Finding_Donors.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 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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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">from</span> <span class="nn">time</span> <span class="kn">import</span> <span class="n">time</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">display</span> 
<span class="kn">import</span> <span class="nn">visuals</span> <span class="k">as</span> <span class="nn">vs</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
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<h2 id="Loading-the-Dataset:">Loading the Dataset:<a class="anchor-link" href="#Loading-the-Dataset:">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></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;census.csv&quot;</span><span class="p">)</span>

<span class="n">display</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="n">n</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>age</th>
      <th>workclass</th>
      <th>education_level</th>
      <th>education-num</th>
      <th>marital-status</th>
      <th>occupation</th>
      <th>relationship</th>
      <th>race</th>
      <th>sex</th>
      <th>capital-gain</th>
      <th>capital-loss</th>
      <th>hours-per-week</th>
      <th>native-country</th>
      <th>income</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>39</td>
      <td>State-gov</td>
      <td>Bachelors</td>
      <td>13.0</td>
      <td>Never-married</td>
      <td>Adm-clerical</td>
      <td>Not-in-family</td>
      <td>White</td>
      <td>Male</td>
      <td>2174.0</td>
      <td>0.0</td>
      <td>40.0</td>
      <td>United-States</td>
      <td>&lt;=50K</td>
    </tr>
  </tbody>
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<h2 id="Data-Exploration">Data Exploration<a class="anchor-link" href="#Data-Exploration">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 45222 entries, 0 to 45221
Data columns (total 14 columns):
age                45222 non-null int64
workclass          45222 non-null object
education_level    45222 non-null object
education-num      45222 non-null float64
marital-status     45222 non-null object
occupation         45222 non-null object
relationship       45222 non-null object
race               45222 non-null object
sex                45222 non-null object
capital-gain       45222 non-null float64
capital-loss       45222 non-null float64
hours-per-week     45222 non-null float64
native-country     45222 non-null object
income             45222 non-null object
dtypes: float64(4), int64(1), object(9)
memory usage: 4.8+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">n_records</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
<span class="n">n_greater_50k</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;income&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;&gt;50K&#39;</span><span class="p">])</span>
<span class="n">n_at_most_50k</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;income&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;&lt;=50K&#39;</span><span class="p">])</span>
<span class="n">greater_percent</span> <span class="o">=</span> <span class="p">(</span><span class="n">n_greater_50k</span><span class="o">/</span><span class="n">n_records</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span>

