BankChurnPrediction.html

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<title>BankChurnPrediction</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Problem-Statement:-Bank-Churn-Prediction">Problem Statement: Bank Churn Prediction<a class="anchor-link" href="#Problem-Statement:-Bank-Churn-Prediction">&#182;</a></h2><p>Objective:</p>
<p>Given a Bank customer, build a neural network-based classifier that can determine whether they will leave or not.</p>
<p>Context:</p>
<p>Businesses like banks which provide service have to worry about the problem of 'Churn' i.e. customers leaving and joining another service provider. It is important to understand which aspects of the service influence a customer's decision in this regard. Management can concentrate efforts on improvement of service, keeping in mind these priorities.</p>
<p>Data Description:</p>
<p>The case study is from an open-source dataset from Kaggle. The dataset contains 10,000 sample points with 14 distinct features such as CustomerId, CreditScore, Geography, Gender, Age, Tenure, Balance etc. Link to the Kaggle project site: <a href="https://www.kaggle.com/barelydedicated/bank-customer-churn-modeling">https://www.kaggle.com/barelydedicated/bank-customer-churn-modeling</a></p>
<p>Points Distribution:</p>
<p>The points distribution for this case is as follows:</p>
<p>Read the dataset</p>
<p>Drop the columns which are unique for all users like IDs (5points)</p>
<p>Distinguish the features and target variable(5points)</p>
<p>Divide the data set into training and test sets (5points)</p>
<p>Normalize the train and test data (10points)</p>
<p>Initialize &amp; build the model.
Identify the points of improvement and implement the same. 
Note that you need to demonstrate at least two models(the original and the improved one) and highlight the differences to complete this point. You can also demonstrate more models. (20points)</p>
<p>Predict the results using 0.5 as a threshold. Note that you need to first predict the probability and then predict classes using the given threshold (10points)</p>
<p>Print the Accuracy score and confusion matrix (5points)</p>
<p>Happy Learning!!</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>
<span class="nb">print</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">__version__</span><span class="p">)</span>
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<pre>2.0.0
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</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="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">LabelEncoder</span><span class="p">,</span> <span class="n">StandardScaler</span>
<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">preprocessing</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.models</span> <span class="kn">import</span> <span class="n">Sequential</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.layers</span> <span class="kn">import</span> <span class="n">Dense</span><span class="p">,</span> <span class="n">Dropout</span><span class="p">,</span> <span class="n">BatchNormalization</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">accuracy_score</span><span class="p">,</span> <span class="n">confusion_matrix</span><span class="p">,</span> <span class="n">precision_score</span><span class="p">,</span> <span class="n">recall_score</span><span class="p">,</span> <span class="n">f1_score</span><span class="p">,</span> <span class="n">precision_recall_curve</span><span class="p">,</span> <span class="n">auc</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras</span> <span class="kn">import</span> <span class="n">optimizers</span>
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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;bank.csv&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>RowNumber</th>
      <th>CustomerId</th>
      <th>Surname</th>
      <th>CreditScore</th>
      <th>Geography</th>
      <th>Gender</th>
      <th>Age</th>
      <th>Tenure</th>
      <th>Balance</th>
      <th>NumOfProducts</th>
      <th>HasCrCard</th>
      <th>IsActiveMember</th>
      <th>EstimatedSalary</th>
      <th>Exited</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>15634602</td>
      <td>Hargrave</td>
      <td>619</td>
      <td>France</td>
      <td>Female</td>
      <td>42</td>
      <td>2</td>
      <td>0.00</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>101348.88</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>15647311</td>
      <td>Hill</td>
      <td>608</td>
      <td>Spain</td>
      <td>Female</td>
      <td>41</td>
      <td>1</td>
      <td>83807.86</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>112542.58</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>15619304</td>
      <td>Onio</td>
      <td>502</td>
      <td>France</td>
      <td>Female</td>
      <td>42</td>
      <td>8</td>
      <td>159660.80</td>
      <td>3</td>
      <td>1</td>
      <td>0</td>
      <td>113931.57</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>15701354</td>
      <td>Boni</td>
      <td>699</td>
      <td>France</td>
      <td>Female</td>
      <td>39</td>
      <td>1</td>
      <td>0.00</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>93826.63</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>15737888</td>
      <td>Mitchell</td>
      <td>850</td>
      <td>Spain</td>
      <td>Female</td>
      <td>43</td>
      <td>2</td>
      <td>125510.82</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>79084.10</td>
      <td>0</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">shape</span>
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<pre>(10000, 14)</pre>
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<h3 id="Drop-the-columns-which-are-unique-for-all-users-like-IDs-(5points)">Drop the columns which are unique for all users like IDs (5points)<a class="anchor-link" href="#Drop-the-columns-which-are-unique-for-all-users-like-IDs-(5points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;RowNumber&quot;</span><span class="p">,</span><span class="s2">&quot;CustomerId&quot;</span><span class="p">,</span><span class="s2">&quot;Surname&quot;</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">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
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      <th>CreditScore</th>
      <th>Geography</th>
      <th>Gender</th>
      <th>Age</th>
      <th>Tenure</th>
      <th>Balance</th>
      <th>NumOfProducts</th>
      <th>HasCrCard</th>
      <th>IsActiveMember</th>
      <th>EstimatedSalary</th>
      <th>Exited</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>619</td>
      <td>France</td>
      <td>Female</td>
      <td>42</td>
      <td>2</td>
      <td>0.00</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>101348.88</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>608</td>
      <td>Spain</td>
      <td>Female</td>
      <td>41</td>
      <td>1</td>
      <td>83807.86</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>112542.58</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>502</td>
      <td>France</td>
      <td>Female</td>
      <td>42</td>
      <td>8</td>
      <td>159660.80</td>
      <td>3</td>
      <td>1</td>
      <td>0</td>
      <td>113931.57</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>699</td>
      <td>France</td>
      <td>Female</td>
      <td>39</td>
      <td>1</td>
      <td>0.00</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>93826.63</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>850</td>
      <td>Spain</td>
      <td>Female</td>
      <td>43</td>
      <td>2</td>
      <td>125510.82</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>79084.10</td>
      <td>0</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">()</span>
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<pre>CreditScore        False
Geography          False
Gender             False
Age                False
Tenure             False
Balance            False
NumOfProducts      False
HasCrCard          False
IsActiveMember     False
EstimatedSalary    False
Exited             False
dtype: bool</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">()</span>
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<pre>CreditScore        False
