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>106490000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>105749915</td>
      <td>38394000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>41342000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>56012000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>218284269</td>
      <td>24787824.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>24707521.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>38563038.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
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<p>3358 rows × 127 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
<span class="n">drop_columns</span> <span class="o">=</span> <span class="p">(</span><span class="n">revenue_public</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">+</span> <span class="s1">&#39;_&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="mi">2020</span><span class="p">))</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">drop_columns</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;bq_revenue_2020&#39;</span><span class="p">]</span>
<span class="c1"># merge X with categorical data</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">company_info</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s2">&quot;inner&quot;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;bq_id&#39;</span><span class="p">)</span>

<span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">&quot;category&quot;</span><span class="p">)</span>
<span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_business_code&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_business_code&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">&quot;category&quot;</span><span class="p">)</span>
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<h3 id="4.2-Model-training-and-results">4.2 Model training and results<a class="anchor-link" href="#4.2-Model-training-and-results">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Split the data into training/testing sets</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LinearRegression</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">y_train_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="n">y_test_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">residuals</span> <span class="o">=</span> <span class="n">y_test</span><span class="o">-</span><span class="n">y_test_pred</span>

<span class="c1"># model evaluation</span>
<span class="n">r_sq</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Coefficient of Determination (R Squared):&#39;</span><span class="p">,</span> <span class="n">r_sq</span><span class="p">)</span>
<span class="n">RAE_train_error</span> <span class="o">=</span> <span class="n">RAE</span><span class="p">(</span><span class="n">y_train</span><span class="p">,</span> <span class="n">y_train_pred</span><span class="p">)</span>
<span class="n">RAE_test_error</span> <span class="o">=</span> <span class="n">RAE</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_test_pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Relative Absolute Error (RAE)_training:&#39;</span><span class="p">,</span> <span class="n">RAE_train_error</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Relative Absolute Error (RAE)_test&#39;</span><span class="p">,</span> <span class="n">RAE_test_error</span><span class="p">)</span>
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<pre>Coefficient of Determination (R Squared): 0.9786105460540238
Relative Absolute Error (RAE)_training: 0.13368219887892835
Relative Absolute Error (RAE)_test 0.1663789890404811
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Density Plot and Histogram of residuals</span>
<span class="n">residuals</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">residuals</span><span class="p">)</span>
<span class="n">residuals</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;2020 Revenue Residuals&#39;</span><span class="p">]</span>
<span class="c1"># histogram plot</span>
<span class="n">residuals</span><span class="o">.</span><span class="n">hist</span><span class="p">()</span>
<span class="c1"># density plot</span>
<span class="n">residuals</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;kde&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f25da1decd0&gt;</pre>
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<h2 id="5-Ebitda:-modeling-and-evaluation">5 Ebitda: modeling and evaluation<a class="anchor-link" href="#5-Ebitda:-modeling-and-evaluation">&#182;</a></h2>
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<h3 id="5.1-Transfer-data-with-years-as-variables">5.1 Transfer data with years as variables<a class="anchor-link" href="#5.1-Transfer-data-with-years-as-variables">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[32]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">EbitdaFeatures</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;EbitdaFeatures.csv&quot;</span><span class="p">)</span>
<span class="n">EbitdaFeatures</span> <span class="o">=</span> <span class="n">EbitdaFeatures</span><span class="p">[</span><span class="s1">&#39;Ebitda Features&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>

<span class="c1"># get the data</span>
<span class="n">ebitda_public</span> <span class="o">=</span> <span class="n">feature_selection</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">+</span><span class="p">[</span><span class="s1">&#39;bq_ebitda&#39;</span><span class="p">]</span><span class="o">+</span><span class="n">EbitdaFeatures</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[33]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Tranfer the long date to wide data</span>
<span class="n">new_pd</span> <span class="o">=</span> <span class="n">ebitda_public</span><span class="p">[(</span><span class="n">ebitda_public</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="mi">2015</span><span class="p">)]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_year&#39;</span><span class="p">])</span>
<span class="n">new_pd</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">columns</span><span class="o">+</span><span class="s2">&quot;_&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="mi">2015</span><span class="p">)</span>
<span class="n">new_pd</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;bq_id_&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="mi">2015</span><span class="p">):</span> <span class="s1">&#39;bq_id&#39;</span><span class="p">})</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">2016</span><span class="p">,</span> <span class="mi">2021</span><span class="p">):</span>
  <span class="n">next_year_ebitda</span> <span class="o">=</span> <span class="n">ebitda_public</span><span class="p">[(</span><span class="n">ebitda_public</span><span class="o">.</span><span class="n">bq_year</span> <span class="o">==</span> <span class="n">i</span><span class="p">)]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;bq_year&#39;</span><span class="p">])</span>
  <span class="n">next_year_ebitda</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">next_year_ebitda</span><span class="o">.</span><span class="n">columns</span><span class="o">+</span><span class="s2">&quot;_&quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
  <span class="n">next_year_ebitda</span> <span class="o">=</span> <span class="n">next_year_ebitda</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;bq_id_&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">):</span> <span class="s1">&#39;bq_id&#39;</span><span class="p">})</span>
  <span class="n">new_pd</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">next_year_ebitda</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s2">&quot;outer&quot;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;bq_id&#39;</span><span class="p">)</span>