<span class="c1"># Print the results</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total number of records: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">n_records</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Individuals making more than $50,000: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">n_greater_50k</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Individuals making at most $50,000: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">n_at_most_50k</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Percentage of individuals making more than $50,000: </span><span class="si">{:.4f}</span><span class="s2">%&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">greater_percent</span><span class="p">))</span>
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<pre>Total number of records: 45222
Individuals making more than $50,000: 11208
Individuals making at most $50,000: 34014
Percentage of individuals making more than $50,000: 24.7844%
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<p><strong> Featureset Exploration </strong></p>
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<li><strong>age</strong>: continuous. </li>
<li><strong>workclass</strong>: Private, Self-emp-not-inc, Self-emp-inc, Federal-gov, Local-gov, State-gov, Without-pay, Never-worked. </li>
<li><strong>education</strong>: Bachelors, Some-college, 11th, HS-grad, Prof-school, Assoc-acdm, Assoc-voc, 9th, 7th-8th, 12th, Masters, 1st-4th, 10th, Doctorate, 5th-6th, Preschool. </li>
<li><strong>education-num</strong>: continuous. </li>
<li><strong>marital-status</strong>: Married-civ-spouse, Divorced, Never-married, Separated, Widowed, Married-spouse-absent, Married-AF-spouse. </li>
<li><strong>occupation</strong>: Tech-support, Craft-repair, Other-service, Sales, Exec-managerial, Prof-specialty, Handlers-cleaners, Machine-op-inspct, Adm-clerical, Farming-fishing, Transport-moving, Priv-house-serv, Protective-serv, Armed-Forces. </li>
<li><strong>relationship</strong>: Wife, Own-child, Husband, Not-in-family, Other-relative, Unmarried. </li>
<li><strong>race</strong>: Black, White, Asian-Pac-Islander, Amer-Indian-Eskimo, Other. </li>
<li><strong>sex</strong>: Female, Male. </li>
<li><strong>capital-gain</strong>: continuous. </li>
<li><strong>capital-loss</strong>: continuous. </li>
<li><strong>hours-per-week</strong>: continuous. </li>
<li><strong>native-country</strong>: United-States, Cambodia, England, Puerto-Rico, Canada, Germany, Outlying-US(Guam-USVI-etc), India, Japan, Greece, South, China, Cuba, Iran, Honduras, Philippines, Italy, Poland, Jamaica, Vietnam, Mexico, Portugal, Ireland, France, Dominican-Republic, Laos, Ecuador, Taiwan, Haiti, Columbia, Hungary, Guatemala, Nicaragua, Scotland, Thailand, Yugoslavia, El-Salvador, Trinadad&amp;Tobago, Peru, Hong, Holand-Netherlands.</li>
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<h2 id="Preparing-the-Data">Preparing the Data<a class="anchor-link" href="#Preparing-the-Data">&#182;</a></h2>
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<h3 id="Transforming-Skewed-Continuous-Features">Transforming Skewed Continuous Features<a class="anchor-link" href="#Transforming-Skewed-Continuous-Features">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Split the data into features and target label</span>
<span class="n">income_raw</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;income&#39;</span><span class="p">]</span>
<span class="n">features_raw</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="s1">&#39;income&#39;</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">vs</span><span class="o">.</span><span class="n">distribution</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
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<p>For highly-skewed feature distributions such as 'capital-gain' and 'capital-loss', it is common practice to apply a logarithmic transformation on the data so that the very large and very small values do not negatively affect the performance of a learning algorithm. Using a logarithmic transformation significantly reduces the range of values caused by outliers. Care must be taken when applying this transformation however: The logarithm of 0 is undefined, so we must translate the values by a small amount above 0 to apply the the logarithm successfully.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Log-transform the skewed features</span>
<span class="n">skewed</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;capital-gain&#39;</span><span class="p">,</span> <span class="s1">&#39;capital-loss&#39;</span><span class="p">]</span>
<span class="n">features_log_transformed</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">data</span> <span class="o">=</span> <span class="n">features_raw</span><span class="p">)</span>
<span class="n">features_log_transformed</span><span class="p">[</span><span class="n">skewed</span><span class="p">]</span> <span class="o">=</span> <span class="n">features_raw</span><span class="p">[</span><span class="n">skewed</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">x</span> <span class="o">+</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">vs</span><span class="o">.</span><span class="n">distribution</span><span class="p">(</span><span class="n">features_log_transformed</span><span class="p">,</span> <span class="n">transformed</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<h3 id="Normalizing-Numerical-Features">Normalizing Numerical Features<a class="anchor-link" href="#Normalizing-Numerical-Features">&#182;</a></h3><p>In addition to performing transformations on features that are highly skewed, it is often good practice to perform some type of scaling on numerical features. Applying a scaling to the data does not change the shape of each feature's distribution (such as 'capital-gain' or 'capital-loss' above); however, normalization ensures that each feature is treated equally when applying supervised learners. Note that once scaling is applied, observing the data in its raw form will no longer have the same original meaning</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">MinMaxScaler</span>
<span class="n">scaler</span> <span class="o">=</span> <span class="n">MinMaxScaler</span><span class="p">()</span> <span class="c1"># default=(0, 1)</span>
<span class="n">numerical</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">,</span> <span class="s1">&#39;education-num&#39;</span><span class="p">,</span> <span class="s1">&#39;capital-gain&#39;</span><span class="p">,</span> <span class="s1">&#39;capital-loss&#39;</span><span class="p">,</span> <span class="s1">&#39;hours-per-week&#39;</span><span class="p">]</span>

<span class="n">features_log_minmax_transform</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">data</span> <span class="o">=</span> <span class="n">features_log_transformed</span><span class="p">)</span>
<span class="n">features_log_minmax_transform</span><span class="p">[</span><span class="n">numerical</span><span class="p">]</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">features_log_transformed</span><span class="p">[</span><span class="n">numerical</span><span class="p">])</span>