Geography          False
Gender             False
Age                False
Tenure             False
Balance            False
NumOfProducts      False
HasCrCard          False
IsActiveMember     False
EstimatedSalary    False
Exited             False
dtype: bool</pre>
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<h3 id="Distinguish-the-features-and-target-variable(5points)">Distinguish the features and target variable(5points)<a class="anchor-link" href="#Distinguish-the-features-and-target-variable(5points)">&#182;</a></h3><p>Here 'exited' is the target variable and rest are independent variables.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;Geography&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
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<pre>array([&#39;France&#39;, &#39;Spain&#39;, &#39;Germany&#39;], dtype=object)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">encoder</span> <span class="o">=</span> <span class="n">LabelEncoder</span><span class="p">()</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;Geography&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">encoder</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;Geography&quot;</span><span class="p">])</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;Gender&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">encoder</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;Gender&quot;</span><span class="p">])</span>
<span class="n">data</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>CreditScore</th>
      <th>Geography</th>
      <th>Gender</th>
      <th>Age</th>
      <th>Tenure</th>
      <th>Balance</th>
      <th>NumOfProducts</th>
      <th>HasCrCard</th>
      <th>IsActiveMember</th>
      <th>EstimatedSalary</th>
      <th>Exited</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>619</td>
      <td>0</td>
      <td>0</td>
      <td>42</td>
      <td>2</td>
      <td>0.00</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>101348.88</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>608</td>
      <td>2</td>
      <td>0</td>
      <td>41</td>
      <td>1</td>
      <td>83807.86</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>112542.58</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>502</td>
      <td>0</td>
      <td>0</td>
      <td>42</td>
      <td>8</td>
      <td>159660.80</td>
      <td>3</td>
      <td>1</td>
      <td>0</td>
      <td>113931.57</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>699</td>
      <td>0</td>
      <td>0</td>
      <td>39</td>
      <td>1</td>
      <td>0.00</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>93826.63</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>850</td>
      <td>2</td>
      <td>0</td>
      <td>43</td>
      <td>2</td>
      <td>125510.82</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>79084.10</td>
      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>9995</th>
      <td>771</td>
      <td>0</td>
      <td>1</td>
      <td>39</td>
      <td>5</td>
      <td>0.00</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
      <td>96270.64</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9996</th>
      <td>516</td>
      <td>0</td>
      <td>1</td>
      <td>35</td>
      <td>10</td>
      <td>57369.61</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>101699.77</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9997</th>
      <td>709</td>
      <td>0</td>
      <td>0</td>
      <td>36</td>
      <td>7</td>
      <td>0.00</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>42085.58</td>
      <td>1</td>
    </tr>
    <tr>
      <th>9998</th>
      <td>772</td>
      <td>1</td>
      <td>1</td>
      <td>42</td>
      <td>3</td>
      <td>75075.31</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
      <td>92888.52</td>
      <td>1</td>
    </tr>
    <tr>
      <th>9999</th>
      <td>792</td>
      <td>0</td>
      <td>0</td>
      <td>28</td>
      <td>4</td>
      <td>130142.79</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>38190.78</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>10000 rows × 11 columns</p>
</div>
</div>

</div>

</div>
</div>

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<div class="prompt input_prompt">In&nbsp;[6129]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>CreditScore</th>
      <th>Geography</th>
      <th>Gender</th>
      <th>Age</th>
      <th>Tenure</th>
      <th>Balance</th>
      <th>NumOfProducts</th>
      <th>HasCrCard</th>
      <th>IsActiveMember</th>
      <th>EstimatedSalary</th>
      <th>Exited</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>10000.000000</td>
      <td>10000.000000</td>
      <td>10000.000000</td>
      <td>10000.000000</td>
      <td>10000.000000</td>
      <td>10000.000000</td>
      <td>10000.000000</td>
      <td>10000.00000</td>
      <td>10000.000000</td>
      <td>10000.000000</td>
      <td>10000.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>650.528800</td>
      <td>0.746300</td>
      <td>0.545700</td>
      <td>38.921800</td>
      <td>5.012800</td>
      <td>76485.889288</td>
      <td>1.530200</td>
      <td>0.70550</td>
      <td>0.515100</td>
      <td>100090.239881</td>
      <td>0.203700</td>
    </tr>
    <tr>
      <th>std</th>
      <td>96.653299</td>
      <td>0.827529</td>
      <td>0.497932</td>
      <td>10.487806</td>
      <td>2.892174</td>
      <td>62397.405202</td>
      <td>0.581654</td>
      <td>0.45584</td>
      <td>0.499797</td>
      <td>57510.492818</td>
      <td>0.402769</td>
    </tr>
    <tr>
      <th>min</th>
      <td>350.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>18.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.00000</td>
      <td>0.000000</td>
      <td>11.580000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>584.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>32.000000</td>
      <td>3.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.00000</td>
      <td>0.000000</td>
      <td>51002.110000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>652.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>37.000000</td>
      <td>5.000000</td>
      <td>97198.540000</td>
      <td>1.000000</td>
      <td>1.00000</td>
      <td>1.000000</td>
      <td>100193.915000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>718.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>44.000000</td>
      <td>7.000000</td>
      <td>127644.240000</td>
      <td>2.000000</td>
      <td>1.00000</td>
      <td>1.000000</td>
      <td>149388.247500</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>850.000000</td>
      <td>2.000000</td>
      <td>1.000000</td>
      <td>92.000000</td>
      <td>10.000000</td>
      <td>250898.090000</td>
      <td>4.000000</td>
      <td>1.00000</td>
      <td>1.000000</td>
      <td>199992.480000</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[6130]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Balance&#39;</span><span class="p">])</span>
</pre></div>

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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a403b46c88&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[6131]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Balance&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
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<pre>CreditScore        3617
Geography          3617
Gender             3617
Age                3617
Tenure             3617
Balance            3617
NumOfProducts      3617
HasCrCard          3617
IsActiveMember     3617
EstimatedSalary    3617
Exited             3617
dtype: int64</pre>
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<div class="prompt input_prompt">In&nbsp;[6132]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span><span class="n">axis</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">12</span><span class="p">))</span>
<span class="n">axis</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="o">.</span><span class="n">corr</span><span class="p">(</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;pearson&#39;</span><span class="p">,</span><span class="n">min_periods</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;YlGnBu&quot;</span><span class="p">)</span>
