credit-card-fraud-v1.html

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<title>credit-card-fraud-v1</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;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
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  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
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    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
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}
</style>

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<link rel="stylesheet" href="custom.css">

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            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
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<body>
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    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Credit-Card-Fraud-Detection">Credit Card Fraud Detection<a class="anchor-link" href="#Credit-Card-Fraud-Detection">&#182;</a></h1><h4 id="A-Case-Study">A Case Study<a class="anchor-link" href="#A-Case-Study">&#182;</a></h4><hr>

</div>
</div>
</div>
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</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The aim is to identify a fraudulent credit card transaction from a non-fraudulent one, and subsequently build a model to predict the same.
The dataset provided is for transactions made by credit cards in September 2013 by european cardholders, for a time period of two days.</p>

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<p>From the source of this dataset, we have the information that there are over 2 lakh data points, out of which less than one percent is classified as fraud. It is a clear <strong>Class Imbalance</strong> scenario. As an initial thought, we will have to keep that in mind during our model building phase. Let's dive into it.</p>

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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">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">datetime</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pprint</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">MinMaxScaler</span>
<span class="kn">from</span> <span class="nn">sklearn.feature_selection</span> <span class="kn">import</span> <span class="n">SelectKBest</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">GridSearchCV</span>
<span class="kn">from</span> <span class="nn">sklearn.pipeline</span> <span class="kn">import</span> <span class="n">Pipeline</span>
<span class="kn">from</span> <span class="nn">sklearn.naive_bayes</span> <span class="kn">import</span> <span class="n">GaussianNB</span>
<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="kn">import</span> <span class="n">DecisionTreeClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LogisticRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">KFold</span><span class="p">,</span> <span class="n">StratifiedKFold</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">StratifiedShuffleSplit</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">AdaBoostClassifier</span><span class="p">,</span> <span class="n">RandomForestClassifier</span><span class="p">,</span> <span class="n">GradientBoostingClassifier</span>
<span class="kn">from</span> <span class="nn">imblearn.over_sampling</span> <span class="kn">import</span> <span class="n">SMOTE</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="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">precision_recall_curve</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">mean_squared_error</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">model_selection</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">confusion_matrix</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">classification_report</span>
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<pre>Using TensorFlow backend.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>pwd
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<pre>/kaggle/working
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Change directory to where dataset is - not required on kaggle</span>
<span class="c1">#os.chdir(&quot;X:\\Datasets\creditcardfraud&quot;)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Reading the dataset</span>
<span class="n">master_df</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;../input/creditcardfraud/creditcard.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Keeping our original dataset safe :)</span>
<span class="n">transaction_data</span> <span class="o">=</span> <span class="n">master_df</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">display</span><span class="p">(</span><span class="n">transaction_data</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Dimensions of the dataset are:&quot;</span><span class="p">,</span> <span class="n">transaction_data</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<style scoped>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>...</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
      <th>Class</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.0</td>
      <td>-1.359807</td>
      <td>-0.072781</td>
      <td>2.536347</td>
      <td>1.378155</td>
      <td>-0.338321</td>
      <td>0.462388</td>
      <td>0.239599</td>
      <td>0.098698</td>
      <td>0.363787</td>
      <td>...</td>
      <td>-0.018307</td>
      <td>0.277838</td>
      <td>-0.110474</td>
      <td>0.066928</td>
      <td>0.128539</td>
      <td>-0.189115</td>
      <td>0.133558</td>
      <td>-0.021053</td>
      <td>149.62</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.0</td>
      <td>1.191857</td>
      <td>0.266151</td>
      <td>0.166480</td>
      <td>0.448154</td>
      <td>0.060018</td>
      <td>-0.082361</td>
      <td>-0.078803</td>
      <td>0.085102</td>
      <td>-0.255425</td>
      <td>...</td>
      <td>-0.225775</td>
      <td>-0.638672</td>
      <td>0.101288</td>
      <td>-0.339846</td>
      <td>0.167170</td>
      <td>0.125895</td>
      <td>-0.008983</td>
      <td>0.014724</td>
      <td>2.69</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1.0</td>
      <td>-1.358354</td>
      <td>-1.340163</td>
      <td>1.773209</td>
      <td>0.379780</td>
      <td>-0.503198</td>
      <td>1.800499</td>
      <td>0.791461</td>
      <td>0.247676</td>
      <td>-1.514654</td>
      <td>...</td>
      <td>0.247998</td>
      <td>0.771679</td>
      <td>0.909412</td>
      <td>-0.689281</td>
      <td>-0.327642</td>
      <td>-0.139097</td>
      <td>-0.055353</td>
      <td>-0.059752</td>
      <td>378.66</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1.0</td>
      <td>-0.966272</td>
      <td>-0.185226</td>
      <td>1.792993</td>
      <td>-0.863291</td>
      <td>-0.010309</td>
      <td>1.247203</td>
      <td>0.237609</td>
      <td>0.377436</td>
      <td>-1.387024</td>
      <td>...</td>
      <td>-0.108300</td>
      <td>0.005274</td>
      <td>-0.190321</td>
      <td>-1.175575</td>
      <td>0.647376</td>
      <td>-0.221929</td>
      <td>0.062723</td>
      <td>0.061458</td>
      <td>123.50</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2.0</td>
      <td>-1.158233</td>
      <td>0.877737</td>
      <td>1.548718</td>
      <td>0.403034</td>
      <td>-0.407193</td>
      <td>0.095921</td>
      <td>0.592941</td>
      <td>-0.270533</td>
      <td>0.817739</td>
      <td>...</td>
      <td>-0.009431</td>
      <td>0.798278</td>
      <td>-0.137458</td>
      <td>0.141267</td>
      <td>-0.206010</td>
      <td>0.502292</td>
      <td>0.219422</td>
      <td>0.215153</td>
      <td>69.99</td>
      <td>0</td>
    </tr>
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</table>
<p>5 rows × 31 columns</p>
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<pre>Dimensions of the dataset are: (284807, 31)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Data points for Fraudulent transactions</span>
<span class="n">fraud</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">transaction_data</span><span class="p">[</span><span class="n">transaction_data</span><span class="p">[</span><span class="s2">&quot;Class&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Fraud transactions are&quot;</span><span class="p">,</span> <span class="n">fraud</span><span class="p">,</span> <span class="s2">&quot;, which is&quot;</span><span class="p">)</span> 
<span class="nb">print</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">fraud</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">transaction_data</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="s2">&quot;</span><span class="si">% o</span><span class="s2">f the dataset&quot;</span><span class="p">)</span>
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<pre>Total Fraud transactions are 492 , which is
0.17 % of the dataset
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Checking for null values (all values are numerical)</span>
<span class="n">transaction_data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>