<span class="n">display</span><span class="p">(</span><span class="n">features_log_minmax_transform</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="n">n</span> <span class="o">=</span> <span class="mi">5</span><span class="p">))</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>age</th>
      <th>workclass</th>
      <th>education_level</th>
      <th>education-num</th>
      <th>marital-status</th>
      <th>occupation</th>
      <th>relationship</th>
      <th>race</th>
      <th>sex</th>
      <th>capital-gain</th>
      <th>capital-loss</th>
      <th>hours-per-week</th>
      <th>native-country</th>
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    <tr>
      <th>0</th>
      <td>0.301370</td>
      <td>State-gov</td>
      <td>Bachelors</td>
      <td>0.800000</td>
      <td>Never-married</td>
      <td>Adm-clerical</td>
      <td>Not-in-family</td>
      <td>White</td>
      <td>Male</td>
      <td>0.667492</td>
      <td>0.0</td>
      <td>0.397959</td>
      <td>United-States</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.452055</td>
      <td>Self-emp-not-inc</td>
      <td>Bachelors</td>
      <td>0.800000</td>
      <td>Married-civ-spouse</td>
      <td>Exec-managerial</td>
      <td>Husband</td>
      <td>White</td>
      <td>Male</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.122449</td>
      <td>United-States</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0.287671</td>
      <td>Private</td>
      <td>HS-grad</td>
      <td>0.533333</td>
      <td>Divorced</td>
      <td>Handlers-cleaners</td>
      <td>Not-in-family</td>
      <td>White</td>
      <td>Male</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.397959</td>
      <td>United-States</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0.493151</td>
      <td>Private</td>
      <td>11th</td>
      <td>0.400000</td>
      <td>Married-civ-spouse</td>
      <td>Handlers-cleaners</td>
      <td>Husband</td>
      <td>Black</td>
      <td>Male</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.397959</td>
      <td>United-States</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.150685</td>
      <td>Private</td>
      <td>Bachelors</td>
      <td>0.800000</td>
      <td>Married-civ-spouse</td>
      <td>Prof-specialty</td>
      <td>Wife</td>
      <td>Black</td>
      <td>Female</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.397959</td>
      <td>Cuba</td>
    </tr>
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<h3 id="Implementation:-Data-Preprocessing">Implementation: Data Preprocessing<a class="anchor-link" href="#Implementation:-Data-Preprocessing">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">features_final</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">features_raw</span><span class="p">)</span>
<span class="n">income</span> <span class="o">=</span> <span class="n">income_raw</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">x</span> <span class="o">==</span> <span class="s1">&#39;&gt;50K&#39;</span> <span class="k">else</span> <span class="mi">0</span><span class="p">)</span>
<span class="n">encoded</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">features_final</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> total features after one-hot encoding.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">encoded</span><span class="p">)))</span>

<span class="nb">print</span><span class="p">(</span><span class="n">encoded</span><span class="p">)</span>
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<pre>103 total features after one-hot encoding.
[&#39;age&#39;, &#39;education-num&#39;, &#39;capital-gain&#39;, &#39;capital-loss&#39;, &#39;hours-per-week&#39;, &#39;workclass_ Federal-gov&#39;, &#39;workclass_ Local-gov&#39;, &#39;workclass_ Private&#39;, &#39;workclass_ Self-emp-inc&#39;, &#39;workclass_ Self-emp-not-inc&#39;, &#39;workclass_ State-gov&#39;, &#39;workclass_ Without-pay&#39;, &#39;education_level_ 10th&#39;, &#39;education_level_ 11th&#39;, &#39;education_level_ 12th&#39;, &#39;education_level_ 1st-4th&#39;, &#39;education_level_ 5th-6th&#39;, &#39;education_level_ 7th-8th&#39;, &#39;education_level_ 9th&#39;, &#39;education_level_ Assoc-acdm&#39;, &#39;education_level_ Assoc-voc&#39;, &#39;education_level_ Bachelors&#39;, &#39;education_level_ Doctorate&#39;, &#39;education_level_ HS-grad&#39;, &#39;education_level_ Masters&#39;, &#39;education_level_ Preschool&#39;, &#39;education_level_ Prof-school&#39;, &#39;education_level_ Some-college&#39;, &#39;marital-status_ Divorced&#39;, &#39;marital-status_ Married-AF-spouse&#39;, &#39;marital-status_ Married-civ-spouse&#39;, &#39;marital-status_ Married-spouse-absent&#39;, &#39;marital-status_ Never-married&#39;, &#39;marital-status_ Separated&#39;, &#39;marital-status_ Widowed&#39;, &#39;occupation_ Adm-clerical&#39;, &#39;occupation_ Armed-Forces&#39;, &#39;occupation_ Craft-repair&#39;, &#39;occupation_ Exec-managerial&#39;, &#39;occupation_ Farming-fishing&#39;, &#39;occupation_ Handlers-cleaners&#39;, &#39;occupation_ Machine-op-inspct&#39;, &#39;occupation_ Other-service&#39;, &#39;occupation_ Priv-house-serv&#39;, &#39;occupation_ Prof-specialty&#39;, &#39;occupation_ Protective-serv&#39;, &#39;occupation_ Sales&#39;, &#39;occupation_ Tech-support&#39;, &#39;occupation_ Transport-moving&#39;, &#39;relationship_ Husband&#39;, &#39;relationship_ Not-in-family&#39;, &#39;relationship_ Other-relative&#39;, &#39;relationship_ Own-child&#39;, &#39;relationship_ Unmarried&#39;, &#39;relationship_ Wife&#39;, &#39;race_ Amer-Indian-Eskimo&#39;, &#39;race_ Asian-Pac-Islander&#39;, &#39;race_ Black&#39;, &#39;race_ Other&#39;, &#39;race_ White&#39;, &#39;sex_ Female&#39;, &#39;sex_ Male&#39;, &#39;native-country_ Cambodia&#39;, &#39;native-country_ Canada&#39;, &#39;native-country_ China&#39;, &#39;native-country_ Columbia&#39;, &#39;native-country_ Cuba&#39;, &#39;native-country_ Dominican-Republic&#39;, &#39;native-country_ Ecuador&#39;, &#39;native-country_ El-Salvador&#39;, &#39;native-country_ England&#39;, &#39;native-country_ France&#39;, &#39;native-country_ Germany&#39;, &#39;native-country_ Greece&#39;, &#39;native-country_ Guatemala&#39;, &#39;native-country_ Haiti&#39;, &#39;native-country_ Holand-Netherlands&#39;, &#39;native-country_ Honduras&#39;, &#39;native-country_ Hong&#39;, &#39;native-country_ Hungary&#39;, &#39;native-country_ India&#39;, &#39;native-country_ Iran&#39;, &#39;native-country_ Ireland&#39;, &#39;native-country_ Italy&#39;, &#39;native-country_ Jamaica&#39;, &#39;native-country_ Japan&#39;, &#39;native-country_ Laos&#39;, &#39;native-country_ Mexico&#39;, &#39;native-country_ Nicaragua&#39;, &#39;native-country_ Outlying-US(Guam-USVI-etc)&#39;, &#39;native-country_ Peru&#39;, &#39;native-country_ Philippines&#39;, &#39;native-country_ Poland&#39;, &#39;native-country_ Portugal&#39;, &#39;native-country_ Puerto-Rico&#39;, &#39;native-country_ Scotland&#39;, &#39;native-country_ South&#39;, &#39;native-country_ Taiwan&#39;, &#39;native-country_ Thailand&#39;, &#39;native-country_ Trinadad&amp;Tobago&#39;, &#39;native-country_ United-States&#39;, &#39;native-country_ Vietnam&#39;, &#39;native-country_ Yugoslavia&#39;]
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<h3 id="Shuffle-and-Split-Data">Shuffle and Split Data<a class="anchor-link" href="#Shuffle-and-Split-Data">&#182;</a></h3><p>Now all <em>categorical variables</em> have been converted into numerical features, and all numerical features have been normalized. As always, we will now split the data (both features and their labels) into training and test sets. 80% of the data will be used for training and 20% for testing.</p>
<p>Run the code cell below to perform this split.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>