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<h3 id="Divide-the-data-set-into-training-and-test-sets-(5points)">Divide the data set into training and test sets (5points)<a class="anchor-link" href="#Divide-the-data-set-into-training-and-test-sets-(5points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">y_data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X_data</span><span class="p">,</span> <span class="n">y_data</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">50</span><span class="p">)</span>
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<h3 id="Normalize-the-train-and-test-data-(10points)">Normalize the train and test data (10points)<a class="anchor-link" href="#Normalize-the-train-and-test-data-(10points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sc</span> <span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span>
<span class="n">X_train</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="n">X_test</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="nb">print</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="nb">print</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="nb">print</span><span class="p">(</span><span class="n">y_train</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">X_train</span>
<span class="n">X_test</span>
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<pre>(8000, 10)
(2000, 10)
(8000,)
(2000,)
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<pre>array([[-2.1048926 ,  0.303816  , -1.11058055, ..., -1.53896753,
         0.968496  , -1.21905131],
       [-0.39422826,  0.303816  , -1.11058055, ...,  0.64978629,
         0.968496  , -1.27082363],
       [ 1.07941631,  0.303816  , -1.11058055, ...,  0.64978629,
         0.968496  , -0.21603317],
       ...,
       [ 0.48171432,  0.303816  , -1.11058055, ...,  0.64978629,
         0.968496  , -1.63442673],
       [ 0.63629242, -0.90300029,  0.90042996, ...,  0.64978629,
         0.968496  , -1.27359857],
       [-0.39422826,  0.303816  , -1.11058055, ...,  0.64978629,
        -1.03252879,  1.0489255 ]])</pre>
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<h3 id="Initialize-&amp;-build-the-model.-Identify-the-points-of-improvement-and-implement-the-same.-Note-that-you-need-to-demonstrate-at-least-two-models(the-original-and-the-improved-one)-and-highlight-the-differences-to-complete-this-point.-You-can-also-demonstrate-more-models.-(20points)">Initialize &amp; build the model. Identify the points of improvement and implement the same. Note that you need to demonstrate at least two models(the original and the improved one) and highlight the differences to complete this point. You can also demonstrate more models. (20points)<a class="anchor-link" href="#Initialize-&amp;-build-the-model.-Identify-the-points-of-improvement-and-implement-the-same.-Note-that-you-need-to-demonstrate-at-least-two-models(the-original-and-the-improved-one)-and-highlight-the-differences-to-complete-this-point.-You-can-also-demonstrate-more-models.-(20points)">&#182;</a></h3>
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<h3 id="Model-1">Model 1<a class="anchor-link" href="#Model-1">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model1</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>
<span class="n">model1</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="n">input_shape</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,),</span> <span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;uniform&#39;</span><span class="p">))</span>
<span class="n">model1</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;tanh&#39;</span><span class="p">,</span> <span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;uniform&#39;</span><span class="p">))</span>
<span class="n">model1</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span>  <span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;sigmoid&#39;</span><span class="p">,</span><span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;uniform&#39;</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sgd</span> <span class="o">=</span> <span class="n">optimizers</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">lr</span> <span class="o">=</span> <span class="mf">0.001</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model1</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">optimizer</span> <span class="o">=</span> <span class="n">sgd</span><span class="p">,</span> <span class="n">loss</span> <span class="o">=</span> <span class="s1">&#39;mean_squared_error&#39;</span><span class="p">,</span> <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="s1">&#39;mse&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model1</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<pre>Model: &#34;sequential_258&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_818 (Dense)            (None, 20)                220       
_________________________________________________________________
dense_819 (Dense)            (None, 10)                210       
_________________________________________________________________
dense_820 (Dense)            (None, 1)                 11        
=================================================================
Total params: 441
Trainable params: 441
Non-trainable params: 0
_________________________________________________________________
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">history</span> <span class="o">=</span> <span class="n">model1</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="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">batch_size</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span> <span class="n">validation_split</span> <span class="o">=</span> <span class="mf">0.2</span><span class="p">,</span>  <span class="n">epochs</span> <span class="o">=</span> <span class="mi">50</span><span class="p">,</span> <span class="n">verbose</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
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<pre>Train on 6400 samples, validate on 1600 samples
Epoch 1/50
6400/6400 [==============================] - 0s 61us/sample - loss: 0.2349 - accuracy: 0.7920 - mse: 0.2349 - val_loss: 0.2045 - val_accuracy: 0.7894 - val_mse: 0.2045
Epoch 2/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1667 - accuracy: 0.7972 - mse: 0.1667 - val_loss: 0.1505 - val_accuracy: 0.7894 - val_mse: 0.1505
Epoch 3/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1440 - accuracy: 0.7972 - mse: 0.1440 - val_loss: 0.1451 - val_accuracy: 0.7894 - val_mse: 0.1451
Epoch 4/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1402 - accuracy: 0.7972 - mse: 0.1402 - val_loss: 0.1425 - val_accuracy: 0.7894 - val_mse: 0.1425
Epoch 5/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1376 - accuracy: 0.7972 - mse: 0.1376 - val_loss: 0.1404 - val_accuracy: 0.7894 - val_mse: 0.1404
Epoch 6/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.1356 - accuracy: 0.7972 - mse: 0.1356 - val_loss: 0.1387 - val_accuracy: 0.7894 - val_mse: 0.1387
Epoch 7/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1338 - accuracy: 0.7972 - mse: 0.1338 - val_loss: 0.1372 - val_accuracy: 0.7894 - val_mse: 0.1372
Epoch 8/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1322 - accuracy: 0.8000 - mse: 0.1322 - val_loss: 0.1355 - val_accuracy: 0.8163 - val_mse: 0.1355
Epoch 9/50
6400/6400 [==============================] - 0s 16us/sample - loss: 0.1307 - accuracy: 0.8263 - mse: 0.1307 - val_loss: 0.1339 - val_accuracy: 0.8244 - val_mse: 0.1339
Epoch 10/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1293 - accuracy: 0.8309 - mse: 0.1293 - val_loss: 0.1327 - val_accuracy: 0.8281 - val_mse: 0.1327
Epoch 11/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1282 - accuracy: 0.8342 - mse: 0.1282 - val_loss: 0.1315 - val_accuracy: 0.8319 - val_mse: 0.1315
Epoch 12/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1273 - accuracy: 0.8358 - mse: 0.1273 - val_loss: 0.1305 - val_accuracy: 0.8344 - val_mse: 0.1305
Epoch 13/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.1263 - accuracy: 0.8366 - mse: 0.1263 - val_loss: 0.1299 - val_accuracy: 0.8388 - val_mse: 0.1299
Epoch 14/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1255 - accuracy: 0.8358 - mse: 0.1255 - val_loss: 0.1291 - val_accuracy: 0.8369 - val_mse: 0.1291