<span class="c1"># We have no null values</span>
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<pre>Time      0
V1        0
V2        0
V3        0
V4        0
V5        0
V6        0
V7        0
V8        0
V9        0
V10       0
V11       0
V12       0
V13       0
V14       0
V15       0
V16       0
V17       0
V18       0
V19       0
V20       0
V21       0
V22       0
V23       0
V24       0
V25       0
V26       0
V27       0
V28       0
Amount    0
Class     0
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Let&#39;s look at the summary of the data</span>
<span class="n">transaction_data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>...</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
      <th>Class</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>284807.000000</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>...</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>284807.000000</td>
      <td>284807.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>94813.859575</td>
      <td>3.919560e-15</td>
      <td>5.688174e-16</td>
      <td>-8.769071e-15</td>
      <td>2.782312e-15</td>
      <td>-1.552563e-15</td>
      <td>2.010663e-15</td>
      <td>-1.694249e-15</td>
      <td>-1.927028e-16</td>
      <td>-3.137024e-15</td>
      <td>...</td>
      <td>1.537294e-16</td>
      <td>7.959909e-16</td>
      <td>5.367590e-16</td>
      <td>4.458112e-15</td>
      <td>1.453003e-15</td>
      <td>1.699104e-15</td>
      <td>-3.660161e-16</td>
      <td>-1.206049e-16</td>
      <td>88.349619</td>
      <td>0.001727</td>
    </tr>
    <tr>
      <th>std</th>
      <td>47488.145955</td>
      <td>1.958696e+00</td>
      <td>1.651309e+00</td>
      <td>1.516255e+00</td>
      <td>1.415869e+00</td>
      <td>1.380247e+00</td>
      <td>1.332271e+00</td>
      <td>1.237094e+00</td>
      <td>1.194353e+00</td>
      <td>1.098632e+00</td>
      <td>...</td>
      <td>7.345240e-01</td>
      <td>7.257016e-01</td>
      <td>6.244603e-01</td>
      <td>6.056471e-01</td>
      <td>5.212781e-01</td>
      <td>4.822270e-01</td>
      <td>4.036325e-01</td>
      <td>3.300833e-01</td>
      <td>250.120109</td>
      <td>0.041527</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000</td>
      <td>-5.640751e+01</td>
      <td>-7.271573e+01</td>
      <td>-4.832559e+01</td>
      <td>-5.683171e+00</td>
      <td>-1.137433e+02</td>
      <td>-2.616051e+01</td>
      <td>-4.355724e+01</td>
      <td>-7.321672e+01</td>
      <td>-1.343407e+01</td>
      <td>...</td>
      <td>-3.483038e+01</td>
      <td>-1.093314e+01</td>
      <td>-4.480774e+01</td>
      <td>-2.836627e+00</td>
      <td>-1.029540e+01</td>
      <td>-2.604551e+00</td>
      <td>-2.256568e+01</td>
      <td>-1.543008e+01</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>54201.500000</td>
      <td>-9.203734e-01</td>
      <td>-5.985499e-01</td>
      <td>-8.903648e-01</td>
      <td>-8.486401e-01</td>
      <td>-6.915971e-01</td>
      <td>-7.682956e-01</td>
      <td>-5.540759e-01</td>
      <td>-2.086297e-01</td>
      <td>-6.430976e-01</td>
      <td>...</td>
      <td>-2.283949e-01</td>
      <td>-5.423504e-01</td>
      <td>-1.618463e-01</td>
      <td>-3.545861e-01</td>
      <td>-3.171451e-01</td>
      <td>-3.269839e-01</td>
      <td>-7.083953e-02</td>
      <td>-5.295979e-02</td>
      <td>5.600000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>84692.000000</td>
      <td>1.810880e-02</td>
      <td>6.548556e-02</td>
      <td>1.798463e-01</td>
      <td>-1.984653e-02</td>
      <td>-5.433583e-02</td>
      <td>-2.741871e-01</td>
      <td>4.010308e-02</td>
      <td>2.235804e-02</td>
      <td>-5.142873e-02</td>
      <td>...</td>
      <td>-2.945017e-02</td>
      <td>6.781943e-03</td>
      <td>-1.119293e-02</td>
      <td>4.097606e-02</td>
      <td>1.659350e-02</td>
      <td>-5.213911e-02</td>
      <td>1.342146e-03</td>
      <td>1.124383e-02</td>
      <td>22.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>139320.500000</td>
      <td>1.315642e+00</td>
      <td>8.037239e-01</td>
      <td>1.027196e+00</td>
      <td>7.433413e-01</td>
      <td>6.119264e-01</td>
      <td>3.985649e-01</td>
      <td>5.704361e-01</td>
      <td>3.273459e-01</td>
      <td>5.971390e-01</td>
      <td>...</td>
      <td>1.863772e-01</td>
      <td>5.285536e-01</td>
      <td>1.476421e-01</td>
      <td>4.395266e-01</td>
      <td>3.507156e-01</td>
      <td>2.409522e-01</td>
      <td>9.104512e-02</td>
      <td>7.827995e-02</td>
      <td>77.165000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>172792.000000</td>
      <td>2.454930e+00</td>
      <td>2.205773e+01</td>
      <td>9.382558e+00</td>
      <td>1.687534e+01</td>
      <td>3.480167e+01</td>
      <td>7.330163e+01</td>
      <td>1.205895e+02</td>
      <td>2.000721e+01</td>
      <td>1.559499e+01</td>
      <td>...</td>
      <td>2.720284e+01</td>
      <td>1.050309e+01</td>
      <td>2.252841e+01</td>
      <td>4.584549e+00</td>
      <td>7.519589e+00</td>
      <td>3.517346e+00</td>
      <td>3.161220e+01</td>
      <td>3.384781e+01</td>
      <td>25691.160000</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
<p>8 rows × 31 columns</p>
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<p>At first glance, we can easily see that features V1-28 have been transformed, as mentioned, using PCA. We can't really gather anything from them.<br>
Also, looks like 'Amount' might turn out to be a parameter to predict outliers(frauds), as there is a huge difference between Maximum amount (25691.16) and Mean amount (88.349619). Let's check.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Let&#39;s convert the time variable into hours from seconds before moving forward</span>

<span class="n">transaction_data</span><span class="p">[</span><span class="s1">&#39;Time&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">transaction_data</span><span class="p">[</span><span class="s1">&#39;Time&#39;</span><span class="p">]</span><span class="o">/</span><span class="mi">3600</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Distribution of Amount</span>
<span class="n">figure</span><span class="p">,</span> <span class="n">a</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="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
<span class="n">amount</span> <span class="o">=</span> <span class="n">transaction_data</span><span class="p">[</span><span class="s1">&#39;Amount&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>

<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">amount</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Distribution of Amount&#39;</span><span class="p">)</span>

<span class="n">fraud_df</span> <span class="o">=</span> <span class="n">transaction_data</span><span class="p">[</span><span class="n">transaction_data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span>
<span class="n">amount_fraud</span> <span class="o">=</span> <span class="n">fraud_df</span><span class="p">[</span><span class="s1">&#39;Amount&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>

<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">amount_fraud</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
<span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Distribution of Amount w.r.t. Fraud Transactions&#39;</span><span class="p">)</span>
<span class="c1">#Keeping a similar scale as previous graph for comparison</span>
<span class="c1">#a[1].set_xlim([min(amount), max(amount)])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<p>As we can see, the outliers in <em>fraud transactions</em> are not very significantly high, as compared to the whole dataset. So amount doesn't really look like a direct predictor.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Checking distribution with time</span>

<span class="n">figure</span><span class="p">,</span> <span class="n">a</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="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
<span class="n">time</span> <span class="o">=</span> <span class="n">transaction_data</span><span class="p">[</span><span class="s1">&#39;Time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>

<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Distribution of Transactions with Time&#39;</span><span class="p">)</span>
<span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">([</span><span class="nb">min</span><span class="p">(</span><span class="n">time</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">time</span><span class="p">)])</span>
<span class="c1">#fraud_df_time = transaction_data[transaction_data[&#39;Class&#39;]==1]</span>

<span class="n">time_fraud</span> <span class="o">=</span> <span class="n">fraud_df</span><span class="p">[</span><span class="s1">&#39;Time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>

<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">time_fraud</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
<span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Distribution with Time for Fraud Transactions&#39;</span><span class="p">)</span>
<span class="c1">#Keeping a similar scale as previous graph for comparison</span>
<span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">([</span><span class="nb">min</span><span class="p">(</span><span class="n">time_fraud</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">time_fraud</span><span class="p">)])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>From this visualisation, we can see that there is not much difference in the trend with time as well. Though an interesting thing to note will be the higher number of fraud transactions near the 10th hour. The total transactions are higher around the 20th hour. But we can't say for sure if this assumption is believable as data points for fraud transactions are too less.</p>

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<p>It follows from this, that our analysis will be severely affected by the huge class imbalance that we have observed. Even during model building, our model might tend to overfit the data, and we might see very high accuracy scores. Hence, we will have to keep in mind the following things:</p>
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<li>Dataset needs to be modified in a way, to provide some balance between both classes. We can generally do this through <strong>Under Sampling or Over Sampling</strong> the data.</li>
<li>Whichever model we use for prediction, we will have to use appropriate metrics to check our model performance, as simple scores such as Accuracy can be very misleading. Best approach would be to use Precision-Recall scores as well as <strong>Area Under Precision-Recall Curve.</strong></li>
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<h4 id="Let's-go-ahead-with-data-manipulation.">Let's go ahead with data manipulation.<a class="anchor-link" href="#Let's-go-ahead-with-data-manipulation.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Scaling time and amount values, as all other predictors are already scaled through PCA</span>
<span class="c1">#Using min-max scaler for higher efficiency </span>