<span class="c1"># Split the &#39;features&#39; and &#39;income&#39; data into training and testing sets</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">features_final</span><span class="p">,</span> 
                                                    <span class="n">income</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">0</span><span class="p">)</span>

<span class="c1"># Show the results of the split</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Training set has </span><span class="si">{}</span><span class="s2"> samples.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Testing set has </span><span class="si">{}</span><span class="s2"> samples.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">X_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
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<pre>Training set has 36177 samples.
Testing set has 9045 samples.
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<h2 id="Evaluating-Model-Performance">Evaluating Model Performance<a class="anchor-link" href="#Evaluating-Model-Performance">&#182;</a></h2><p>Here, I will investigate four different algorithms, and determine which is best at modeling the data. Three of these algorithms will be supervised learners of your choice, and the fourth algorithm is known as a naive predictor.</p>

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<h3 id="Naive-Predictor-Performace">Naive Predictor Performace<a class="anchor-link" href="#Naive-Predictor-Performace">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">accuracy</span> <span class="o">=</span> <span class="n">n_greater_50k</span> <span class="o">/</span> <span class="n">n_records</span>
<span class="n">recall</span> <span class="o">=</span> <span class="n">n_greater_50k</span> <span class="o">/</span> <span class="p">(</span><span class="n">n_greater_50k</span> <span class="o">+</span> <span class="mi">0</span><span class="p">)</span>
<span class="n">precision</span> <span class="o">=</span> <span class="n">n_greater_50k</span> <span class="o">/</span> <span class="p">(</span><span class="n">n_greater_50k</span> <span class="o">+</span> <span class="n">n_at_most_50k</span><span class="p">)</span>
<span class="n">fscore</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span>  <span class="o">+</span> <span class="p">(</span><span class="mf">0.5</span><span class="o">*</span><span class="mf">0.5</span><span class="p">))</span> <span class="o">*</span> <span class="p">(</span> <span class="n">precision</span> <span class="o">*</span> <span class="n">recall</span> <span class="o">/</span> <span class="p">((</span> <span class="mf">0.5</span><span class="o">*</span><span class="mf">0.5</span> <span class="o">*</span> <span class="p">(</span><span class="n">precision</span><span class="p">))</span><span class="o">+</span> <span class="n">recall</span><span class="p">))</span>