<span class="n">new_pd</span>
</pre></div>

    </div>
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    <div class="prompt output_prompt">Out[33]:</div>


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<div>
<style scoped>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>bq_id</th>
      <th>bq_ebitda_2015</th>
      <th>bq_terminate_any_ind_2015</th>
      <th>bq_prepaid_legal_ind_2015</th>
      <th>bq_severance_pay_ind_2015</th>
      <th>bq_defined_benefit_pens_ind_2015</th>
      <th>bq_stock_bonus_ind_2015</th>
      <th>bq_final_filing_any_ind_2015</th>
      <th>bq_fail_trans_contrib_pens_ind_2015</th>
      <th>bq_terminate_pens_ind_2015</th>
      <th>bq_final_filing_pens_ind_2015</th>
      <th>bq_fail_trans_contrib_any_ind_2015</th>
      <th>bq_fail_provide_benf_due_any_ind_2015</th>
      <th>bq_vision_insurance_ind_2015</th>
      <th>bq_temp_disability_insurance_ind_2015</th>
      <th>bq_supp_unemploy_ins_ind_2015</th>
      <th>bq_death_benefits_ind_2015</th>
      <th>bq_money_purchase_plan_ind_2015</th>
      <th>bq_amended_ind_2015</th>
      <th>bq_health_insurance_ind_2015</th>
      <th>bq_profit_sharing_ind_2015</th>
      <th>bq_fail_trans_contrib_welf_ind_2015</th>
      <th>bq_ebitda_2016</th>
      <th>bq_terminate_any_ind_2016</th>
      <th>bq_prepaid_legal_ind_2016</th>
      <th>bq_severance_pay_ind_2016</th>
      <th>bq_defined_benefit_pens_ind_2016</th>
      <th>bq_stock_bonus_ind_2016</th>
      <th>bq_final_filing_any_ind_2016</th>
      <th>bq_fail_trans_contrib_pens_ind_2016</th>
      <th>bq_terminate_pens_ind_2016</th>
      <th>bq_final_filing_pens_ind_2016</th>
      <th>bq_fail_trans_contrib_any_ind_2016</th>
      <th>bq_fail_provide_benf_due_any_ind_2016</th>
      <th>bq_vision_insurance_ind_2016</th>
      <th>bq_temp_disability_insurance_ind_2016</th>
      <th>bq_supp_unemploy_ins_ind_2016</th>
      <th>bq_death_benefits_ind_2016</th>
      <th>bq_money_purchase_plan_ind_2016</th>
      <th>bq_amended_ind_2016</th>
      <th>...</th>
      <th>bq_prepaid_legal_ind_2019</th>
      <th>bq_severance_pay_ind_2019</th>
      <th>bq_defined_benefit_pens_ind_2019</th>
      <th>bq_stock_bonus_ind_2019</th>
      <th>bq_final_filing_any_ind_2019</th>
      <th>bq_fail_trans_contrib_pens_ind_2019</th>
      <th>bq_terminate_pens_ind_2019</th>
      <th>bq_final_filing_pens_ind_2019</th>
      <th>bq_fail_trans_contrib_any_ind_2019</th>
      <th>bq_fail_provide_benf_due_any_ind_2019</th>
      <th>bq_vision_insurance_ind_2019</th>
      <th>bq_temp_disability_insurance_ind_2019</th>
      <th>bq_supp_unemploy_ins_ind_2019</th>
      <th>bq_death_benefits_ind_2019</th>
      <th>bq_money_purchase_plan_ind_2019</th>
      <th>bq_amended_ind_2019</th>
      <th>bq_health_insurance_ind_2019</th>
      <th>bq_profit_sharing_ind_2019</th>
      <th>bq_fail_trans_contrib_welf_ind_2019</th>
      <th>bq_ebitda_2020</th>
      <th>bq_terminate_any_ind_2020</th>
      <th>bq_prepaid_legal_ind_2020</th>
      <th>bq_severance_pay_ind_2020</th>
      <th>bq_defined_benefit_pens_ind_2020</th>
      <th>bq_stock_bonus_ind_2020</th>
      <th>bq_final_filing_any_ind_2020</th>
      <th>bq_fail_trans_contrib_pens_ind_2020</th>
      <th>bq_terminate_pens_ind_2020</th>
      <th>bq_final_filing_pens_ind_2020</th>
      <th>bq_fail_trans_contrib_any_ind_2020</th>
      <th>bq_fail_provide_benf_due_any_ind_2020</th>
      <th>bq_vision_insurance_ind_2020</th>
      <th>bq_temp_disability_insurance_ind_2020</th>
      <th>bq_supp_unemploy_ins_ind_2020</th>
      <th>bq_death_benefits_ind_2020</th>
      <th>bq_money_purchase_plan_ind_2020</th>
      <th>bq_amended_ind_2020</th>
      <th>bq_health_insurance_ind_2020</th>
      <th>bq_profit_sharing_ind_2020</th>
      <th>bq_fail_trans_contrib_welf_ind_2020</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>412416919</td>
      <td>115001000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
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      <td>0.0</td>
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      <td>1.0</td>
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      <td>1.0</td>
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      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
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      <td>123148000.0</td>
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      <td>1.0</td>
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      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
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      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
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      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>178694000.0</td>
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      <td>0.0</td>
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      <td>1.0</td>
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      <td>0.0</td>
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      <td>1.0</td>
      <td>1.0</td>
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      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
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      <th>1</th>
      <td>136315656</td>
      <td>150819000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>191199000.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
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      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
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      <td>0.0</td>
      <td>1.0</td>
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      <td>1.0</td>
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      <td>1.0</td>
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      <td>163741000.0</td>
      <td>0.0</td>
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      <td>0.0</td>
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      <td>1.0</td>
      <td>1.0</td>
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      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>666958061</td>
      <td>12639000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>11097000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
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      <td>0.0</td>
      <td>1.0</td>
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      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
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      <td>1.0</td>
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      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>-3012000.0</td>
      <td>0.0</td>
      <td>0.0</td>
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      <td>1.0</td>
      <td>1.0</td>
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    </tr>
    <tr>
      <th>3</th>
      <td>105749915</td>
      <td>11415000.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
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      <td>0.0</td>
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      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>13291000.0</td>
      <td>0.0</td>
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      <td>0.0</td>
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      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>0.0</td>
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      <td>0.0</td>
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      <td>0.0</td>
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      <td>1.0</td>
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      <td>20592000.0</td>
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      <td>0.0</td>
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    </tr>
    <tr>
      <th>4</th>
      <td>218284269</td>
      <td>9096537.0</td>
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      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>8451996.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
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      <td>1.0</td>
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      <td>0.0</td>
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      <td>...</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
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      <td>1.0</td>
      <td>1.0</td>
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      <td>12383221.0</td>
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<p>3358 rows × 127 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">new_pd</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
<span class="n">drop_columns</span> <span class="o">=</span> <span class="p">(</span><span class="n">ebitda_public</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="mi">2</span><span class="p">:]</span> <span class="o">+</span> <span class="s1">&#39;_&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="mi">2020</span><span class="p">))</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">drop_columns</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;bq_ebitda_2020&#39;</span><span class="p">]</span>
<span class="c1"># merge X with categorical data</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">company_info</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s2">&quot;inner&quot;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;bq_id&#39;</span><span class="p">)</span>