<span class="n">scaler</span> <span class="o">=</span> <span class="n">MinMaxScaler</span><span class="p">()</span>
<span class="n">transaction_data</span><span class="p">[</span><span class="s1">&#39;Time&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">transaction_data</span><span class="p">[</span><span class="s2">&quot;Time&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
<span class="n">transaction_data</span><span class="p">[</span><span class="s1">&#39;Amount&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">transaction_data</span><span class="p">[</span><span class="s2">&quot;Amount&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">display</span><span class="p">(</span><span class="n">transaction_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>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>...</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
      <th>Class</th>
    </tr>
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    <tr>
      <th>0</th>
      <td>0.000000</td>
      <td>-1.359807</td>
      <td>-0.072781</td>
      <td>2.536347</td>
      <td>1.378155</td>
      <td>-0.338321</td>
      <td>0.462388</td>
      <td>0.239599</td>
      <td>0.098698</td>
      <td>0.363787</td>
      <td>...</td>
      <td>-0.018307</td>
      <td>0.277838</td>
      <td>-0.110474</td>
      <td>0.066928</td>
      <td>0.128539</td>
      <td>-0.189115</td>
      <td>0.133558</td>
      <td>-0.021053</td>
      <td>0.005824</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.000000</td>
      <td>1.191857</td>
      <td>0.266151</td>
      <td>0.166480</td>
      <td>0.448154</td>
      <td>0.060018</td>
      <td>-0.082361</td>
      <td>-0.078803</td>
      <td>0.085102</td>
      <td>-0.255425</td>
      <td>...</td>
      <td>-0.225775</td>
      <td>-0.638672</td>
      <td>0.101288</td>
      <td>-0.339846</td>
      <td>0.167170</td>
      <td>0.125895</td>
      <td>-0.008983</td>
      <td>0.014724</td>
      <td>0.000105</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0.000006</td>
      <td>-1.358354</td>
      <td>-1.340163</td>
      <td>1.773209</td>
      <td>0.379780</td>
      <td>-0.503198</td>
      <td>1.800499</td>
      <td>0.791461</td>
      <td>0.247676</td>
      <td>-1.514654</td>
      <td>...</td>
      <td>0.247998</td>
      <td>0.771679</td>
      <td>0.909412</td>
      <td>-0.689281</td>
      <td>-0.327642</td>
      <td>-0.139097</td>
      <td>-0.055353</td>
      <td>-0.059752</td>
      <td>0.014739</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0.000006</td>
      <td>-0.966272</td>
      <td>-0.185226</td>
      <td>1.792993</td>
      <td>-0.863291</td>
      <td>-0.010309</td>
      <td>1.247203</td>
      <td>0.237609</td>
      <td>0.377436</td>
      <td>-1.387024</td>
      <td>...</td>
      <td>-0.108300</td>
      <td>0.005274</td>
      <td>-0.190321</td>
      <td>-1.175575</td>
      <td>0.647376</td>
      <td>-0.221929</td>
      <td>0.062723</td>
      <td>0.061458</td>
      <td>0.004807</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.000012</td>
      <td>-1.158233</td>
      <td>0.877737</td>
      <td>1.548718</td>
      <td>0.403034</td>
      <td>-0.407193</td>
      <td>0.095921</td>
      <td>0.592941</td>
      <td>-0.270533</td>
      <td>0.817739</td>
      <td>...</td>
      <td>-0.009431</td>
      <td>0.798278</td>
      <td>-0.137458</td>
      <td>0.141267</td>
      <td>-0.206010</td>
      <td>0.502292</td>
      <td>0.219422</td>
      <td>0.215153</td>
      <td>0.002724</td>
      <td>0</td>
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<p>5 rows × 31 columns</p>
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<p>Now, coming to the first problem of class imbalance, let's go forward with a technique called SMOTE, or Synthetic Minority Oversampling Technique. As the name suggests, it is an oversampling technique which will increase the minority class data points in proportion to the majority class.<br></p>
<p>It should be noted that we are not going with UnderSampling, as it poses the risk of losing out on important information. With SMOTE (oversampling), more information is available.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Splitting into values and class labels </span>
<span class="n">target</span> <span class="o">=</span> <span class="s1">&#39;Class&#39;</span>
<span class="n">labels</span> <span class="o">=</span> <span class="n">transaction_data</span><span class="p">[</span><span class="n">target</span><span class="p">]</span>
<span class="n">values</span> <span class="o">=</span> <span class="n">transaction_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">values</span> <span class="o">=</span> <span class="n">values</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;Class&#39;</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span><span class="mi">1</span> <span class="p">)</span>
<span class="n">display</span><span class="p">(</span><span class="n">values</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Dataset dimension :&quot;</span><span class="p">,</span> <span class="n">values</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="s2">&quot;Labels dimension :&quot;</span><span class="p">,</span> <span class="n">labels</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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      <th></th>
      <th>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>...</th>
      <th>V20</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.000000</td>
      <td>-1.359807</td>
      <td>-0.072781</td>
      <td>2.536347</td>
      <td>1.378155</td>
      <td>-0.338321</td>
      <td>0.462388</td>
      <td>0.239599</td>
      <td>0.098698</td>
      <td>0.363787</td>
      <td>...</td>
      <td>0.251412</td>
      <td>-0.018307</td>
      <td>0.277838</td>
      <td>-0.110474</td>
      <td>0.066928</td>
      <td>0.128539</td>
      <td>-0.189115</td>
      <td>0.133558</td>
      <td>-0.021053</td>
      <td>0.005824</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.000000</td>
      <td>1.191857</td>
      <td>0.266151</td>
      <td>0.166480</td>
      <td>0.448154</td>
      <td>0.060018</td>
      <td>-0.082361</td>
      <td>-0.078803</td>
      <td>0.085102</td>
      <td>-0.255425</td>
      <td>...</td>
      <td>-0.069083</td>
      <td>-0.225775</td>
      <td>-0.638672</td>
      <td>0.101288</td>
      <td>-0.339846</td>
      <td>0.167170</td>
      <td>0.125895</td>
      <td>-0.008983</td>
      <td>0.014724</td>
      <td>0.000105</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0.000006</td>
      <td>-1.358354</td>
      <td>-1.340163</td>
      <td>1.773209</td>
      <td>0.379780</td>
      <td>-0.503198</td>
      <td>1.800499</td>
      <td>0.791461</td>
      <td>0.247676</td>
      <td>-1.514654</td>
      <td>...</td>
      <td>0.524980</td>
      <td>0.247998</td>
      <td>0.771679</td>
      <td>0.909412</td>
      <td>-0.689281</td>
      <td>-0.327642</td>
      <td>-0.139097</td>
      <td>-0.055353</td>
      <td>-0.059752</td>
      <td>0.014739</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0.000006</td>
      <td>-0.966272</td>
      <td>-0.185226</td>
      <td>1.792993</td>
      <td>-0.863291</td>
      <td>-0.010309</td>
      <td>1.247203</td>
      <td>0.237609</td>
      <td>0.377436</td>
      <td>-1.387024</td>
      <td>...</td>
      <td>-0.208038</td>
      <td>-0.108300</td>
      <td>0.005274</td>
      <td>-0.190321</td>
      <td>-1.175575</td>
      <td>0.647376</td>
      <td>-0.221929</td>
      <td>0.062723</td>
      <td>0.061458</td>
      <td>0.004807</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.000012</td>
      <td>-1.158233</td>
      <td>0.877737</td>
      <td>1.548718</td>
      <td>0.403034</td>
      <td>-0.407193</td>
      <td>0.095921</td>
      <td>0.592941</td>
      <td>-0.270533</td>
      <td>0.817739</td>
      <td>...</td>
      <td>0.408542</td>
      <td>-0.009431</td>
      <td>0.798278</td>
      <td>-0.137458</td>
      <td>0.141267</td>
      <td>-0.206010</td>
      <td>0.502292</td>
      <td>0.219422</td>
      <td>0.215153</td>
      <td>0.002724</td>
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<p>5 rows × 30 columns</p>
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<pre>Dataset dimension : (284807, 30)
Labels dimension : (284807,)
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<p>Before applying any sampling technique, it should be remembered that we are going to fit our model, using the <em>sampled training set</em>, but we will be predicting using only the <em>original test set</em>. So we will have to split the data into training and testing sets, before we can apply any sort of sampling.</p>

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<p>Also, I wish to use SelectKBest algorithm, to use the best features for classification. But since as of now, there is a huge class imbalance, the same will be represented through SelectKBest. So I will use it, after oversampling my dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># We can use Stratified Shuffle Split or StratifiedKFold</span>
<span class="n">strat_split</span> <span class="o">=</span> <span class="n">StratifiedShuffleSplit</span><span class="p">(</span><span class="n">n_splits</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
<span class="k">for</span> <span class="n">train_index</span><span class="p">,</span> <span class="n">test_index</span> <span class="ow">in</span> <span class="n">strat_split</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">labels</span><span class="p">):</span>
    <span class="n">values_train</span><span class="p">,</span> <span class="n">values_test</span> <span class="o">=</span> <span class="n">values</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">train_index</span><span class="p">],</span> <span class="n">values</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">test_index</span><span class="p">]</span>
    <span class="n">labels_train</span><span class="p">,</span> <span class="n">labels_test</span> <span class="o">=</span> <span class="n">labels</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">train_index</span><span class="p">],</span> <span class="n">labels</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">test_index</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Percentage of Fraud Transactions in Training Set using Stratified Shuffle Split:&quot;</span><span class="p">,</span> 
      <span class="nb">round</span><span class="p">(</span><span class="n">labels_train</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()[</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">labels_train</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="s2">&quot;%&quot;</span><span class="p">)</span>

<span class="n">kfold_split</span> <span class="o">=</span> <span class="n">StratifiedKFold</span><span class="p">(</span><span class="n">n_splits</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">47</span><span class="p">)</span>
<span class="k">for</span> <span class="n">train_index</span><span class="p">,</span> <span class="n">test_index</span> <span class="ow">in</span> <span class="n">kfold_split</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">labels</span><span class="p">):</span>
    <span class="n">values_train1</span><span class="p">,</span> <span class="n">values_test1</span> <span class="o">=</span> <span class="n">values</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">train_index</span><span class="p">],</span> <span class="n">values</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">test_index</span><span class="p">]</span>
    <span class="n">labels_train1</span><span class="p">,</span> <span class="n">labels_test1</span> <span class="o">=</span> <span class="n">labels</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">train_index</span><span class="p">],</span> <span class="n">labels</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">test_index</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Percentage of Fraud Transactions in Training Set using Stratified KFold:&quot;</span><span class="p">,</span> 
      <span class="nb">round</span><span class="p">(</span><span class="n">labels_train1</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()[</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">labels_train1</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="s2">&quot;%&quot;</span><span class="p">)</span>
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<pre>Percentage of Fraud Transactions in Training Set using Stratified Shuffle Split: 0.1728 %
Percentage of Fraud Transactions in Training Set using Stratified KFold: 0.1728 %
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<p>We are getting similar results with both. Basically, our class imbalance percentage is maintained in our training sets, for both the cases. We will go ahead with StratifiedShuffleSplit.<br></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Applying SMOTE on the training dataset</span>
<span class="n">smote</span> <span class="o">=</span> <span class="n">SMOTE</span><span class="p">(</span><span class="n">sampling_strategy</span><span class="o">=</span><span class="s1">&#39;minority&#39;</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">47</span><span class="p">)</span>
<span class="n">os_values</span><span class="p">,</span> <span class="n">os_labels</span> <span class="o">=</span> <span class="n">smote</span><span class="o">.</span><span class="n">fit_sample</span><span class="p">(</span><span class="n">values_train</span><span class="p">,</span> <span class="n">labels_train</span><span class="p">)</span>

<span class="n">os_values</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">os_values</span><span class="p">)</span>
<span class="n">os_labels</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">os_labels</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">os_labels</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="mi">0</span> <span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Distribution of Oversampled Training Set&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Fraud&quot;</span><span class="p">)</span>