<span class="c1"># Print the results </span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Naive Predictor: [Accuracy score: </span><span class="si">{:.4f}</span><span class="s2">, F-score: </span><span class="si">{:.4f}</span><span class="s2">]&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">accuracy</span><span class="p">,</span> <span class="n">fscore</span><span class="p">))</span>
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<pre>Naive Predictor: [Accuracy score: 0.2478, F-score: 0.2917]
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<h3 id="Supervised-Learning-Models">Supervised Learning Models<a class="anchor-link" href="#Supervised-Learning-Models">&#182;</a></h3><p><strong>The following are some of the supervised learning models that I am testing on my model:</strong></p>
<ul>
<li>Decision Tree</li>
<li>Support Vector Machine (SVM)</li>
<li>Random Forest</li>
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<h3 id="Implementation---Creating-a-Training-and-Predicting-Pipeline">Implementation - Creating a Training and Predicting Pipeline<a class="anchor-link" href="#Implementation---Creating-a-Training-and-Predicting-Pipeline">&#182;</a></h3><p>To properly evaluate the performance of each model chosen, it's important that we create a training and predicting pipeline that allows us to quickly and effectively train models using various sizes of training data and perform predictions on the testing data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">fbeta_score</span><span class="p">,</span> <span class="n">accuracy_score</span>
<span class="k">def</span> <span class="nf">train_predict</span><span class="p">(</span><span class="n">learner</span><span class="p">,</span> <span class="n">sample_size</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">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">):</span> 
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    inputs:</span>
<span class="sd">       - learner: the learning algorithm to be trained and predicted on</span>
<span class="sd">       - sample_size: the size of samples (number) to be drawn from training set</span>
<span class="sd">       - X_train: features training set</span>
<span class="sd">       - y_train: income training set</span>
<span class="sd">       - X_test: features testing set</span>
<span class="sd">       - y_test: income testing set</span>
<span class="sd">    &#39;&#39;&#39;</span>
    
    <span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
    
    <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span> <span class="c1"># Get start time</span>
    <span class="n">learner</span> <span class="o">=</span> <span class="n">learner</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">sample_size</span><span class="p">],</span><span class="n">y_train</span><span class="p">[:</span><span class="n">sample_size</span><span class="p">])</span>
    <span class="n">end</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span> <span class="c1"># Get end time</span>
    <span class="n">results</span><span class="p">[</span><span class="s1">&#39;train_time&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">end</span> <span class="o">-</span> <span class="n">start</span>
    
    <span class="c1">##########</span>
    
    <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span> 
    <span class="n">predictions_test</span> <span class="o">=</span> <span class="n">learner</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">predictions_train</span> <span class="o">=</span> <span class="n">learner</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="mi">300</span><span class="p">])</span>
    <span class="n">end</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
    <span class="n">results</span><span class="p">[</span><span class="s1">&#39;pred_time&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">end</span> <span class="o">-</span> <span class="n">start</span>
    
    <span class="c1">##########</span>
    
    <span class="n">results</span><span class="p">[</span><span class="s1">&#39;acc_train&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_train</span><span class="p">[:</span><span class="mi">300</span><span class="p">],</span><span class="n">predictions_train</span><span class="p">)</span>
    <span class="n">results</span><span class="p">[</span><span class="s1">&#39;acc_test&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">predictions_test</span><span class="p">)</span>
    <span class="n">results</span><span class="p">[</span><span class="s1">&#39;f_train&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">fbeta_score</span><span class="p">(</span><span class="n">y_train</span><span class="p">[:</span><span class="mi">300</span><span class="p">],</span><span class="n">predictions_train</span><span class="p">,</span><span class="mf">0.5</span><span class="p">)</span>
    <span class="n">results</span><span class="p">[</span><span class="s1">&#39;f_test&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">fbeta_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">predictions_test</span><span class="p">,</span><span class="mf">0.5</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> trained on </span><span class="si">{}</span><span class="s2"> samples.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">learner</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">sample_size</span><span class="p">))</span> 
    <span class="k">return</span> <span class="n">results</span>
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<h3 id="Implementation:-Initial-Model-Evaluation">Implementation: Initial Model Evaluation<a class="anchor-link" href="#Implementation:-Initial-Model-Evaluation">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="kn">import</span> <span class="n">DecisionTreeClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.svm</span> <span class="kn">import</span> <span class="n">SVC</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">RandomForestClassifier</span>