Epoch 15/50
6400/6400 [==============================] - 0s 15us/sample - loss: 0.1249 - accuracy: 0.8364 - mse: 0.1249 - val_loss: 0.1288 - val_accuracy: 0.8369 - val_mse: 0.1288
Epoch 16/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1244 - accuracy: 0.8377 - mse: 0.1244 - val_loss: 0.1279 - val_accuracy: 0.8369 - val_mse: 0.1279
Epoch 17/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1240 - accuracy: 0.8367 - mse: 0.1240 - val_loss: 0.1277 - val_accuracy: 0.8356 - val_mse: 0.1277
Epoch 18/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1236 - accuracy: 0.8369 - mse: 0.1236 - val_loss: 0.1274 - val_accuracy: 0.8363 - val_mse: 0.1274
Epoch 19/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.1233 - accuracy: 0.8369 - mse: 0.1233 - val_loss: 0.1271 - val_accuracy: 0.8350 - val_mse: 0.1271
Epoch 20/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.1230 - accuracy: 0.8383 - mse: 0.1230 - val_loss: 0.1270 - val_accuracy: 0.8350 - val_mse: 0.1270
Epoch 21/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1228 - accuracy: 0.8386 - mse: 0.1228 - val_loss: 0.1268 - val_accuracy: 0.8350 - val_mse: 0.1268
Epoch 22/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1226 - accuracy: 0.8377 - mse: 0.1226 - val_loss: 0.1264 - val_accuracy: 0.8356 - val_mse: 0.1264
Epoch 23/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1224 - accuracy: 0.8383 - mse: 0.1224 - val_loss: 0.1268 - val_accuracy: 0.8350 - val_mse: 0.1268
Epoch 24/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1223 - accuracy: 0.8375 - mse: 0.1223 - val_loss: 0.1263 - val_accuracy: 0.8331 - val_mse: 0.1263
Epoch 25/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1219 - accuracy: 0.8391 - mse: 0.1219 - val_loss: 0.1261 - val_accuracy: 0.8350 - val_mse: 0.1261
Epoch 26/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1219 - accuracy: 0.8377 - mse: 0.1219 - val_loss: 0.1262 - val_accuracy: 0.8338 - val_mse: 0.1262
Epoch 27/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1217 - accuracy: 0.8394 - mse: 0.1217 - val_loss: 0.1261 - val_accuracy: 0.8331 - val_mse: 0.1261
Epoch 28/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1216 - accuracy: 0.8389 - mse: 0.1216 - val_loss: 0.1260 - val_accuracy: 0.8331 - val_mse: 0.1260
Epoch 29/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1215 - accuracy: 0.8383 - mse: 0.1215 - val_loss: 0.1260 - val_accuracy: 0.8350 - val_mse: 0.1260
Epoch 30/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1213 - accuracy: 0.8391 - mse: 0.1213 - val_loss: 0.1259 - val_accuracy: 0.8325 - val_mse: 0.1259
Epoch 31/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1213 - accuracy: 0.8395 - mse: 0.1213 - val_loss: 0.1259 - val_accuracy: 0.8338 - val_mse: 0.1259
Epoch 32/50
6400/6400 [==============================] - 0s 15us/sample - loss: 0.1212 - accuracy: 0.8389 - mse: 0.1212 - val_loss: 0.1260 - val_accuracy: 0.8319 - val_mse: 0.1260
Epoch 33/50
6400/6400 [==============================] - 0s 16us/sample - loss: 0.1210 - accuracy: 0.8386 - mse: 0.1210 - val_loss: 0.1259 - val_accuracy: 0.8344 - val_mse: 0.1259
Epoch 34/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1211 - accuracy: 0.8380 - mse: 0.1211 - val_loss: 0.1260 - val_accuracy: 0.8331 - val_mse: 0.1260
Epoch 35/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1209 - accuracy: 0.8400 - mse: 0.1209 - val_loss: 0.1263 - val_accuracy: 0.8319 - val_mse: 0.1263
Epoch 36/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1209 - accuracy: 0.8392 - mse: 0.1209 - val_loss: 0.1261 - val_accuracy: 0.8325 - val_mse: 0.1261
Epoch 37/50
6400/6400 [==============================] - 0s 12us/sample - loss: 0.1207 - accuracy: 0.8409 - mse: 0.1207 - val_loss: 0.1261 - val_accuracy: 0.8331 - val_mse: 0.1261
Epoch 38/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1207 - accuracy: 0.8397 - mse: 0.1207 - val_loss: 0.1260 - val_accuracy: 0.8331 - val_mse: 0.1260
Epoch 39/50
6400/6400 [==============================] - 0s 12us/sample - loss: 0.1206 - accuracy: 0.8391 - mse: 0.1206 - val_loss: 0.1260 - val_accuracy: 0.8319 - val_mse: 0.1260
Epoch 40/50
6400/6400 [==============================] - 0s 12us/sample - loss: 0.1207 - accuracy: 0.8398 - mse: 0.1207 - val_loss: 0.1261 - val_accuracy: 0.8338 - val_mse: 0.1261
Epoch 41/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1205 - accuracy: 0.8397 - mse: 0.1205 - val_loss: 0.1260 - val_accuracy: 0.8331 - val_mse: 0.1260
Epoch 42/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1204 - accuracy: 0.8408 - mse: 0.1204 - val_loss: 0.1258 - val_accuracy: 0.8331 - val_mse: 0.1258
Epoch 43/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1204 - accuracy: 0.8397 - mse: 0.1204 - val_loss: 0.1257 - val_accuracy: 0.8338 - val_mse: 0.1257
Epoch 44/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1203 - accuracy: 0.8392 - mse: 0.1203 - val_loss: 0.1258 - val_accuracy: 0.8331 - val_mse: 0.1258
Epoch 45/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1202 - accuracy: 0.8408 - mse: 0.1202 - val_loss: 0.1261 - val_accuracy: 0.8313 - val_mse: 0.1261
Epoch 46/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1202 - accuracy: 0.8405 - mse: 0.1202 - val_loss: 0.1258 - val_accuracy: 0.8350 - val_mse: 0.1258
Epoch 47/50
6400/6400 [==============================] - 0s 12us/sample - loss: 0.1202 - accuracy: 0.8397 - mse: 0.1202 - val_loss: 0.1258 - val_accuracy: 0.8344 - val_mse: 0.1258
Epoch 48/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1201 - accuracy: 0.8381 - mse: 0.1201 - val_loss: 0.1261 - val_accuracy: 0.8338 - val_mse: 0.1261
Epoch 49/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1201 - accuracy: 0.8409 - mse: 0.1201 - val_loss: 0.1260 - val_accuracy: 0.8325 - val_mse: 0.1260
Epoch 50/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.1200 - accuracy: 0.8403 - mse: 0.1200 - val_loss: 0.1259 - val_accuracy: 0.8325 - val_mse: 0.1259
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hist</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">history</span><span class="o">.</span><span class="n">history</span><span class="p">)</span>
<span class="n">hist</span><span class="p">[</span><span class="s1">&#39;epoch&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">epoch</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">hist</span><span class="p">[</span><span class="s1">&#39;mse&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">hist</span><span class="p">[</span><span class="s1">&#39;val_mse&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="s2">&quot;train&quot;</span> <span class="p">,</span> <span class="s2">&quot;valid&quot;</span><span class="p">)</span> <span class="p">,</span> <span class="n">loc</span> <span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<pre>&lt;matplotlib.legend.Legend at 0x1a40474c688&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[6141]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">results</span> <span class="o">=</span> <span class="n">model1</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">verbose</span> <span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">accuracy</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">model1</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span><span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">)[</span><span class="mi">1</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Accuracy: &#39;</span><span class="o">+</span> <span class="n">accuracy</span><span class="p">)</span>
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<pre>Accuracy: 0.834
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<div class="prompt input_prompt">In&nbsp;[6142]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">model1</span><span class="o">.</span><span class="n">metrics_names</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">results</span><span class="p">)</span> 
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<pre>[&#39;loss&#39;, &#39;accuracy&#39;, &#39;mse&#39;]
[0.12618024319410323, 0.834, 0.12618025]
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<h3 id="Model2">Model2<a class="anchor-link" href="#Model2">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model2</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>