<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Dimensions of Oversampled dataset is :&quot;</span><span class="p">,</span> <span class="n">os_values</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>Dimensions of Oversampled dataset is : (511766, 30)
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<p>Now, since our dataset is equally balanced, let's apply selectKbest for attaining the best features as per feature scores.<br> Note that we will be using SKB on the oversampled dataset, as that is the one which will be used to fit the model. Hence, transforming the complete dataset would be unneccesary.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#SelectKBest on our oversampled training dataset</span>
<span class="n">os_values_skb</span> <span class="o">=</span> <span class="n">os_values</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">skb</span> <span class="o">=</span> <span class="n">SelectKBest</span><span class="p">(</span><span class="n">k</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
<span class="n">os_values_skb</span> <span class="o">=</span> <span class="n">skb</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">os_values_skb</span><span class="p">,</span> <span class="n">os_labels</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">ravel</span><span class="p">())</span>
<span class="n">display</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">os_values_skb</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
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      <th>2</th>
      <th>3</th>
      <th>4</th>
      <th>5</th>
      <th>6</th>
      <th>7</th>
      <th>8</th>
      <th>9</th>
      <th>10</th>
      <th>11</th>
      <th>12</th>
      <th>13</th>
      <th>14</th>
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  </thead>
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    <tr>
      <th>0</th>
      <td>-1.380790</td>
      <td>1.460168</td>
      <td>0.515471</td>
      <td>-0.980070</td>
      <td>0.103284</td>
      <td>-0.487704</td>
      <td>0.292950</td>
      <td>0.831434</td>
      <td>-1.096086</td>
      <td>-0.443396</td>
      <td>-2.077925</td>
      <td>1.551339</td>
      <td>0.780154</td>
      <td>-0.069862</td>
      <td>0.096838</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2.073777</td>
      <td>-0.117676</td>
      <td>-1.487208</td>
      <td>0.180482</td>
      <td>0.144397</td>
      <td>-0.848272</td>
      <td>0.074330</td>
      <td>0.921508</td>
      <td>-0.074776</td>
      <td>-0.909714</td>
      <td>-0.291464</td>
      <td>0.700905</td>
      <td>-0.262352</td>
      <td>-0.441265</td>
      <td>0.170300</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-1.536340</td>
      <td>1.208131</td>
      <td>1.346005</td>
      <td>-0.098262</td>
      <td>-0.147758</td>
      <td>-0.261898</td>
      <td>0.052810</td>
      <td>-0.327872</td>
      <td>-0.231221</td>
      <td>1.286872</td>
      <td>0.717841</td>
      <td>0.623768</td>
      <td>0.500324</td>
      <td>-0.552090</td>
      <td>-0.051076</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1.005790</td>
      <td>-0.852530</td>
      <td>0.673332</td>
      <td>0.042750</td>
      <td>-0.930858</td>
      <td>0.424797</td>
      <td>-0.678517</td>
      <td>1.118410</td>
      <td>-0.309838</td>
      <td>0.022151</td>
      <td>0.543723</td>
      <td>-0.212666</td>
      <td>0.371656</td>
      <td>-0.353939</td>
      <td>0.252997</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1.303873</td>
      <td>0.538389</td>
      <td>-0.249810</td>
      <td>1.016667</td>
      <td>0.266583</td>
      <td>-0.974172</td>
      <td>0.585286</td>
      <td>-0.346978</td>
      <td>0.028289</td>
      <td>-0.578289</td>
      <td>0.423826</td>
      <td>0.420161</td>
      <td>-0.141157</td>
      <td>-0.478183</td>
      <td>-0.328568</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Getting feature scores from SelectKBest after fitting</span>
<span class="n">feature_list</span> <span class="o">=</span> <span class="n">values</span><span class="o">.</span><span class="n">columns</span>
<span class="n">unsorted_list</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="n">feature_list</span><span class="p">,</span> <span class="n">skb</span><span class="o">.</span><span class="n">scores_</span><span class="p">)</span>

<span class="n">sorted_features</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">unsorted_list</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sorted_features</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Feature Scores:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="n">pprint</span><span class="p">(</span><span class="n">sorted_features</span><span class="p">[:</span><span class="mi">15</span><span class="p">])</span>
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<pre>30
Feature Scores:

[(&#39;V14&#39;, 695401.5633160885),
 (&#39;V4&#39;, 529748.7509203275),
 (&#39;V11&#39;, 482715.0595605994),
 (&#39;V12&#39;, 444424.65101446427),
 (&#39;V10&#39;, 347989.8052745692),
 (&#39;V16&#39;, 269725.01223687216),
 (&#39;V9&#39;, 256199.601567696),
 (&#39;V3&#39;, 233339.84445053834),
 (&#39;V17&#39;, 229324.54653325584),
 (&#39;V2&#39;, 176291.53072087196),
 (&#39;V7&#39;, 149597.19511518668),
 (&#39;V18&#39;, 137352.2024742917),
 (&#39;V6&#39;, 115768.7371066314),
 (&#39;V1&#39;, 110785.46638877272),
 (&#39;V5&#39;, 86144.5279419894)]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">selected_features</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">sorted_features</span><span class="p">[:</span><span class="mi">15</span><span class="p">]]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">selected_features</span><span class="p">)</span>
<span class="c1">#Transforming test according to Feature Selection</span>

<span class="c1">#values_test = values_test[selected_features]</span>
<span class="n">os_values_skb</span> <span class="o">=</span> <span class="n">os_values</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">display</span><span class="p">(</span><span class="n">values_test</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
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<pre>[&#39;V14&#39;, &#39;V4&#39;, &#39;V11&#39;, &#39;V12&#39;, &#39;V10&#39;, &#39;V16&#39;, &#39;V9&#39;, &#39;V3&#39;, &#39;V17&#39;, &#39;V2&#39;, &#39;V7&#39;, &#39;V18&#39;, &#39;V6&#39;, &#39;V1&#39;, &#39;V5&#39;]
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      <th>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>...</th>
      <th>V20</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>187452</th>
      <td>0.738119</td>
      <td>1.916118</td>
      <td>-1.054471</td>
      <td>-2.204962</td>
      <td>-0.564104</td>
      <td>0.342751</td>
      <td>0.178114</td>
      <td>0.033599</td>
      <td>-0.242228</td>
      <td>-0.746888</td>
      <td>...</td>
      <td>-0.180662</td>
      <td>0.093706</td>
      <td>0.643539</td>
      <td>-0.342013</td>
      <td>-0.273780</td>
      <td>0.555610</td>
      <td>0.106861</td>
      <td>-0.031833</td>
      <td>-0.045836</td>
      <td>0.006462</td>
    </tr>
    <tr>
      <th>110013</th>
      <td>0.414614</td>
      <td>0.957414</td>
      <td>0.040111</td>
      <td>0.351312</td>
      <td>1.175282</td>
      <td>-0.214718</td>
      <td>-0.300366</td>
      <td>0.225456</td>
      <td>0.066156</td>
      <td>-0.361456</td>
      <td>...</td>
      <td>-0.034730</td>
      <td>-0.333800</td>
      <td>-1.255362</td>
      <td>0.197831</td>
      <td>0.123161</td>
      <td>0.063890</td>
      <td>-0.843956</td>
      <td>0.002473</td>
      <td>0.032112</td>
      <td>0.003697</td>
    </tr>
    <tr>
      <th>70141</th>
      <td>0.310935</td>
      <td>-1.649279</td>
      <td>1.263974</td>
      <td>-1.050826</td>
      <td>2.237991</td>
      <td>-2.527889</td>
      <td>-0.889940</td>
      <td>-2.355254</td>
      <td>0.854659</td>
      <td>-1.281243</td>
      <td>...</td>
      <td>0.087406</td>
      <td>0.679176</td>
      <td>0.731907</td>
      <td>0.333045</td>
      <td>0.392505</td>
      <td>-0.274197</td>
      <td>0.802349</td>
      <td>0.390809</td>
      <td>0.112146</td>
      <td>0.004377</td>
    </tr>
    <tr>
      <th>15463</th>
      <td>0.155383</td>
      <td>-2.693420</td>
      <td>2.337264</td>
      <td>-0.303612</td>
      <td>2.352796</td>
      <td>0.091536</td>
      <td>-0.544235</td>
      <td>1.281668</td>
      <td>-0.459579</td>
      <td>0.769469</td>
      <td>...</td>
      <td>1.263153</td>
      <td>-0.403418</td>
      <td>0.522401</td>
      <td>-0.136038</td>
      <td>0.515889</td>
      <td>-0.678903</td>
      <td>0.004672</td>
      <td>0.717001</td>
      <td>0.307317</td>
      <td>0.002190</td>
    </tr>
    <tr>
      <th>72476</th>
      <td>0.316699</td>
      <td>0.683389</td>
      <td>-0.940750</td>
      <td>-0.032823</td>
      <td>0.352668</td>
      <td>-0.898172</td>
      <td>-1.047873</td>
      <td>0.440964</td>
      <td>-0.293963</td>
      <td>0.178112</td>
      <td>...</td>
      <td>0.533982</td>
      <td>-0.045068</td>
      <td>-0.877869</td>
      <td>-0.160987</td>
      <td>0.432490</td>
      <td>0.041511</td>
      <td>0.783159</td>
      <td>-0.148393</td>
      <td>0.058986</td>
      <td>0.012417</td>
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<p>5 rows × 30 columns</p>
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<p>Unfortunately, after testing SelectKBest, our predictions were getting only worse, so we will not be using SelectKBest. For model building purpose, all features will be used, as is.</p>

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<hr>
<h4 id="Model-Building">Model Building<a class="anchor-link" href="#Model-Building">&#182;</a></h4><p>Let's now test this oversampled dataset on a basic Logistic Regression model, as this is a binary classification problem</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Using this Oversampled data to fit a Logistic Regression model</span>
<span class="n">logr</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">()</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">os_values_skb</span><span class="p">,</span> <span class="n">os_labels</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">ravel</span><span class="p">())</span>