<span class="n">clf_A</span> <span class="o">=</span> <span class="n">DecisionTreeClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">33</span><span class="p">)</span>
<span class="n">clf_B</span> <span class="o">=</span> <span class="n">SVC</span><span class="p">(</span><span class="n">random_state</span> <span class="o">=</span> <span class="mi">33</span><span class="p">)</span>
<span class="n">clf_C</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">33</span><span class="p">)</span>

<span class="n">samples_100</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="n">samples_10</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span> <span class="o">/</span> <span class="mi">10</span><span class="p">))</span>
<span class="n">samples_1</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span> <span class="o">/</span> <span class="mi">100</span><span class="p">))</span>

<span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">clf</span> <span class="ow">in</span> <span class="p">[</span><span class="n">clf_A</span><span class="p">,</span> <span class="n">clf_B</span><span class="p">,</span> <span class="n">clf_C</span><span class="p">]:</span>
    <span class="n">clf_name</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span>
    <span class="n">results</span><span class="p">[</span><span class="n">clf_name</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">samples</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">([</span><span class="n">samples_1</span><span class="p">,</span> <span class="n">samples_10</span><span class="p">,</span> <span class="n">samples_100</span><span class="p">]):</span>
        <span class="n">results</span><span class="p">[</span><span class="n">clf_name</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> \
        <span class="n">train_predict</span><span class="p">(</span><span class="n">clf</span><span class="p">,</span> <span class="n">samples</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">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>

<span class="n">vs</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">results</span><span class="p">,</span> <span class="n">accuracy</span><span class="p">,</span> <span class="n">fscore</span><span class="p">)</span>
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<pre>DecisionTreeClassifier trained on 362 samples.
DecisionTreeClassifier trained on 3618 samples.
DecisionTreeClassifier trained on 36177 samples.
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<pre>C:\Users\Geekquad\Anaconda3\lib\site-packages\sklearn\metrics\classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 due to no predicted samples.
  &#39;precision&#39;, &#39;predicted&#39;, average, warn_for)
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<pre>SVC trained on 362 samples.
SVC trained on 3618 samples.
SVC trained on 36177 samples.
RandomForestClassifier trained on 362 samples.
RandomForestClassifier trained on 3618 samples.
RandomForestClassifier trained on 36177 samples.
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<p><strong>Note</strong>: In the above graphs it is very difficult to distinguish between the results generated for SVM and RF since they seem to be identifical or near to identical. So, to better understand below I have created a table to support the prediction results.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">iterator</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">iterator</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
    <span class="n">display</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">iterator</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="mi">0</span><span class="p">:</span><span class="s1">&#39;1%&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">:</span><span class="s1">&#39;10%&#39;</span><span class="p">,</span> <span class="mi">2</span><span class="p">:</span><span class="s1">&#39;100%&#39;</span><span class="p">}))</span>
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<pre>DecisionTreeClassifier
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      <th>acc_test</th>
      <td>0.757324</td>
      <td>0.806081</td>
      <td>0.819569</td>
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      <th>acc_train</th>
      <td>1.000000</td>
      <td>0.996667</td>
      <td>0.970000</td>
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      <th>f_test</th>
      <td>0.515639</td>
      <td>0.602350</td>
      <td>0.630045</td>
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      <th>f_train</th>
      <td>1.000000</td>
      <td>0.997191</td>
      <td>0.963855</td>
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      <th>pred_time</th>
      <td>0.009974</td>
      <td>0.010969</td>
      <td>0.009974</td>
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      <th>train_time</th>
      <td>0.005985</td>
      <td>0.042886</td>
      <td>0.467750</td>
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<pre>SVC
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      <th>acc_test</th>
      <td>0.756219</td>
      <td>0.832615</td>
      <td>0.837148</td>
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      <th>acc_train</th>
      <td>0.760000</td>
      <td>0.833333</td>
      <td>0.853333</td>
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      <th>f_test</th>
      <td>0.000000</td>
      <td>0.671256</td>
      <td>0.674477</td>
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      <th>f_train</th>
      <td>0.000000</td>
      <td>0.671296</td>
      <td>0.719697</td>
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      <th>pred_time</th>
      <td>0.255319</td>
      <td>2.067504</td>
      <td>18.824640</td>
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      <th>train_time</th>
      <td>0.011930</td>
      <td>1.034233</td>
      <td>109.782002</td>
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<pre>RandomForestClassifier
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      <th>acc_test</th>
      <td>0.813046</td>
      <td>0.831288</td>
      <td>0.839248</td>
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      <th>acc_train</th>
      <td>0.993333</td>
      <td>0.983333</td>
      <td>0.960000</td>
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      <th>f_test</th>
      <td>0.614287</td>
      <td>0.660232</td>
      <td>0.675498</td>
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      <th>f_train</th>
      <td>0.986111</td>
      <td>0.985294</td>
      <td>0.937500</td>
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      <th>pred_time</th>
      <td>0.018911</td>
      <td>0.025929</td>
      <td>0.036935</td>
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      <th>train_time</th>
      <td>0.021981</td>
      <td>0.051900</td>
      <td>0.629286</td>
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<h2 id="Improving-Results">Improving Results<a class="anchor-link" href="#Improving-Results">&#182;</a></h2>
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<h3 id="Choosing-the-Best-Model">Choosing the Best Model<a class="anchor-link" href="#Choosing-the-Best-Model">&#182;</a></h3>
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<p>The results generated from the Random Forest classifier would be the one opted over SVM and Decision Tree because of following reasons:</p>
<ol>
<li>Test Accuracy</li>
<li>F-Score for test for 100% training data</li>
<li>Prediction and Training time
When compared the F-Score for test at 100% training data is ~0.2% better over Random Forest whereas the test accuracy remains same at 83.77%. But taking into consideration the time complexity for model learning and prediction the results generated by Random Forest were much more faster when compared to likes of SVM.</li>
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<h3 id="Model-Tuning">Model Tuning<a class="anchor-link" href="#Model-Tuning">&#182;</a></h3>
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<p>Fine tuning the chosen model using grid search (GridSearchCV)</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.grid_search</span> <span class="kn">import</span> <span class="n">GridSearchCV</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">make_scorer</span>