<span class="n">model2</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">input_shape</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,),</span> <span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;normal&#39;</span><span class="p">))</span>
<span class="n">model2</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;normal&#39;</span><span class="p">))</span>
<span class="n">model2</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;normal&#39;</span><span class="p">))</span>
<span class="n">model2</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span>  <span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;sigmoid&#39;</span><span class="p">,</span><span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;normal&#39;</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sgd</span> <span class="o">=</span> <span class="n">optimizers</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">lr</span> <span class="o">=</span> <span class="mf">0.001</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model2</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">optimizer</span> <span class="o">=</span> <span class="n">sgd</span><span class="p">,</span> <span class="n">loss</span> <span class="o">=</span> <span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">,</span> <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="s1">&#39;mse&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model2</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<pre>Model: &#34;sequential_259&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense_821 (Dense)            (None, 10)                110       
_________________________________________________________________
dense_822 (Dense)            (None, 10)                110       
_________________________________________________________________
dense_823 (Dense)            (None, 10)                110       
_________________________________________________________________
dense_824 (Dense)            (None, 1)                 11        
=================================================================
Total params: 341
Trainable params: 341
Non-trainable params: 0
_________________________________________________________________
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">history</span> <span class="o">=</span> <span class="n">model2</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="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">batch_size</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span> <span class="n">validation_split</span> <span class="o">=</span> <span class="mf">0.2</span><span class="p">,</span>  <span class="n">epochs</span> <span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">verbose</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
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<pre>Train on 6400 samples, validate on 1600 samples
Epoch 1/50
6400/6400 [==============================] - 0s 72us/sample - loss: 0.6735 - accuracy: 0.7953 - mse: 0.2402 - val_loss: 0.6369 - val_accuracy: 0.7894 - val_mse: 0.2220
Epoch 2/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.5420 - accuracy: 0.7972 - mse: 0.1789 - val_loss: 0.4656 - val_accuracy: 0.7894 - val_mse: 0.1499
Epoch 3/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.4480 - accuracy: 0.7972 - mse: 0.1439 - val_loss: 0.4483 - val_accuracy: 0.7894 - val_mse: 0.1447
Epoch 4/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.4357 - accuracy: 0.7972 - mse: 0.1397 - val_loss: 0.4416 - val_accuracy: 0.7894 - val_mse: 0.1420
Epoch 5/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.4298 - accuracy: 0.7972 - mse: 0.1373 - val_loss: 0.4372 - val_accuracy: 0.7894 - val_mse: 0.1399
Epoch 6/50
6400/6400 [==============================] - 0s 15us/sample - loss: 0.4263 - accuracy: 0.7972 - mse: 0.1356 - val_loss: 0.4342 - val_accuracy: 0.7894 - val_mse: 0.1385
Epoch 7/50
6400/6400 [==============================] - 0s 15us/sample - loss: 0.4237 - accuracy: 0.7972 - mse: 0.1343 - val_loss: 0.4324 - val_accuracy: 0.7894 - val_mse: 0.1376
Epoch 8/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.4209 - accuracy: 0.8100 - mse: 0.1332 - val_loss: 0.4303 - val_accuracy: 0.8125 - val_mse: 0.1364
Epoch 9/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.4175 - accuracy: 0.8217 - mse: 0.1316 - val_loss: 0.4271 - val_accuracy: 0.8250 - val_mse: 0.1349
Epoch 10/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.4138 - accuracy: 0.8283 - mse: 0.1300 - val_loss: 0.4234 - val_accuracy: 0.8294 - val_mse: 0.1330
Epoch 11/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.4104 - accuracy: 0.8320 - mse: 0.1284 - val_loss: 0.4198 - val_accuracy: 0.8363 - val_mse: 0.1312
Epoch 12/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.4073 - accuracy: 0.8358 - mse: 0.1268 - val_loss: 0.4164 - val_accuracy: 0.8350 - val_mse: 0.1297
Epoch 13/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.4033 - accuracy: 0.8345 - mse: 0.1253 - val_loss: 0.4132 - val_accuracy: 0.8375 - val_mse: 0.1281
Epoch 14/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.4006 - accuracy: 0.8377 - mse: 0.1241 - val_loss: 0.4103 - val_accuracy: 0.8400 - val_mse: 0.1268
Epoch 15/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3983 - accuracy: 0.8369 - mse: 0.1232 - val_loss: 0.4083 - val_accuracy: 0.8338 - val_mse: 0.1262
Epoch 16/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3968 - accuracy: 0.8355 - mse: 0.1227 - val_loss: 0.4073 - val_accuracy: 0.8375 - val_mse: 0.1256
Epoch 17/50
6400/6400 [==============================] - 0s 15us/sample - loss: 0.3951 - accuracy: 0.8348 - mse: 0.1220 - val_loss: 0.4072 - val_accuracy: 0.8375 - val_mse: 0.1255
Epoch 18/50
6400/6400 [==============================] - 0s 15us/sample - loss: 0.3942 - accuracy: 0.8361 - mse: 0.1217 - val_loss: 0.4062 - val_accuracy: 0.8350 - val_mse: 0.1256
Epoch 19/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3933 - accuracy: 0.8364 - mse: 0.1214 - val_loss: 0.4077 - val_accuracy: 0.8331 - val_mse: 0.1264
Epoch 20/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3929 - accuracy: 0.8348 - mse: 0.1213 - val_loss: 0.4077 - val_accuracy: 0.8363 - val_mse: 0.1254
Epoch 21/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3925 - accuracy: 0.8378 - mse: 0.1212 - val_loss: 0.4056 - val_accuracy: 0.8356 - val_mse: 0.1250
Epoch 22/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3913 - accuracy: 0.8380 - mse: 0.1208 - val_loss: 0.4052 - val_accuracy: 0.8344 - val_mse: 0.1251
Epoch 23/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3913 - accuracy: 0.8356 - mse: 0.1209 - val_loss: 0.4047 - val_accuracy: 0.8388 - val_mse: 0.1246
Epoch 24/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3904 - accuracy: 0.8377 - mse: 0.1205 - val_loss: 0.4042 - val_accuracy: 0.8356 - val_mse: 0.1247
Epoch 25/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3898 - accuracy: 0.8369 - mse: 0.1204 - val_loss: 0.4044 - val_accuracy: 0.8363 - val_mse: 0.1249
Epoch 26/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3897 - accuracy: 0.8381 - mse: 0.1204 - val_loss: 0.4039 - val_accuracy: 0.8338 - val_mse: 0.1245
Epoch 27/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3886 - accuracy: 0.8384 - mse: 0.1200 - val_loss: 0.4045 - val_accuracy: 0.8356 - val_mse: 0.1249
Epoch 28/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3881 - accuracy: 0.8392 - mse: 0.1198 - val_loss: 0.4041 - val_accuracy: 0.8350 - val_mse: 0.1246
Epoch 29/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3877 - accuracy: 0.8384 - mse: 0.1196 - val_loss: 0.4029 - val_accuracy: 0.8331 - val_mse: 0.1246
Epoch 30/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3873 - accuracy: 0.8405 - mse: 0.1194 - val_loss: 0.4029 - val_accuracy: 0.8356 - val_mse: 0.1242
Epoch 31/50
6400/6400 [==============================] - 0s 15us/sample - loss: 0.3858 - accuracy: 0.8425 - mse: 0.1189 - val_loss: 0.4013 - val_accuracy: 0.8394 - val_mse: 0.1235
Epoch 32/50
6400/6400 [==============================] - 0s 15us/sample - loss: 0.3845 - accuracy: 0.8427 - mse: 0.1184 - val_loss: 0.3985 - val_accuracy: 0.8356 - val_mse: 0.1231
Epoch 33/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3822 - accuracy: 0.8430 - mse: 0.1175 - val_loss: 0.3963 - val_accuracy: 0.8394 - val_mse: 0.1223