<span class="c1">#Predicting on original test set</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">logr</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">values_test</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Score: &quot;</span><span class="p">,</span> <span class="nb">round</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="s1">&#39;%&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">target_names</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;No Fraud&quot;</span><span class="p">,</span> <span class="s2">&quot;Fraud&quot;</span><span class="p">]))</span>
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<pre>/opt/conda/lib/python3.6/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to &#39;lbfgs&#39; in 0.22. Specify a solver to silence this warning.
  FutureWarning)
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<pre>Accuracy Score:  97.32 %
              precision    recall  f1-score   support

    No Fraud       1.00      0.97      0.99     28432
       Fraud       0.06      0.92      0.11        49

    accuracy                           0.97     28481
   macro avg       0.53      0.95      0.55     28481
weighted avg       1.00      0.97      0.98     28481

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Computing major metrics</span>
<span class="n">y_score</span> <span class="o">=</span> <span class="n">logr</span><span class="o">.</span><span class="n">decision_function</span><span class="p">(</span><span class="n">values_test</span><span class="p">)</span>
<span class="n">precision</span><span class="p">,</span> <span class="n">recall</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">precision_recall_curve</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">y_score</span><span class="p">)</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">recall</span><span class="p">,</span> <span class="n">precision</span><span class="p">,</span> <span class="n">drawstyle</span><span class="o">=</span><span class="s1">&#39;steps-post&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">fill_between</span><span class="p">(</span><span class="n">recall</span><span class="p">,</span> <span class="n">precision</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#78a2e2&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Precision-Recall Curve for Logistic Regression&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Recall&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Precision&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">([</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">1.1</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">([</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">1.1</span><span class="p">])</span>
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<pre>(0.0, 1.1)</pre>
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yIiIq2jaQmZu18/y+MO/EKznj9LZlCJYsbLMd2FMOtwREREpMWp67xJYpzhUiXrMERERGQRUELWJF1hjr3DpazDEBERkUVACVmTdOVD9gwnfWQiIiIiM1FC1iRhYERxzFg5yjoUERERaXFKyJrIQX1kIiIiMislZE1UzIXsG9Z8ZCIiIjIzJWRN1K0+MhEREWmAErImCgOjEqmPTERERGamhKzZTH1kIiIiMjMlZE1WzIXsVR+ZiIiIzEAJWZN155OETH1kIiIiMh0lZE2mPjIRERGZjRKyhWAwPK4+MhEREalPCdkCKOZC9o6oj0xERETqU0K2ANRHJiIiIjNRQrYAqutajk6oj0xERESOpoRsAY1oPjIRERGpQwnZAinkQvaMlLIOQ0RERFpQLusA2tHO/WP8zp0PYXb4Pgei2FnSnT9i26vOW8sNF29Y2ABFRESkpahCNs+uOHsN65Z1H3W/kSRlcU1j/5bdQ9z54NMLF5yIiIi0JFXI5tnV56/nhIFu1izpIp+zIx7bN1LizBP6Wb0kSdiuveXuLEIUERGRFqMK2QLSfGQiIiJSjxKyBdSVTxIyzUcmIiIitZSQLaBkPjLXfGQiIiJyBCVkGRgeL2cdgoiIiLQQJWQLrEt9ZCIiIjKFErIFpj4yERERmUoJ2QILAyNWH5mIiIjUUEKWAUd9ZCIiInKYErIMdOVC9gyrj0xEREQSSsgy0JUP2TeqhExEREQSSsgyUO0ji9TYLyIiIighy4wDUayETERERJSQZaY7H1KJ4qzDEBERkRaghCwjxVxIOVKFTEQ6m+ZkFEnksg6gU4WB4a5hSxFpL5+5dzt3Pvg0kLRmkP6Kc5z0v8n7Hbjs9JW8/VUbM4m1EaVyxHCpwoq+YtahSJtTQpaR6l+FY5ogVkQWgZkSrWqRyx3u374fgPM3LDtqHzblxre37efb2/fzrcf3zPr8V523lhsu3nDsB1Ajducz925n03d2TR4HHH0sAJXYOfOEAd7yI6dw8spezOzoHYrMAyVkGYjdKU3EGDARxYxOVOgp6FSIyMKbLdGq3tdQomVw4UnLeO3ZJ3L1Betnfe7bN2/niw/snHW7LbuHAGZMyOLY+cx/HZlkTVeVA/j2NMdTm26ZwePPDzNSqvD486soe8xpK/sJAiVlMv+UBSywKHbGSjGxg5lhDjv2jXLGCQNZhyYibaI2yYJ5qGjNMdFq1E+ev55z1i7h4hcsr/t47Ems13/kHrbsHuKav757zknW1KpctXG60eO58RP3MDJeYbCvwNP7xylVYs48YYB8qBZsmV9KyBZQJXJGSzFmkAuTXxNhALsPjrN+eY+qZCIZcHdih9ghsKS/s1VNTbSgfrK1edv0SRYcmaQ0I9GaC3colWOi2InipNIVxck5qR7XK884gUrkVNKe26lVrOrtZh3LzgNj/Pad3wOSIcwwMHoKIUGd4cv5HFqVztLUDMDMLgf+AgiBj7r7H095fAPwKWBpus1vuPtdzYwpC+7ORNkZL8eEoU35ITZyQcD2faOcqSqZyLw6qlI0WRnypMJSU13B4RVnruRtr1z4BvN6iVbV4SqQc99TSaJ1wYZlta1PR7D08SvOWcM1F7R2YhAYLO0uMDQaYQaBWfL/wAhhsl/r+os2cP1F2RzLq194AiPjlcnbucCIYme4VKGvmDvi93kjQ6si02laQmZmIfBh4NXATuA+M9vk7ltqNvtt4HZ3/yszOwu4Czi5WTFlodovNlFJqmL1GkIHunI8