<span class="n">clf</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">33</span><span class="p">)</span>

<span class="n">parameters</span> <span class="o">=</span> <span class="p">{</span> 
    <span class="s1">&#39;n_estimators&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mi">200</span><span class="p">,</span> <span class="mi">500</span><span class="p">],</span>
    <span class="s1">&#39;max_features&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;auto&#39;</span><span class="p">,</span> <span class="s1">&#39;sqrt&#39;</span><span class="p">,</span> <span class="s1">&#39;log2&#39;</span><span class="p">],</span>
    <span class="s1">&#39;max_depth&#39;</span> <span class="p">:</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">],</span>
    <span class="s1">&#39;criterion&#39;</span> <span class="p">:[</span><span class="s1">&#39;gini&#39;</span><span class="p">,</span> <span class="s1">&#39;entropy&#39;</span><span class="p">]</span>
<span class="p">}</span>
<span class="n">scorer</span> <span class="o">=</span> <span class="n">make_scorer</span><span class="p">(</span><span class="n">fbeta_score</span><span class="p">,</span><span class="n">beta</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">grid_obj</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">clf</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span><span class="n">scorer</span><span class="p">)</span>
<span class="n">grid_fit</span> <span class="o">=</span> <span class="n">grid_obj</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">best_clf</span> <span class="o">=</span> <span class="n">grid_fit</span><span class="o">.</span><span class="n">best_estimator_</span>

<span class="c1"># Make predictions using the unoptimized and model</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="p">(</span><span class="n">clf</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="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">best_predictions</span> <span class="o">=</span> <span class="n">best_clf</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="c1"># Report the before-and-afterscores</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Unoptimized model</span><span class="se">\n</span><span class="s2">------&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy score on testing data: </span><span class="si">{:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;F-score on testing data: </span><span class="si">{:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">fbeta_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">beta</span> <span class="o">=</span> <span class="mf">0.5</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Optimized Model</span><span class="se">\n</span><span class="s2">------&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Final accuracy score on the testing data: </span><span class="si">{:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">best_predictions</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Final F-score on the testing data: </span><span class="si">{:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">fbeta_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">best_predictions</span><span class="p">,</span> <span class="n">beta</span> <span class="o">=</span> <span class="mf">0.5</span><span class="p">)))</span>
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<pre>Unoptimized model
------
Accuracy score on testing data: 0.8392
F-score on testing data: 0.6755