Epoch 34/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3790 - accuracy: 0.8448 - mse: 0.1165 - val_loss: 0.3951 - val_accuracy: 0.8375 - val_mse: 0.1220
Epoch 35/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3738 - accuracy: 0.8478 - mse: 0.1147 - val_loss: 0.3893 - val_accuracy: 0.8400 - val_mse: 0.1203
Epoch 36/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3686 - accuracy: 0.8480 - mse: 0.1131 - val_loss: 0.3861 - val_accuracy: 0.8388 - val_mse: 0.1197
Epoch 37/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3647 - accuracy: 0.8505 - mse: 0.1118 - val_loss: 0.3827 - val_accuracy: 0.8456 - val_mse: 0.1184
Epoch 38/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3597 - accuracy: 0.8533 - mse: 0.1102 - val_loss: 0.3806 - val_accuracy: 0.8469 - val_mse: 0.1172
Epoch 39/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3569 - accuracy: 0.8530 - mse: 0.1095 - val_loss: 0.3746 - val_accuracy: 0.8419 - val_mse: 0.1158
Epoch 40/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3532 - accuracy: 0.8530 - mse: 0.1082 - val_loss: 0.3747 - val_accuracy: 0.8444 - val_mse: 0.1160
Epoch 41/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3511 - accuracy: 0.8573 - mse: 0.1074 - val_loss: 0.3716 - val_accuracy: 0.8444 - val_mse: 0.1149
Epoch 42/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3491 - accuracy: 0.8566 - mse: 0.1070 - val_loss: 0.3696 - val_accuracy: 0.8431 - val_mse: 0.1142
Epoch 43/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3481 - accuracy: 0.8586 - mse: 0.1065 - val_loss: 0.3683 - val_accuracy: 0.8494 - val_mse: 0.1138
Epoch 44/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3444 - accuracy: 0.8600 - mse: 0.1053 - val_loss: 0.3681 - val_accuracy: 0.8462 - val_mse: 0.1140
Epoch 45/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3433 - accuracy: 0.8602 - mse: 0.1048 - val_loss: 0.3659 - val_accuracy: 0.8469 - val_mse: 0.1131
Epoch 46/50
6400/6400 [==============================] - 0s 15us/sample - loss: 0.3422 - accuracy: 0.8614 - mse: 0.1047 - val_loss: 0.3660 - val_accuracy: 0.8481 - val_mse: 0.1131
Epoch 47/50
6400/6400 [==============================] - 0s 15us/sample - loss: 0.3406 - accuracy: 0.8602 - mse: 0.1043 - val_loss: 0.3670 - val_accuracy: 0.8438 - val_mse: 0.1139
Epoch 48/50
6400/6400 [==============================] - 0s 14us/sample - loss: 0.3390 - accuracy: 0.8602 - mse: 0.1036 - val_loss: 0.3657 - val_accuracy: 0.8494 - val_mse: 0.1134
Epoch 49/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3378 - accuracy: 0.8639 - mse: 0.1032 - val_loss: 0.3651 - val_accuracy: 0.8506 - val_mse: 0.1128
Epoch 50/50
6400/6400 [==============================] - 0s 13us/sample - loss: 0.3373 - accuracy: 0.8622 - mse: 0.1030 - val_loss: 0.3631 - val_accuracy: 0.8481 - val_mse: 0.1116
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hist</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">history</span><span class="o">.</span><span class="n">history</span><span class="p">)</span>
<span class="n">hist</span><span class="p">[</span><span class="s1">&#39;epoch&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">epoch</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">hist</span><span class="p">[</span><span class="s1">&#39;mse&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">hist</span><span class="p">[</span><span class="s1">&#39;val_mse&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="s2">&quot;train&quot;</span> <span class="p">,</span> <span class="s2">&quot;valid&quot;</span><span class="p">)</span> <span class="p">,</span> <span class="n">loc</span> <span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<pre>&lt;matplotlib.legend.Legend at 0x1a40613b608&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">results</span> <span class="o">=</span> <span class="n">model2</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">verbose</span> <span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">accuracy</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">model1</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span><span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">)[</span><span class="mi">1</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Accuracy: &#39;</span><span class="o">+</span> <span class="n">accuracy</span><span class="p">)</span>
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<pre>Accuracy: 0.834
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">model2</span><span class="o">.</span><span class="n">metrics_names</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">results</span><span class="p">)</span> 
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<pre>[&#39;loss&#39;, &#39;accuracy&#39;, &#39;mse&#39;]
[0.3624837958812714, 0.8575, 0.11011941]
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<h3 id="Predict-the-results-using-0.5-as-a-threshold.-Note-that-you-need-to-first-predict-the-probability-and-then-predict-classes-using-the-given-threshold-(10points)">Predict the results using 0.5 as a threshold. Note that you need to first predict the probability and then predict classes using the given threshold (10points)<a class="anchor-link" href="#Predict-the-results-using-0.5-as-a-threshold.-Note-that-you-need-to-first-predict-the-probability-and-then-predict-classes-using-the-given-threshold-(10points)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">predict_with_threshold</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">verbose</span><span class="p">):</span>
    <span class="n">proba</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="n">verbose</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">proba</span> <span class="o">&gt;=</span> <span class="mf">0.50</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int32&#39;</span><span class="p">)</span>
    
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Y_pred1</span> <span class="o">=</span> <span class="n">predict_with_threshold</span><span class="p">(</span><span class="n">model1</span> <span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">Y_pred2</span> <span class="o">=</span> <span class="n">predict_with_threshold</span><span class="p">(</span><span class="n">model2</span> <span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<h3 id="Print-the-Accuracy-score-and-confusion-matrix-(5points)">Print the Accuracy score and confusion matrix (5points)<a class="anchor-link" href="#Print-the-Accuracy-score-and-confusion-matrix-(5points)">&#182;</a></h3>
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<h3 id="Model_1">Model_1<a class="anchor-link" href="#Model_1">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Recall_score: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">recall_score</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span><span class="n">Y_pred1</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Precision_score: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">precision_score</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">Y_pred1</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;F-score: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">f1_score</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span><span class="n">Y_pred1</span><span class="p">)))</span>
<span class="n">confusionMatrix</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span><span class="n">Y_pred1</span><span class="p">)</span>
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<pre>Recall_score: 0.35074626865671643
Precision_score: 0.6650943396226415
F-score: 0.4592833876221499
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">group_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;True Neg&#39;</span><span class="p">,</span><span class="s1">&#39;False Pos&#39;</span><span class="p">,</span><span class="s1">&#39;False Neg&#39;</span><span class="p">,</span><span class="s1">&#39;True Pos&#39;</span><span class="p">]</span>
<span class="n">group_counts</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;</span><span class="si">{0:0.0f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">confusionMatrix</span><span class="o">.</span><span class="n">flatten</span><span class="p">()]</span>