c3CcDaqSiRyz2J04PlzxKlecL357J488c4jTV/cfsW3tUFx14OmRZw8xXokWLCGrjfdLDzzN958Z4ozV/ZOJYj0XbFjGFWev4eoL1tetziw2ZsaJy7qzDmNGV714LScv72Xd8q4jesdGJypMVGLOXb+UJd15AK695e6swpQ20MxP/4uAre7+BICZfQ64CqhNyByoloWWALuaGM+Cq/aLuUM+N/0vTzNVyUQaUU22PnPvNr78nd31K10pAx599hBnntDPx9908az7vumT9/LIM0MNfag2Mix1273buPPBXUcNJ9aL9bFnk6Tx1jdelFaK0NV8La6nkCOwiG9v28/ZawdY2d+VdUiyyDUzIVsL7Ki5vROY+lvxPcA/mdnbgF7gVU2MZ0FVopjyRNLfEIaz/2Id6Mqx+4CqZNLZ6l3xVy+RqTZvX5D2SNX2EdU684R+Xnv2iQ099+UvWsN4efZpaO59ch/3Prlv+jhJYp2pwXxqm1o1zlwDvyskO+5HnuNcENCTz7H5yf2curIv6S9TIi3HqJmf/PXelVP/MLwe+KS7v9/MXgp82szOdvcj1hQys5uBmwHWrW/tsXkzoycXcmg8prcYNPxXrpmRD1Ulk85Sbd6OY6cSzT7EWE1kmtG8/RMvWcf5G5Zy4SmHE6jahv9qjJ+/bztfeWh33ZU2auPMulle5kcxH1DIhew+UKK/K598ihmHK58GfYUCP3hmmPGJiJ5imGW4sog1MyHbCdT+JlrH0UOSbwYuB3D3u82sCxgEnqvdyN1vBW4FOO8lF7T81PanrOzh+88O02dz+8GsVsnWL+uht6gqmbSHatVrspLkTszRfVJzHWJshih2RsajySv64hjAkxJc+r8fP289P3F+e/RwyeyKuZDz1i/h8T2H2D9SZllP/ug/tENjMFekVIlnbE8RmUkzJ1K5D9hoZqeYWQG4Dtg0ZZvtwCsBzOyFQBfwfBNjWhDLeov05ANKDQx/1KpWyXbsH21SZCLNFXtSRSqVY0bGIw6OVLjj/p08vGvocJKTTmcQ2JH/zOY2xDjfcoGxpLvA+EQyT2AYGMV8QDEfUswFaaUkIHfUldLS7or5kDNXL2H98m72jU5QieKjtjEzwsAYm4gp13lcZDZNK8O4e8XM3gp8lWRKi4+7+8Nm9nvAZnffBLwD+IiZ/TJJAfgmb4OVZs2MDct7eOSZYYp5Vcmk/bg7t927nU0P7pq2Wb2asvwg46pXo4LAOHFpa1/xJ9kJAmPD8l56CyGPPTdCMYzpntLvG5gRecy2vaOctqovo0hlsWrqJ346p9hdU+57V83XW4BLmxlDVpb1FOnOjzJRiSjkGk/KanvJXrhGvWSdxj2ZHHP3gTFOXNbdEpOUVqdniNIeqnJU7fd6evLqQIMjppCodUaGVS+R+bair4tzCzke2T3E0HiZga78EY/v3D/GL9z2bfq7cjP+/GoCWZlKJZgmSf6a6uHR5w6xfA4JGVTnJRtjw3JVydpdnCZglUrMRCVJdhznqefHWD3QteAJWe1UDXHNFWVV1WjMFk/lS2S+9RZynLN2KY/vOcS+4YnJvrKXnTpIYMkVt6MTleQigDo0gazUo0/7JlreW6QrN0q5EpPP1W/X27ZvhN/84nePuj+KnVwY0FNIkjn9NbX4TTa3p1MkxPHRyU61NenFa5dx8QvqL3szX2orXxMVp1yJ+bv7p1S9OHqKhipVvqSTFXIBZ6waYEd+lB37RlnSnee/nbma155zAoV8wN6REi9Y2cf65T1Hfa8mkJV6lJA1URAYJy3v4bHnhlmWKxz1+KWnDcLW+t8bBsZEJaKYD3j0mUNA6/819dTzwwSBMdCdp6eQozBNEtpJquvyTVScv7t/J48+e3hKB6N+srN52342b9vPQ7sO0Ejv+FwnKZ228qWql8icBIFx0opqX9kwOTO68klVbGl3gcefH2ZFX0FzS0pD9C5psmW9RQq5USpRTC48MkF55ZmreeUZq+nrrj+kOTRWZllvgd/98sMLEeoxi+LkqrofPDuGe0ShEOBATz5kRV+BpT0Fegs5uvKNz8u2WMXuRGmfVakcE0XptEXpYTeS7Nxx/w6+cP+OGbepmm7oI0oTwXLklCvecOVLVS+RuRvs76K7mOM72w8wUYkp5APCwCiEAT94dphz1y1p+999cvyUkDVZGBgblnWz9fkRlvUcXSWbSX9XjmeHxoi8NWd/rkTO+ETM+EScVluc/u48fV3J26ocxTx7sMSOfWMElrwWy3oKyV+MxRy9hZmbXhcDd+e2e7Zz53eeJvYj59aqHYKEZHmcM07oP2ofU119wXrOWDXAD526lEJ+5irjtbfczZbdQ1xzy90zVr9U+RJprt5CjlNW9LLtwCH6unO4O72FHHsOldi1f5zB/mL6hxJUYq87c7p0NiVkC2BFXxfb9o3VrZLNxMwohCGlctRSJe9y5IyVIkplxyxZp9PMjvoFkw8D8t2HjzeKnUPjFfYMlyYThoHuPIO9Bfq78vQUQ4pzvAAiC1GcVMFKlZhS2fniA0n16YzV/dP2W8H8VZ/imurXq886YfKqRzicBE4NQ5UvkeZb1ltgx4Ece4bKScuGQ85yPLRjiHPWL6GYC5M57OqsZyrSOp/ybSwMjPXLunn8+RGW9869SjZRiSnms/nxPWJtQYcorcBMrf4ADI1V+JHTB7nqvLV19xUGRm8xN3nlqHuS1GzbOzq53+5CyPLeAst6CvQWQ7rzYSal/trjhuradUc24ldfg2ZXnyaHHyvORDkmig8Pg/7kS9bzU+ev13CISAso5gNOWdHNo88N01MsApDDmIiMZ4fGOW1VWiGvWXpJpEpd1wtksK9IPrS6MzzPxCypPpXKMVnMmXvng0+zZffhWdarM6zX+/zfsX+Ub23d0/C+zYyufMjSngIreosM9hUphAF7DpV4eNdB7n18L997eog4w+OuVqIqUTLUAEfOLA/NqT6t6CswVo7Ze6jMvkMVDoxEjE3ESdU0f3jW+DAwJWMiLcLMGOzvor+QY3zi8Eot/V05nhka5+DYRIbRSatThWyB5MKA9ct7eHLP3HrJPK0cVRdhDhfws3eiElOJnI2r+vnojRfN2u919V9/67ifMx8GhGYUIufQWMTeQ2WiGIIFGMlMqlDJMGQ5Pe5b33gRYcCCJz2rl3RRiZKqYn4hT7qIHBcz46TBXh7edZCudNoiM6OvkGPrc8O8eN3SjCOUVqWEbAEN9hXZsW+UKIoJG+glc0+a5he6QFSOnNHxiFIlKQlVG/IbsW3faN151RqRDAsebox3dy45dZBLT19xTPtrRCVKkrDxckwlAixZ07B6uLmMkqEwMFq/m05E6lnSnWdJd57Ricpk/28xH7J/dIJnDo5nHJ20KiVkCygfBqxb1sO2vSMsnaVKFsfOWCkm8vrDg80Qxc5oKRkaywUBXflwTs998SnLCbfN/XndIR0NPWIm+G17R4HGh0AbUZ2Pa7p+sKpHn2nsikgRkanMjA0revnuzgNHXJC1pCvP9v2jxLFrgXo5ihKyBbayv8iO9Adyuuueo9gZHU+qUwtRoYliZ7wUMzoRExh0zXFB9KqXb1zFa89ZMzntxUziapN6xYlJhmKDKVW4d2966JjiqKeSXhX5xfufnpyc1aZZexF0VaKIHJ+BrjyDfQWGxyuTFzIFgVHMBYyXo6MWJhfRO2KB5cOAdUu72ZYutTFVJXJGS0liNDVBmU/VqwiraylC/YlC57tSFEXVZXqShDQMmHGOte37RnnDR+9paM6eqTPWR3FyVeLYREyl+hepNTY5q4jI8Vq3rIcHtx+gp3D4avGeQo5KeuW0SC0lZBlY2d/Fjv1jR5Wtq8lDGFrTy9lfeiC5ivD0BZg7y/1wNSyK0560cPZG+ZeeOkijQ5b3PrmPe5/cN5lk1k7SWjsc+ZiGIkVkgfQV86xe0sX+kTL9U0YOsrh6XFqbErIMFHLVKtkIS7sLSfN+2ZkoO7mwudMYRLEzMh5RiZ0zVvfziZuaVymqNyyZzzV+bK84YxWXnb6al52+fMYrDWN3/vbubWz6zi7KNROkamkgEcnaumXdPH+ohLtP/m4PzJK2FZEaSsgysnKgyLZ9I2kjfXKFX66BqtHxGJ+IGB6LweonK/OhOnVEOXIqlaQyFcwyLHmsKpFTmogZK8dc/qK1vO6cdZldFSkiUk93PseagS6eGy4x0JW0qRjJJNsitZSQZaSYC9mwrIcn9oyworc4p8rRXEWxMzyWLHVUyDdvOHRZb4H9o2UOjpUws8k506pXT4ZBMNkzlguM4BgmNY1jZ6ISM1aKKadDvvkmVxVFRI7Hicu62T00nrSpBIYZzHGOcOkASsgytHZZDyPlCvtHyrNOg/HU3hFHDHPnAAAcNElEQVRu+Mg9De232tzu7pTKMcNjMWbQVWjuwgynrepLllUyJptWy3FMFDnlKJnrq1SJKFUixssx5YmY2otNpyZucZzMCQbJ3GjjEzGliRhP5wrrmmXhbRGRVlDMhaxb1s3T+8fS3/XGjv0jXHPL3bNesDT1YiVpX0rIMhQExsZVAzzyzBCHxsv0dx191SXAJaeuIHyqsQrQlt1DAFxz4XqGxyMmKk4h1/yLBKC6zFPydT408iF0zTC9qbsfkbhVKjHlOJkpv5q4FcOQodHK5AUQ1YXMRUQWk9UDXew6kFzMdelpg1Ti+Ii+snqqv8+VkHUGJWQZCwNj46p+Ht51gNFShZ7i0afkstNX8WNnn8gFpyyddcb8a2+5my27hyb/8pruZ70VJj61dLhxMnErHr1NFDsG5FUNE5FFrJgLWb+sh+37RnnVmau5YP0yXrpx+YyjI9fecvcCRihZ06dcCyjkAl64ZgkRfsSCtHMVxc6rzzqBjav6p10AvGqxXG0Ypr1mIiKL3aqBLsLAqEQxDpTKx/77XtqPKmQtoisfctaaAR56eoiwYuRzc8uVy5EzNFLhx1+8jmsuUHlbRKTV5MOADct72PrcMPkgYOQ4/gCX9qMKWQvpK+Y5c3UfQ+NlojlcgjM+EXFguEIQGIU5JnIiIrJwVvZ3UcwHOCghkyPo07vFLOstsnF1HwfGyvgs89S4J9NZDI1F5HM2a3+ZiIhkKwyMNUu6KUcxI+OVrMORFqKErAWtHujmpBU97BudPimLYufgaMRYOaaYCxbkKkoRETl+XfkAzBmvRFrTUiaph6xFrVvWQ6kS89yhEsUpw5DlyDk4UsHgqMdERKS15XMBhmFAOYoJg+mnB5LOoU/zFmVmnDLYx9KePEPj5cn7q/1iYTD3xn8REcleIQwmJ4QtVTRlvyRUIWth1TnKypVkpv2R8WSG+2Iu0OSoIiKLVD4IwCB2KFUioP6k4NJZVGJpcfkw4Mw1Awz2FilVXMmYiMgiFwRGV5gMU46WdKWlJFQhWwSKuZBiv3oMRETaRU8xZLRSYaR0+EpLd8c9qZzF6deOTy5KLu1NCZmIiMgC6yrkGCqV2Tc8wcGRClHsxA4O4A4YlfQKzNg1nNUJlJCJiIgsIAO6cgGlslOOIiqRE4ZGCEe0pARpn5l0BiVkIiIiC8jM6C3myIdJ8hXj5E01sE6nd4CIiMgCqy5z58DEHJbKk/alhExERGSB5cNkPUuAsuYiE5SQiYiILLgwsGSlFYfxshIyUUImIiKSie58OhfZhBYZlzk09ZvZWuCk2u9x939vRlAiIiLtrrsQcmC0rMlhBWgwITOzPwGuBbYA1XeOA0rIREREjkFvMQSDsYoSMmm8QvbjwBnuXmpmMCIiIp2iEIYYEMXORCWevPJSOlOjZ/8JtPqpiIjIvKlNwMqxGvs7XaMVslHgQTP7GjBZJXP3t8/0TWZ2OfAXQAh81N3/uM421wDvIRkC/Y6739BgTCIiIovWUVNfFDINRzLWaEK2Kf3XMDMLgQ8DrwZ2AveZ2SZ331KzzUbgN4FL3X2/ma2ay3OIiIgsVvkwIBcYlcgpqY+s4zWUkLn7p8ysAJye3vWou5dn+baLgK3u/gSAmX0OuIrkwoCqnwM+7O770+d5bi7Bi4iILGbdhZBDYxVdaSmN9ZCZ2WXAD0gqXn8JPGZmPzLLt60FdtTc3pneV+t04HQz+5aZ3ZMOcYqIiHSE3kJSFxktay6yTtfokOX7gde4+6MAZnY68Fngghm+x+rcN3Xd+hywEbgMWAf8h5md7e4HjtiR2c3AzQDr1m9oMGQREZHW1l2oTg6rpv5O1+hVlvlqMgbg7o8x+1WXO4H1NbfXAbvqbHOnu5fd/UngUZIE7Qjufqu7X+juF65YMdhgyCIiIq2tKxeAQTmKqWiR8Y7WaEK22cw+ZmaXpf8+Atw/y/fcB2w0s1PS/rPrOPrCgC8BrwAws0GSIcwnGg9fRERk8cqnU18Ymvqi0zWakP1P4GHg7cAvkjTmv2Wmb3D3CvBW4KvA94Hb3f1hM/s9M7sy3eyrwF4z2wL8K/Cr7r537ochIiKy+OTDwx/DExUlZJ2s0assS8Cfpf8a5u53AXdNue9dNV878CvpPxERkY5SCAMCg9jTucikY82YkJnZ7e5+jZk9xNEN+bj7uU2LTEREpM2ZGd35kJFSxMhEhLqkO9dsFbJfTP//umYHIiIi0om6i0lCNlrWXGSdbMYeMnffnX65B9jh7tuAIvBijr5iUkREROaoN5/ORVbSXGSdrNGm/n8HusxsLfA14KeBTzYrKBERkU7RlQ/BoFSJieKjuoOkQzSakJm7jwI/AXzQ3f87cFbzwhIREekM+VyAkUx9UdHUFx2r4YTMzF4KvAH4Snpfo7P8i4iIyDSKuYDq4jYlXWnZsRpNyH4J+E3g79O5xE4lmTdMREREjkM+SD6KNfVFZ2t0HrJ/A/6t5vYTJJPEioiIyHEIAqOQM0plZ3QiYkXWAUkmZpuH7P+6+y+Z2ZepPw/ZlXW+TUREROagp5ijVJ5gdEJXWnaq2Spkn07//3+aHYiIiEin6smH7EdTX3SyGRMyd68uIL4ZGHP3GMDMQpL5yEREROQ49RaSqS/Goxh3x8yyDkkWWKNN/V8DempudwP/Mv/hiIiIdJ7q1Bc4TERq7O9EjSZkXe4+XL2Rft0zw/YiIiLSoEIu+Th2lJB1qkYTshEzO796w8wuAMaaE5KIiEhnyQfB5JVzmvqiMzU6uesvAV8ws+r6lWuAa5sTkoiISGfJhQH5MKBciRkvKyHrRI3OQ3afmZ0JnEEynfAj7l5uamQiIiIdpKcQcLASa+qLDtXQkKWZ9QC/Dvyiuz8EnGxmr2tqZCIiIh2kJ5/USEZLUcaRSBYa7SH7BDABvDS9vRP4g6ZEJCIi0oF6iiEAYxUlZJ2o0YTsBe7+PqAM4O5jVFdCFRERkeNWzCVzkUWxM6HG/o7TaEI2YWbdpMsnmdkLgFLTohIREekw+dzhj+RyrISs0zR6leW7gf8HrDez24BLgZuaFZSIiEinyQc1CZkqZB1n1oTMkvUbHgF+AriEZKjyF919T5NjExER6Rj50AgDI4qckvrIOs6sCZm7u5l9yd0vAL6yADGJiIh0HDOjOxcyHFV0pWUHarSH7B4z+6GmRiIiItLhqldajpY1F1mnabSH7BXAW8zsKWCEZNjS3f3cZgUmIiLSaXoKOaDE6IR6yDpNownZFU2NQkREROjKB2BQjmLcZ99e2seMCZmZdQFvAU4DHgI+5u6qo4qIiDRBdeoLAxxHU352jtl6yD4FXEiSjF0BvL/pEYmIiHSoQhhMpmCxKmQdZbYhy7Pc/RwAM/sY8F/ND0lERKQzFcJkyNId3B1MFbJOMVuFrFz9QkOVIiIizWVmdIUBOETq6+8os1XIXmxmQ+nXBnSnt6tXWQ40NToREZEO01PMMVaeIFZXf0eZMSFz93ChAhEREZFk6ou9TBCpiayjNDoxrIiIiCyA7sLhPjKUk3UMJWQiIiItpBCGk9NexMrIOoYSMhERkRZSqJ2LTPlYx1BCJiIi0kLyYUB1tNKVkXUMJWQiIiItJAyMYlol05WWnUMJmYiISIvpzieTHGguss6hhExERKTFdBdCDKMSxxq27BBKyERERFpMbzEEHBxKZZXJOkFTEzIzu9zMHjWzrWb2GzNsd7WZuZld2Mx4REREFoNCmAxZOjBS1sqFnaBpCZmZhcCHgSuAs4DrzeysOtv1A28H7m1WLCIiIotJdeqLwIz9IxMZRyMLYba1LI/HRcBWd38CwMw+B1wFbJmy3e8D7wPe2cRYREREFo3q1Bc794/yy59/kIHu/Kzfc9V5a7nh4g3ND06aoplDlmuBHTW3d6b3TTKzlwDr3f0fmhiHiIjIopIPAy45ZQUnLe8ldp+1sX/L7iHufPDpBYpOmqGZFTKrc9/kO8rMAuDPgZtm3ZHZzcDNAOvWK/sXEZH2d/nZa3jF6SdgQcRLTlrG0p7CtNtee8vdCxiZNEMzK2Q7gfU1t9cBu2pu9wNnA98ws6eAS4BN9Rr73f1Wd7/Q3S9csWKwiSGLiIi0ht5CjihyAjOGxspZhyNN1syE7D5go5mdYmYF4DpgU/VBdz/o7oPufrK7nwzcA1zp7pubGJOIiMii0F0IKccxXfmQPWrsb3tNS8jcvQK8Ffgq8H3gdnd/2Mx+z8yubNbzioiItIOuXECMU8gFDI2ViWJNENvOmtlDhrvfBdw15b53TbPtZc2MRUREZDEppMsnmSUt2SMTFQa6Zr/aUhYnzdQvIiLSgrpzIbnAiGLHgOExTRDbzpSQiYiItKAgMJb25BmfiOjKh+wfVR9ZO1NCJiIi0qKW9xYpRRHFXMi+0QktNN7GlJCJiIi0qN5iDncIAyOKnLFylHVI0iRKyERERFpUIWf0d+UYL0dgMFJSQtaulJCJiIi0sFUDXYyXIwphoD6yNqaETEREpIUt7ckTudOVD9mnCWLblhIyERGRFtaTz5ELjMCMsYmIUkXDlu1ICZmIiEgLCwJjsK/I2ESEGYyqj6wtKSETERFpcYP9yfQXoRYab1tKyERERFpcf1ey0qEWGm9fSshERERaXDEX0ldMkrLhUplKFGcckcw3JWQiIiKLwOp0+gt3GNUEsW1HCZmIiMgiUJ3+QguNtyclZCIiIotAbyGZ/qIQhuzVBLFtRwmZiIjIIhAExsr+IpE7B7TQeNtRQiYiIrJIrOgrUolj4lgLjbcbJWQiIiKLRHX6ixjXQuNtRgmZiIjIIlGd/sLctNB4m1FCJiIisoisHugixtk7XMo6FJlHSshEREQWkaU9eQIzSpWYcfWRtQ0lZCIiIotIdfqL2GF0QglZu1BCJiIisohUp7+YKMdaaLyNKCETERFZZAb7ilgAe4fV2