Optimized Model
------
Final accuracy score on the testing data: 0.8489
Final F-score on the testing data: 0.7129
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<h3 id="Final-Model-Evaluation">Final Model Evaluation<a class="anchor-link" href="#Final-Model-Evaluation">&#182;</a></h3>
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<th style="text-align:center">Metric</th>
<th style="text-align:center">Unoptimized Model</th>
<th style="text-align:center">Optimized Model</th>
</tr>
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<td style="text-align:center">Accuracy Score</td>
<td style="text-align:center">0.8392</td>
<td style="text-align:center">0.8489</td>
</tr>
<tr>
<td style="text-align:center">F-score</td>
<td style="text-align:center">0.6755</td>
<td style="text-align:center">0.7129</td>
</tr>
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<hr>
<h2 id="Feature-Importance">Feature Importance<a class="anchor-link" href="#Feature-Importance">&#182;</a></h2>
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<h3 id="Feature-Relevance-Observation">Feature Relevance Observation<a class="anchor-link" href="#Feature-Relevance-Observation">&#182;</a></h3>
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<p>Based on my opinion for this project the following five features seems to be of higher importance:</p>
<ol>
<li>occupation - Different jobs have different payscales. Some jobs pay higher than others.</li>
<li>education - People who have completed a higher level of education are better equipped to handle more technical/specialized jobs that pay well.</li>
<li>age - As people get older, they accumulate greater weatlh.</li>
<li>workclass - The working class they belong to can also be correlated with how much money they make.</li>
<li>hours-per-week - If you work more hours per week, you're likely to earn more.</li>
</ol>
<p>Income can varies mostly on these 5 factors as various job occupation have different pay-scales. Level of education when combined with work experience creates a big impact in terms of pay for each role. Age is again a critical factor with workclass and hours-per-week.</p>

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<h3 id="Extracting-Feature-Importance">Extracting Feature Importance<a class="anchor-link" href="#Extracting-Feature-Importance">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">RandomForestClassifier</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">importances</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">feature_importances_</span>
<span class="n">vs</span><span class="o">.</span><span class="n">feature_plot</span><span class="p">(</span><span class="n">importances</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>
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<p>Out of the five features : Age, hours per week, education-num (which is a numerical label for education) are included in the list of features considered most important by RandomForest, although with different rankings.
The other two features which are capital-gain (the profit gained by sale of property/asset) and marital-status_Married-civ-spouse (relationship status of each individual explaining dependency of family) seems to be contributing to the predictions as well. After thinking again with the problem is explains why these features play an important role in income prediction or total income each individual might have.</p>

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<h3 id="Feature-Selection">Feature Selection<a class="anchor-link" href="#Feature-Selection">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[41]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.base</span> <span class="kn">import</span> <span class="n">clone</span>
<span class="n">X_train_reduced</span> <span class="o">=</span> <span class="n">X_train</span><span class="p">[</span><span class="n">X_train</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="p">[(</span><span class="n">np</span><span class="o">.</span><span class="n">argsort</span><span class="p">(</span><span class="n">importances</span><span class="p">)[::</span><span class="o">-</span><span class="mi">1</span><span class="p">])[:</span><span class="mi">5</span><span class="p">]]]</span>
<span class="n">X_test_reduced</span> <span class="o">=</span> <span class="n">X_test</span><span class="p">[</span><span class="n">X_test</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="p">[(</span><span class="n">np</span><span class="o">.</span><span class="n">argsort</span><span class="p">(</span><span class="n">importances</span><span class="p">)[::</span><span class="o">-</span><span class="mi">1</span><span class="p">])[:</span><span class="mi">5</span><span class="p">]]]</span>

<span class="n">clf</span> <span class="o">=</span> <span class="p">(</span><span class="n">clone</span><span class="p">(</span><span class="n">best_clf</span><span class="p">))</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train_reduced</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">reduced_predictions</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test_reduced</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Final Model trained on full data</span><span class="se">\n</span><span class="s2">------&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy on testing data: </span><span class="si">{:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">best_predictions</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;F-score on testing data: </span><span class="si">{:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">fbeta_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">best_predictions</span><span class="p">,</span> <span class="n">beta</span> <span class="o">=</span> <span class="mf">0.5</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Final Model trained on reduced data</span><span class="se">\n</span><span class="s2">------&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy on testing data: </span><span class="si">{:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">reduced_predictions</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;F-score on testing data: </span><span class="si">{:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">fbeta_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">reduced_predictions</span><span class="p">,</span> <span class="n">beta</span> <span class="o">=</span> <span class="mf">0.5</span><span class="p">)))</span>
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<pre>Final Model trained on full data
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Accuracy on testing data: 0.8489
F-score on testing data: 0.7129

Final Model trained on reduced data
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Accuracy on testing data: 0.8444
F-score on testing data: 0.7014
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<p>The final model trained on full data definitely has a better test accuracy (84.89%) and F-score (0.7129) when compared to model trained on reduced data with test accuracy (84.44%) and F-score (0.7014). In my opinion the performance of reduced model is very good when we consider that only five features were used to build the model. If we've had a larger or enormous dataset then a reduced model would be very effective given the reduced training and prediction advantage it will have. For this problem however, we don't have enormous dataset thus we can use Final Model trained on full data.</p>

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