<span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">&quot;category&quot;</span><span class="p">)</span>
<span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_business_code&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">X</span><span class="p">[</span><span class="s1">&#39;bq_business_code&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">&quot;category&quot;</span><span class="p">)</span>
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<h3 id="5.2-Model-training-and-results">5.2 Model training and results<a class="anchor-link" href="#5.2-Model-training-and-results">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Split the data into training/testing sets</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LinearRegression</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">y_train_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="n">y_test_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">residuals</span> <span class="o">=</span> <span class="n">y_test</span><span class="o">-</span><span class="n">y_test_pred</span>

<span class="c1"># model evaluation</span>
<span class="n">r_sq</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Coefficient of Determination (R Squared):&#39;</span><span class="p">,</span> <span class="n">r_sq</span><span class="p">)</span>
<span class="n">RAE_train_error</span> <span class="o">=</span> <span class="n">RAE</span><span class="p">(</span><span class="n">y_train</span><span class="p">,</span> <span class="n">y_train_pred</span><span class="p">)</span>
<span class="n">RAE_test_error</span> <span class="o">=</span> <span class="n">RAE</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_test_pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Relative Absolute Error (RAE)_training:&#39;</span><span class="p">,</span> <span class="n">RAE_train_error</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Relative Absolute Error (RAE)_test&#39;</span><span class="p">,</span> <span class="n">RAE_test_error</span><span class="p">)</span>
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<pre>Coefficient of Determination (R Squared): 0.8929926795493288
Relative Absolute Error (RAE)_training: 0.3933896323119358
Relative Absolute Error (RAE)_test 0.38453264619334737
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Density Plot and Histogram of residuals</span>
<span class="n">residuals</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">residuals</span><span class="p">)</span>
<span class="n">residuals</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;2020 Ebitda Residuals&#39;</span><span class="p">]</span>
<span class="c1"># histogram plot</span>
<span class="n">residuals</span><span class="o">.</span><span class="n">hist</span><span class="p">()</span>
<span class="c1"># density plot</span>
<span class="n">residuals</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;kde&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f25da075450&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[37]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">residuals</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;density&#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">6</span><span class="p">),</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Density of Ebitda Residuals&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">24</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Density&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;2020 Ebitda Residuals in Dollars&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
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