<span class="n">group_percentages</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;</span><span class="si">{0:.2%}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">confusionMatrix</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span><span class="o">/</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">confusionMatrix</span><span class="p">)]</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{v1}</span><span class="se">\n</span><span class="si">{v2}</span><span class="se">\n</span><span class="si">{v3}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">v3</span> <span class="ow">in</span>  <span class="nb">zip</span><span class="p">(</span><span class="n">group_names</span><span class="p">,</span><span class="n">group_counts</span><span class="p">,</span><span class="n">group_percentages</span><span class="p">)]</span>
<span class="n">labels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">confusionMatrix</span><span class="p">,</span> <span class="n">annot</span><span class="o">=</span><span class="n">labels</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;Blues&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a4066b03c8&gt;</pre>
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<h3 id="Model_2">Model_2<a class="anchor-link" href="#Model_2">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Recall_score: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">recall_score</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span><span class="n">Y_pred2</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Precision_score: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">precision_score</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">Y_pred2</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;F-score: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">f1_score</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span><span class="n">Y_pred2</span><span class="p">)))</span>
<span class="n">confusionMatrix</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="o">.</span><span class="n">values</span><span class="p">,</span><span class="n">Y_pred2</span><span class="p">)</span>
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<pre>Recall_score: 0.4701492537313433
Precision_score: 0.7241379310344828
F-score: 0.5701357466063348
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">group_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;True Neg&#39;</span><span class="p">,</span><span class="s1">&#39;False Pos&#39;</span><span class="p">,</span><span class="s1">&#39;False Neg&#39;</span><span class="p">,</span><span class="s1">&#39;True Pos&#39;</span><span class="p">]</span>
<span class="n">group_counts</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;</span><span class="si">{0:0.0f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">confusionMatrix</span><span class="o">.</span><span class="n">flatten</span><span class="p">()]</span>
<span class="n">group_percentages</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;</span><span class="si">{0:.2%}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">confusionMatrix</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span><span class="o">/</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">confusionMatrix</span><span class="p">)]</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{v1}</span><span class="se">\n</span><span class="si">{v2}</span><span class="se">\n</span><span class="si">{v3}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="n">v1</span><span class="p">,</span> <span class="n">v2</span><span class="p">,</span> <span class="n">v3</span> <span class="ow">in</span>  <span class="nb">zip</span><span class="p">(</span><span class="n">group_names</span><span class="p">,</span><span class="n">group_counts</span><span class="p">,</span><span class="n">group_percentages</span><span class="p">)]</span>
<span class="n">labels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">confusionMatrix</span><span class="p">,</span> <span class="n">annot</span><span class="o">=</span><span class="n">labels</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;Blues&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a40674bfc8&gt;</pre>
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dptegxfyOkLD78fR1r3OF++HRQURIO6tfhhzVoyZ84MQKOG9QkJDeGJrE8A8GT58rw3bERq7maqSIrLt33fWR3vzDnyUUOXjXK9t4ZKFY9zOKuHS4pwLjFwTbwz5/C4Bi4bzjrPWSllKVYZ1tBwVkpZik0fU/X48C3ow4JxXSI/F86bjZFTfuDzLzfwmn9NeraqQVh4BKs372PIp9Gfzpw+nZ21s94kXTo7djc3vlu7l1FTVwGOG/EvGNeFgnm8OXnuKu0GzOL6rSCeLV+ET99tRUhoGB0Gz+HY6ctkzeTBgnFdeKXX5JQ8dBVPwcHBdO7QltCQEMLCw6n/fANe7933gXq7du7go7EfEhoWhpeXF7PnLQQcJwTHjR1NRHgETZu3oGt3x714PpnwEb9u2USJkqUYPWY8ACtXLOPmjRu0bd8x5Q4wDdGe82PkyMlAqvg7rrex2YR/1oxmxfo/qOHnS6NaT/J0yzGEhIZFPv0kquCQMBoGfMadoBDsdhu/zH6Ln349wM6/TtC/c3027DzMx3N+pn/n+vTv/DxDP1vOG+3r0PqdmRTMnY2AFtUZNPE7Bgc0ZPzsNSl96Cqe0qVLx8zZ8/DMmJHQ0FA6tW/Dc9VrUK78f88GvHnzJh+O/IAvps0kd548XLlyBXBcxv3h6BFMmzGHnDlz0qbVq9SqXQefnDn54/e9fPPdSgYPeJsjfx8mf4GCrFj2HV9Mm5lah+ryXH2KXHzpY6oSqHblEhw/c4lT568R0KI6H8/5mZDQMIBoTzOJ6k6Q42kX7nY37HY3/j0J26hWORau3AHAwpU7eLl2OQBCw8LxSO+Op4c7oWHhFM6XnTw+T7Dlt6PJfXgqkUQEz4wZAQgLCyMsLOyBLtyPP6ykbr365M7juHQgWzbHo832/fUn+fMXJF/+/LinS0fDF19iw/p12GxCaGgoxhjuBQdjt9uZO3smbdq1x93dPWUPMA0Rif/LlWk4J1CLBpVYsvo3AIoV9KFahaJsmt+fn2a+QaXSBWJcx2YTti8exKl1Y/ll+yF27XM8O84nW+bI+dAXLt8kh7djWtVHs39i8tDW9G5Tm6mLN/FB75f54IvvU+Do1KMIDw+nZbPG1K5elSrPVqVcufLRlp88cYKbN2/StVN7/Fs0Y+XyZQAEXrxIrty5Iuv55MzJxYsXyZgxE/XqP0+r5k3ImzcfmTJnZv++fdSuUw/1cDabLd4vV6bDGgngbnfjpZpPRj5Z2+5mwyuLJzU6fIxfmYIsHN+FUo2GP7BeRIShiv9Ysmby4KuJ3SldNHfkhSkx+fPvs9TsOAGAahWLcv7SDQRhwdjOhIaFM2jid3rfDRfk5ubGkqXLuXnzJv369uLIkb/x9S0euTwsPJwDB/YzfdZcgoPv0aGNP0+WL4+J4da+//7TvHPX7nTu2h2A4e8P4fU+fVn6zdds27oF3+IlCOj5esocXBri6j3i+HLtvzpcTIPnSvP7odORwXj24nWWrXNccr17/0kiIgzZYxh3/teN20Fs2n2E56uWBiDwyi1yZXfcszdX9ixciiFwB3VryJjpPzKkxwuMnLqKRat28XrrWkl8ZCopZcmShacrP8PWLZujlefMmYtqz1XH09MTLy9vKvr58ffhQ+TMmYsL5y9E1gu8eBEfH59o6x50Pk27YMFCrFyxjI8mfsrRo0c4efJEsh9PWmOVy7c1nBOgZUO/yCENgJUb/qRWZUfPqFgBH9K527l837hzdq9MkXedy5DenTrPlODwiYsA/LDxL9q9/AwA7V5+hu83/Blt3XYvP8Pqzfu5fisIzwzpiIgwREQYPDPoeKOruXr1KjdvOoao7t27x/ZtWylUOPrTuGvXqcue33YTFhZGUFAQf/35J4WLFKVM2Sc5deoEZ86cJjQkhNWrfqBm7TrR1p086VNe792XsLAwIsIdF+faxMa9IH36+v2sMuaswxrx5JHBnTrPlKT3qEWRZfOWbWPa8Lbs/vpdQkLD6fb+AgBy58jKF++3oWmfKeTKnoUZI9rjZrNhswnf/ryHHzfvA+DjOT+zcFwXOjZ5ltPnr9F2wKxo7bV7+Rkave64ku6zhb+w6ONujns/D56bcgeu4uXypUCGvjuIiIhwIiIMzzdoSM1atVnyleP70rJVa4oULUq156rToukriM1Gs+avRg57DB7yPq8FdCMiIpwmTZtTrJhv5LZ/WbeWsmWfxMcnJwDlnqpA8yYvU7x4cUqULJnyB+viXL1HHF96+bZKFXr5topJUly+7TdqfbwzZ/fQ2i6b5NpzVkpZil4hqJRSLsgqwxoazkopS7FINms4K6WsRXvOSinlgiySzTrPWSllLTabxPsVFxGZLSKBIrIvSpm3iPwsIkecP72iLBssIkdF5LCINIhSXklE/nIu+0zi0b3XcFZKWUoSXyE4F2h4X9kgYJ0xxhdY5/yMiJQG/IEyznW+EBE35zpTgADA1/m6f5sP0HBWSllKUoazMWYTcPW+4sbAPOf7eUCTKOWLjTHBxpjjwFGgsojkBrIYY7YZx4Ul86Os81AazkopS0nI5dsiEiAiu6O8AuLRRE5jzHkA589/b4SSFzgdpd4ZZ1le5/v7y2OlJwSVUpaSkNkaxpjpwPSkajqmJmIpj5X2nJVSlpICNz666ByqwPkz0Fl+BsgfpV4+4JyzPF8M5bHScFZKWUpSztZ4iBXAvw9w7Agsj1LuLyLpRaQwjhN/O51DH7dEpIpzlkaHKOs8lA5rKKUsxZaEE51FZBFQC8guImeAYcBYYImIdAVOAS0AjDH7RWQJcAAIA3oZY8Kdm3oNx8wPD+BH5ytWGs5KKUtJyotQjDGtH7Ko7kPqjwZGx1C+GyibkLY1nJVSlqKXbyullAuyyB1DNZyVUtai93NWSikXJI/+MBWXoOGslLIUi3ScNZyVUtaiJwSVUsoFWSSbNZyVUtaSlBehpCYNZ6WUpehsDaWUckEW6ThrOCulrEWHNZRSygVZI5o1nJVSFqNT6ZRSygVZ5HyghrNSylp0toZSSrkgHdZQSikXZJGOs4azUspatOeslFIuyBrRrOGslLIYN4uMa2g4K6UsxSrDGrbU3gGllEpKIvF/xb0t6Sci+0Vkn4gsEpEMIuItIj+LyBHnT68o9QeLyFEROSwiDR7lODSclVKWYhOJ9ys2IpIX6Av4GWPKAm6APzAIWGeM8QXWOT8jIqWdy8sADYEvRMQt0ceR2BWVUsoVJWXPGcfQr4eI2AFP4BzQGJjnXD4PaOJ83xhYbIwJNsYcB44ClRN7HMk+5nx0/cTkbkKlQdfvhqb2LigXlCuL+yNvIyFjziISAAREKZpujJkOYIw5KyIfA6eAIOAnY8xPIpLTGHPeWee8iPg4180LbI+yrTPOskTRE4JKKUtxS0A4O4N4ekzLnGPJjYHCwHXgaxFpF8vmYmrYxHtn7qPhrJSylCScSVcPOG6MuQQgIkuBqsBFEcnt7DXnBgKd9c8A+aOsnw/HMEii6JizUspSbBL/VxxOAVVExFMcYyV1gYPACqCjs05HYLnz/QrAX0TSi0hhwBfYmdjj0J6zUspSkmqeszFmh4h8A+wBwoC9OIZAMgFLRKQrjgBv4ay/X0SWAAec9XsZY8IT274Yk+ghkXg5ez0keRtQaZJVruJSSStXFvdH/mK88/3heGfOR41KuOwXUXvOSilLscgFghrOSilrsVsknTWclVKWYpFs1nBWSllLXJdlpxUazkopS7FINms4K6WsxSoTgTSclVKWYpVpmhrOSilLsUg2azgrpaxFLPIUQQ1npZSlaM9ZKaVckIazUkq5IKs84FXDWSllKW4WuRGyhrNSylL0CkGllHJBOuaslFIuyCIdZw1npZS12HSes1JKuR7tOSullAuyW2TQWcNZKWUp2nNWSikXZJWpdBaZrq2UUg4i8X/FvS15QkS+EZFDInJQRJ4VEW8R+VlEjjh/ekWpP1hEjorIYRFp8CjHoeGslLIUWwJe8fApsNoYUxIoDxwEBgHrjDG+wDrnZ0SkNOAPlAEaAl+IiNujHIdSSlmGTSTer9iISBagBjALwBgTYoy5DjQG5jmrzQOaON83BhYbY4KNMceBo0DlRB9HYldUSilXlJBwFpEAEdkd5RUQZVNFgEvAHBHZKyIzRSQjkNMYcx7A+dPHWT8vcDrK+mecZYmiJwSVUpaSkNOBxpjpwPSHLLYDFYE+xpgdIvIpziGMBDRtErA70WjPWSllKUl4QvAMcMYYs8P5+RscYX1RRHI72pLcQGCU+vmjrJ8POJfY49BwVkpZijiGK+L1io0x5gJwWkRKOIvqAgeAFUBHZ1lHYLnz/QrAX0TSi0hhwBfYmdjj0GENpZSlJHGPsw/wfyKSDjgGdHY2sUREugKngBYAxpj9IrIER4CHAb2MMeGJbViMSfSQSLycvR6SvA2oNMkqj69XSStXFvdH/mJ8/fu5eGdOi6fyuOwXUXvOSilL0cdUKaWUC7LKiTQNZ6WUpWjP2aLqPVuewkV9Iz+PHP8pufLEPI/8xVqVWbUh0SdjARg3Ygi7d27n/5b+SLp06bhx/Ro9O/mzaNmaR9quSh43rl/nrde7AnD1ymVsbm488YTj1gpT5y3G3d39kdt4o0cnrly+TLr06fDw8GTgeyMpUKjwI2/3cWGNaNZwfkC69OmZsfCbFG3TzWbjx5Xf0bh5qxRtVyVc1ieeYNaX3wIwZ/pkPDw88W/fOXJ5WFgYdvuj/281dORYSpYuy4qlXzPlswmMmfj5I2/zceGmPefHQ9Dduwx9py+3bt0kPCyULj36UK1mnWh1rly+xIgh/bl75w7h4eG8OWAo5SpUYtf2rcybMZmQ0FDy5M3HwPdG4eHp+UAbzf3b8e2iBTRq3PyBZYsXzGHjujWEhobwXM26dAroBcCCWVNZu+YHfHLmIktWL4qXLE2rdp2S5XegYjdm+BAyZ83KkcMHKV6iNJ4ZPaOFdqdWTRjzyWRy58nLT6tW8u1X/0dYaCilypaj38ChuLk9/N445StW4pvFCzDGMPWzCezYugVE6NAlgDrPv8CVy5cY/m5/7t6+TXh4OP0GvUf5CpVS6tBdkkWyWcP5fiHBwXRv9yoAufLkZfiHExgx7n9kzJSJG9ev0atrW6rWqB1tXGvdmlU8XaUa7ToHEB4eTvC9e9y4fo2Fc6bx0ecz8PDwZNH8WXz95Tw6dHvtgTZ9cuambPkK/PTjSqpWrxVZvmv7Vs6ePskXcxZhjGFo/z78sXc3GTJ4sGn9WqbP/5rw8HB6dGhJ8ZKlk/13ox7uzKkTTJw8Ezc3N+ZMnxxjnRPH/+GXn1czedYC7HZ3Jo4dyc+rv6fhS40fut2tmzdQpKgvm9av5cjfh5j15bfcuH6NHh39KV/Rj7Wrf6Bylaq079Ij8rv3uBOLDGxoON/n/mGNsLBQZk75lL9+/w0RG5cvBXLt6hW8s2WPrFOidBk+GvU+YWFhPFezDsWKl2Tblt2cPH6Mvt07OLYTGkrpJ8s/tN22nboztH8fqlSrEVm2e8dWdu/cRkD7FgAEBd3l7OlT3L1zh2o1apM+QwYAnq1eM0l/ByrhatVtEGsPGGDPrh38fegAPTr4AxAcHIyXt3eMdUe9N4j06dOTK09e3ug/mCVfzqdugxdxc3PDO1t2ylf049D+fZQsXZZxI99zfvfq4luiZJIfW1qjPefHxNrVP3Dj+jWmzvsKu92d1k0aEBIcHK1O+Qp+/G/qXLb/uokxwwfTql1nMmXOQqXKz/LeqPHxaidv/gIULV6CDeuingg0tOnQlZebtYxW9+tF8x/1sFQSy+DhEfnezc1ORJSLu0JCHN8XYwwNX3qFgN794tzev2PO/3rYxWLlK/rx2fR5bNuyidHDBuPfvlOsPfHHgVWevm2VKYHJ5s7t2zzh5Y3d7s7e3Tu5eP7B+5hcOH8OLy9vGjV5lRdebsbfhw5Sumw59v+5l7OnTwFw714Qp0+diLWttp0DWPJ/8yI/+z1TjR+/X0bQ3bsAXAq8yLWrV3iyfEW2btlISHAwQXfvsv3XzUl3wOqR5cqdhyOHDgDw96EDnD93FoBKT1dhwy8/c+3qFQBu3rjBhRi+TzEpX6ES639eTXh4ONevXeXPvb9RssyTXDh/jie8vLc/9akAAA/GSURBVHm56au89Eozjhw6mDwHlYYk5ZNQUpP2nONQr+FLDHm7Nz07tqJY8ZIxTmn6Y88uvlo4F7vdjoeHJ4OGj+YJL28GvD+KUe8NIDQ0BIDOPfqQv0Chh7ZVuEgxfEuU4shhx/9gT1epyqkTx+jdrS0AHh6eDP7A0aOqWr0W3dq9Ss5cuSlRqjQZM2VK+oNXiVKzTn3WrFpB1zbNKVG6LPkKFASgUJGidOvZh/69A4gwEdjt7rw5YAi5cueJc5vVa9dj/19/0LVNcxChZ5+3yJY9O6u/X87iBXNws9vx8PRkyPAPk/vwXJ5VniGo99ZIo4Lu3sXD05N794J4s0cn3ho8LE2dFNR7a6iYJMW9NdYduhzvzKlbMrvLfhG155xGTRgznJPHjxESEkyDFxunqWBWKjlZZbaG9pxVqtCes4pJUvSc1x++Eu/MqV0im8t+EbXnnEQCL15g7PB3uXr1MiI2GjV5leb+7diwbg3zZkzh1IljfDFnESVKlQHg4P6/mDjmA8BxJr5j99epXqtuah6CSiZjRwxl25ZNeHl5M/erZQAcOXyIiWNHEBIcjJvdjX4D36NUmScJDQ3l4w8/4PDB/dhsQp+3B1GhUqKfEfpYskrPWcM5ibi5udHzjf4UL1mau3fu0LNjKypVfpbCRXz5YNwnfDJ2RLT6hYsWY+rcxbjZ7Vy5fInu7V6l6nM1cUuCS3+Va3mhUROatWzDh8PejSybOmkCHbu9RpVq1dn+6yamfjaBT6fN5fvvHHPs5y7+jmtXrzDgjdeYNm8xNptOrIovq/yjTP/Ek0i27Dkix309M2akQKHCXL50kYKFi1Cg4IMzPDJk8IgM4pCQYIv8Xa9iUr6iH5mzZI1WJiLcvXMbgNu3b5Mth+MBzieO/0Olp58BwMs7G5kyZebwwf0pu8NpXEKevu3KtJuWDC6cO8vRvw9Rqky5WOsd3Pcn40e9z8UL5xg8fIz2mh8jvd8ayDt9evDFpx9jjGHyrIUAFPUtwZZN66nz/AtcuniBvw8dIPDiBUqVeTKV9zjtcO3Ijb9E95xFpHMsywJEZLeI7F44d2Zim0iTgu7eZdigfrzeb2Ccc49LlS3HnMXLmDJnMV/Om/nAlYfKupZ/+xW93xrINz+so1e/AYwf+T4AL77SFB+fnPTo0IpJE8dRptxTcV4WrqLTnjN8AMyJaYExZjowHR6v2RphYaEMG9SPeg1fokbtevFer2DhInhk8OD4saORJwyVta35fgV93x4MQO16Dfho9DAA7HY7vd8aGFnv9S5tyZe/YKrsY1rl2pEbf7GGs4j8+bBFQM6k3520yxjDR6OGUaBQEVq06Rhn/fPnzuDjkws3u50L589x+tSJeF0ppqwhW44c/L5nFxUqVWbPrh2RAXzvXhDGGDw8PNm1YytudjuFihRN5b1NYyySzrHOcxaRi0AD4Nr9i4Ctxpg40+Rx6Tn/9fse3ujRkSLFfBFxjBZ1fa0voaGhTPr4Q25cv0amTJkpWrwk4z+bxk+rVrJo/izsdjtis9Ghaw+eq/n4TKV7nOY5fzDkHX7/bRc3rl/HO1s2Oge8Tv6ChZk0YSzh4WGkS5eefgOHUqJUGc6fO8s7fXogNiFHjpwMeG/EY/WXdlLMc9557Ea8M6dykaxxticibsBu4KwxppGIeANfAYWAE0BLY8w1Z93BQFcgHOhrjEn0I43iCudZwBxjzJYYln1pjGkTVwOPSzirhHmcwlnFX1KE864EhPPT8QvntwA/IIsznMcDV40xY0VkEOBljBkoIqWBRUBlIA+wFihujAlPzHHEekLQGNM1pmB2LoszmJVSKsVJAl5xbUokH/ASEHVmQ2Pg39tHzgOaRClfbIwJNsYcB47iCOpE0XnOSilLkYT8F2VmmfMVcN/m/gcMACKilOU0xpwHcP70cZbnBU5HqXfGWZYoOrFWKWUpCZkhF3Vm2YPbkUZAoDHmNxGpFZ+mY2oi/nsTnfac42H8yPdo1rAmXVo3jSy7eeMG7/TpTvvmL/FOn+7cunkjxnVv37rJ8EFv0bHly3Rq9Qr7//odgLkzvqBFo7p0b/cq3du9yvZfNwGw74+9dGvbjNc6+UfeqP/2rZsM6NvjoU/DUK7hm0UL6NSqCR1bNubrLxc8tN7B/X9R+5lybFj3U2RZq1eep5N/U7q2aU5Ah/+efDN10kQ6t27K6GGDI8vWrFrBN4sevv3HXRKOalQDXhGRE8BioI6ILAQuikhuAOfPQGf9M0D+KOvnA+L3NIUYaDjHQ4NGjRn7vynRyhbNn0UFv2dY8O0PVPB7hkXzZ8W47ucTx/H0s9WYt2QlMxZ+S8FCRSKXverfnhkLv2HGwm8inx245Mt5DB/zCV1f68uKpV8BsGD2NNp26hbtobLKtRw7eoTvl33L1HmLmPXlt2zbspEzp04+UC88PJxpn3/C01WqPbDsf1NnM+vLb5k+fwkAt2/fYt+fvzNn0XdEhEfwz9G/Cb53j9Url9OkhX+yH1NaJSLxfsXGGDPYGJPPGFMI8Ad+Mca0A1YA/86X7Qgsd75fAfiLSHoRKQz4AjsTexwazvFQvoIfWe67N8Kvm9bTwPmstgYvNWbLxvUPrHfn9m3+3PsbL77SDAB3d3cyZc4Sa1t2u53g4HsE37uHm93O2TOnuRwYSPmKTyfR0ajkcPLEMUo/WY4MGTyw2+2Ur+jHpg3rHqi39KsvqVm7Pl5eMT/YNSqb2AgLDcUYQ3DwPex2O4sWzKG5f1vsdvfkOAxLSIHHVI0F6ovIEaC+8zPGmP3AEuAAsBroldiZGqDhnGjXrl4hW/YcgOOmR9evXXmgzvlzZ8jq5cX4kUMJaN+Cj0cPIyjobuTyZd8solvbZowf+V7ksEibjt2YOGYE3y5eSNNXWzN7ymd07tE7ZQ5KJVrhosX4Y+9v3Lh+nXv3gti+dTOBFy9Eq3Mp8CKbN6zjleYtH9yACP17B9C9fUtWLP0acNxAq0ad+nRr+yq58+QjU6bMHDqwj+dq1kmJQ0qzknBYI5IxZoMxppHz/RVjTF1jjK/z59Uo9UYbY4oaY0oYY358lOPQE4LJKDw8nCOHD9L37cGUKluOzyeMZdG8WXTp2YdXmrWkfZceiAhzpn3OlE8/ZsB7IylWvCSTZ/8fAH/s3U22HDkwGEYM6Y/dbqdn3/54Z8ueykem7leocFHadOjC27274+HpSTHf4tjvuyfGpInj6NGnX4z3ypg8cwHZc/hw7eoV3u7dnYKFClO+oh9tOnShTYcuAIwf9T5devbm+2XfsGvHNooWK06Hrj1S5PjSFIuM/mnPOZG8vLNx5fIlAK5cvsQTXtkeqJPDJyc5fHJSqqzj7nQ16tSPfHird7bsuLm5YbPZeKlxcw4d2BdtXWMMC2dPp32XHsyfOYVO3V+nXsNGfLfky2Q+MpVYLzVuzsyFXzNp+jwyZ8lK3vvuiXH44H5GDHmHVq88z8ZffuKTcaPY7Bz6yO68ZaiXdzaq16rLwf1/RVv3b+f3Jn+BgqxZtZIPxkzg+D9HYhzXftwlZCqdK9NwTqSq1Wux5gfHeYA1PyynWo3aD9TxzpYdH59cnDp5HIA9u3dQsLDjPgn/BjvA5o3rKFykWLR11/ywnCrVapA5S1bu3buH2GyI2Lh3Lyi5Dkk9omtXHUNbFy+cZ/P6ddRr8EK05V8tX8NXK37iqxU/UbPO8/QbOJTqteoSFHSXu3fuABAUdJdd27dSuKhvtHVnT51Elx69CQsLIyLcMYwpNv0+xCQFxpxThA5rxMPIoQP4Y4/j3ggtG9WlU0AvWnfsyoh3+/Pjiu/wyZWbYR9OAODypUA+Hj0scnZHn/6D+fD9QYSFhZI7Tz4GvDcSgGmTJvLPkUOICDlz5+WtQe9HtnfvXhA//bCC8ZOmAdCidQeGD+qH3e7O0FHjU/joVXy9N7AfN29cx2638+aAIWTOkpXl3zpm3DRu3uqh6127coWhA94AIDwsnHoNX+SZqs9FLt+8YR0lS5eN7F2XebI8nfybUrRYcYoVL5mMR5Q2uXroxpc+4FWlCr23hopJUtxbY//ZO/HOnDJ5M7rsF1F7zkopS7FKz1nDWSllKRbJZg1npZTFWCSdNZyVUpbi6s8GjC8NZ6WUpVgjmjWclVJWY5F01nBWSlmKq1/5F18azkopS7HIkLOGs1LKWiySzRrOSilrscpDKTSclVKWYpFs1nBWSlmLRbJZw1kpZTEWSWcNZ6WUpehUOqWUckFWGXPWJ6EopSzFJvF/xUZE8ovIehE5KCL7ReQNZ7m3iPwsIkecP72irDNYRI6KyGERafBIx/EoKyullOtJsudvhwFvG2NKAVWAXiJSGhgErDPG+ALrnJ9xLvMHygANgS9E5MGn+caThrNSylKS6hmCxpjzxpg9zve3gINAXqAxMM9ZbR7QxPm+MbDYGBNsjDkOHAUqJ/Y4NJyVUpaSZP3mqNsUKQRUAHYAOY0x58ER4ICPs1pe4HSU1c44yxJFw1kpZSkJ6TmLSICI7I7yCnhwe5IJ+BZ40xhzM7amYyhL9DNUdbaGUspSEnL5tjFmOjA9lm254wjm/zPGLHUWXxSR3MaY8yKSGwh0lp8B8kdZPR9wLiH7HpX2nJVSlpJUwxriSPlZwEFjzMQoi1YAHZ3vOwLLo5T7i0h6ESkM+AI7E3sc2nNWSllKEs5zrga0B/4Skd+dZe8CY4ElItIVOAW0ADDG7BeRJcABHDM9ehljwhPbuBiT6CGReDl7PSR5G1Bpkltck0zVYylXFvdH/mJcuhUW78zJkdnusl9E7TkrpazFZeM2YTSclVKWYpFs1nBWSlmLzSI319BwVkpZikWyWafSKaWUK9Kes1LKUqzSc9ZwVkpZit5sXymlXJD2nJVSygVpOCullAvSYQ2llHJB2nNWSikXZJFs1nBWSlmMRdJZw1kpZSlWuXw72W8Zqv4jIgHOJy8oFUm/Fyomevl2ynrg+WRKod8LFQMNZ6WUckEazkop5YI0nFOWjiuqmOj3Qj1ATwgqpZQL0p6zUkq5IA1npZRyQRrOKUREGorIYRE5KiKDUnt/VOoTkdkiEigi+1J7X5Tr0XBOASLiBkwGXgBKA61FpHTq7pVyAXOBhqm9E8o1aTinjMrAUWPMMWNMCLAYaJzK+6RSmTFmE3A1tfdDuSYN55SRFzgd5fMZZ5lSSsVIwzllxHQnFp3DqJR6KA3nlHEGyB/lcz7gXCrti1IqDdBwThm7AF8RKSwi6QB/YEUq75NSyoVpOKcAY0wY0BtYAxwElhhj9qfuXqnUJiKLgG1ACRE5IyJdU3uflOvQy7eVUsoFac9ZKaVckIazUkq5IA1npZRyQRrOSinlgjSclVLKBWk4K6WUC9JwVkopF/T/tP4Tj4tZ1yEAAAAASUVORK5CYII=
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<h4 id="Model-2-is-giving-a-better-F1-score-than-Model-1.-In-Model-2-we-had-introduced-different-set-of-hidden-relu-layers.-Model-1-uses-one-relu-and-a-tanh-activation-function-hidden-layers.-Learning-rates-are-same.">Model 2 is giving a better F1 score than Model 1. In Model 2 we had introduced different set of hidden relu layers. Model 1 uses one relu and a tanh activation function hidden layers. Learning rates are same.<a class="anchor-link" href="#Model-2-is-giving-a-better-F1-score-than-Model-1.-In-Model-2-we-had-introduced-different-set-of-hidden-relu-layers.-Model-1-uses-one-relu-and-a-tanh-activation-function-hidden-layers.-Learning-rates-are-same.">&#182;</a></h4>
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