N8ulJCJiIgsMn1dOQq5gENaaLxtKCETERFZZIq5kIFinlIlYkR9ZG1BCZmIiMgitGqgyHg5ZnhcfWTtQAmZiIjIIjTQnVxt+exQCXfQypaLWy7rAERERKQ+d5ioxExUIIohip04dmJPbpsH7N5fohzF5ELLOlw5DqqQiYiItKjQjJHxmNFSTLniuCfTXhRyAd2FkDVLuqh4cr8sbkrIREREWlQ+F1DMBxRyAbnQCAMjsMOVsOW9BSpxTKyMbNFTQiYiIrJI9RRzdOVCKrESssVOCZmIiMgiVcyF9BZDzUXWBtTULyIisoidMNBN7PD93Ye49pa7Z93+qvPWcsPFGxYgMpkLVchEREQWsYHuHBectJyNq/pm3XbL7iHufPDpBYhK5koVMhERkUWsJ5/j5RtX8jOXnswZa/pn3LaRCppkQxUyERGRRSwIjGIu4LlD41mHIsdBCZmIiMgit2qgm1I5xjX9xaKlhExERGSR6yvmcHfGy7racrFSQiYiIrLIdeUDMBgrR0c9FrsTxU4lSmb0VxGtNampX0REZJHLhwFGwM59Y+QsSNe6TNa8NAfHAdMEsi2sqRUyM7vczB41s61m9ht1Hv8VM9tiZt81s6+Z2UnNjEdERKQd5QKjKxfy3MESlSipgoWBUQiNQj6gmA8p5gMCAy1B3pqalpCZWQh8GLgCOAu43szOmrLZA8CF7n4ucAfwvmbFIyIi0q6CwDhxaRcxEBiTa16aKf1aLJpZIbsI2OruT7j7BPA54KraDdz9X919NL15D7CuifGIiIi0rZ5i0oU0Xjm6j0xaXzMTsrXAjprbO9P7pvNm4B/rPWBmN5vZZjPbvHfvnnkMUUREpD105ULMYHSiknUocgyamZDVq5PW7SY0szcCFwJ/Wu9xd7/V3S909wtXrBicxxBFRETaQxAYucB4friUdShyDJp5leVOYH3N7XXArqkbmdmrgN8CXu7ueheJiIgco2XdefaPlrMOQ45BMytk9wEbzewUMysA1wGbajcws5cAtwBXuvtzTYxFRESk7S3vKxKl847J4tK0hMzdK8Bbga8C3wdud/eHzez3zOzKdLM/BfqAL5jZg2a2aZrdiYiIyCy6CyEAY2X1kS02TZ0Y1t3vAu6act+7ar5+VTOfX0REpJMUcyGYMTJRoa+YzzocmQMtnSQiItJGCiE8e3A86zBkjpSQiYiItJGVfV1MVNRDttgoIRMREWkj/d15HChHcdahyBwoIRMREWkj3flqY79m7F9MlJCJiIi0kXwYEABDY5qPbDFRQiYiItJmivmAPcNq7F9MlJCJiIi0mZUDRSKNWC4qSshERETaTH86B1mpoqxssVBCJiIi0ma6cmlj/4QSssVCCZmIiEibCQIDg/3DE1mHIg1SQiYiItKG+rtyHBhXQrZYKCETERFpQ4N9RWIHd83avxgoIRMREWlDvcUcABOasX9RUEImIiLShoppY/+hcU0QuxgoIRMREWlTucDYM1zKOgxpgBIyERGRNrW0p8Copr5YFJSQiYiItKllPQVcjf2LghIyERGRNtVTCDGDcc3Y3/KUkImIiLSpXJh8zB8YU2N/q1NCJiIi0sZygbFnSI39rU4JmYiISBtb2d9FJdZcZK1OCZmIiEgbW9KdByCK1djfypSQiYiItLHufNLYP1quZB2KzEAJmYiISBszMwzjwIga+1uZEjIREZE2V8yH7B9VY38rU0ImIiLS5lb0JhPESutSQiYiItLmBtLGfiVlrUsJmYiISJsr5kJAV1q2MiVkIiIiHaIcaT6yVqWETEREpAMMdOWJNGbZspSQiYiIdIBlvQVQPtaylJCJiIh0gP6upLE/VpWsJeWyDkBERESaLwwMDB579hDX3nL3rNtfdd5abrh4wwJEJqAKmYiISMf44RcMsnZpz6xVsi27h7jzwacXKCoBVchEREQ6xs//yGlcetpKcjk4Z+0SlvYU6m7XSAVN5pcqZCIiIh2ikAs458QlLO0u8NDTB3nm4FjWIUlKCZmIiEgHMTPOWbeEk5b3sPW5YbY+N5x1SIKGLEVERDrShhW99BZzPPbsMMOlMi9etxQzyzqsjqUKmYiISIda0Vfk3HVLKEcxD2w/oKWVMqSETEREpIP1FnO8eN0yHOc7Ow5QqkRZh9SRmpqQmdnlZvaomW01s9+o83jRzD6fPn6vmZ3czHhEREQ6XexwcKTCgZp/o6WYU5b3M1qK+a+tByhVYiqRq2K2gJrWQ2ZmIfBh4NXATuA+M9vk7ltqNnszsN/dTzOz64A/Aa5tVkwiIiKdzMzIhUlSVu+xs09cwuPPH6JUjti+b5Rrb7k7mVB2FppE9vg1s6n/ImCruz8BYGafA64CahOyq4D3pF/fAXzIzMxd6zqIiIg0w2wJ1sbVA7zmRSfw1YefYawcMe3WBoEZ3915kHuf3McX7t9RvfvIzdILBayB564668QB3v36FzW0bbtoZkK2FthRc3sncPF027h7xcwOAiuAPTPtOIrBTDmbiIhIM9z00lO57sKTyYUG7kxUYiYqMaUoplSOKVViypUYgK8/+iz/+cQeShPxrPst5IJkn7MoV2Ki2BtO4NpBMxOyeq/i1CyqkW0ws5uBm9ObpVXLex89zthknsVxtDwIwn1ZxyGH6Zy0Hp2T1qTzctyMeZ4uw6PK8vfG8bPQFiNmJzWyUTMTsp3A+prb64Bd02yz08xywBLgqB8Kd78VuBXAzDZXyqULmxKxHDMz21yJKjovLUTnpPXonLQmnZfWY2ab3b2jzkkzr7K8D9hoZqeYWQG4Dtg0ZZtNwJvSr68Gvq7+MREREek0TauQpT1hbwW+CoTAx939YTP7PWCzu28CPgZ82sy2klTGrmtWPCIiIiKtqqlLJ7n7XcBdU+57V83X48BPzXG3t85DaDL/dF5aj85J69E5aU06L62n486JaYRQREREJFtaOklEREQkYy2bkGnZpdbTwDn5FTPbYmbfNbOvmVlDl/rK8ZntvNRsd7WZuZl11JVLWWjknJjZNenPy8Nm9pmFjrETNfA7bIOZ/auZPZD+HnttFnF2EjP7uJk9Z2bfm+ZxM7MPpOfsu2Z2/kLHuFBaMiGrWXbpCuAs4HozO2vKZpPLLgF/TrLskjRJg+fkAeBCdz+XZOWF9y1slJ2nwfOCmfUDbwfuXdgIO08j58TMNgK/CVzq7i8CfmnBA+0wDf6s/DZwu7u/hOQis79c2Cg70ieBy2d4/ApgY/rvZuCvFiCmTLRkQkbNskvuPgFUl12qdRXwqfTrO4BXms3zzHRSa9Zz4u7/6u6j6c17SOaek+Zq5GcF4PdJEuTxhQyuQzVyTn4O+LC77wdw9+cWOMZO1Mh5cWAg/XoJR8+dKfPM3f+dOvOP1rgK+BtP3AMsNbM1CxPdwmrVhKzesktrp9vG3StAddklaY5GzkmtNwP/2NSIBBo4L2b2EmC9u//DQgbWwRr5WTkdON3MvmVm95jZTBUCmR+NnJf3AG80s50kMwS8bWFCkxnM9bNn0WrqtBfHYd6WXZJ50/DrbWZvBC4EXt7UiARmOS9mFpAM6d+0UAFJQz8rOZIhmMtIKsn/YWZnu/uBJsfWyRo5L9cDn3T395vZS0nmyTzb3WdfpFGapWM+61u1QjaXZZeYadklmTeNnBPM7FXAbwFXuntpgWLrZLOdl37gbOAbZvYUcAmwSY39TdXo76873b3s7k8Cj5IkaNI8jZyXNwO3A7j73UAXMLgg0cl0GvrsaQetmpBp2aXWM+s5SYfGbiFJxtQTszBmPC/uftDdB939ZHc/maS370p335xNuB2hkd9fXwJeAWBmgyRDmE8saJSdp5Hzsh14JYCZvZAkIXt+QaOUqTYBN6ZXW14CHHT33VkH1QwtOWSpZZdaT4Pn5E+BPuAL6fUV2939ysyC7gANnhdZQA2ek68CrzGzLUAE/Kq7780u6vbX4Hl5B/ARM/tlkmGxm/SHfnOZ2WdJhu4H0969dwN5AHf/a5JevtcCW4FR4KezibT5NFO/iIiISMZadchSREREpGMoIRMRERHJmBIyERERkYwpIRMRERHJmBIyERERkYwpIRORtmJmkZk9aGbfM7Mvm9nSed7/TWb2ofTr95jZO+dz/yLSmZSQiUi7GXP389z9bJI5Cn8h64BERGajhExE2tnd1CxEbGa/amb3mdl3zex3a+6/Mb3vO2b26fS+15vZvWb2gJn9i5mtziB+EekQLTlTv4jI8TKzkGQZnI+lt19Dsl7kRSQLFm8ysx8B9pKsv3qpu+8xs+XpLr4JXOLubmY/C/wayUzuIiLzTgmZiLSbbjN7EDgZuB/45/T+16T/Hkhv95EkaC8G7nD3PQDuvi99fB3weTNbAxSAJxckehHpSBqyFJF2M+bu5wEnkSRS1R4yA/4o7S87z91Pc/ePpffXW0Pug8CH3P0c4OdJFpoWEWkKJWQi0pbc/SDwduCdZpYnWVT6Z8ysD8DM1prZKuBrwDVmtiK9vzpkuQR4Ov36TQsavIh0HA1ZikjbcvcHzOw7wHXu/mkzeyFwt5kBDANvdPeHzey9wL+ZWUQypHkT8B7gC2b2NHAPcEoWxyAincHc61XqRURERGShaMhSREREJGNKyEREREQypoRMREREJGNKyEREREQypoRMREREJGNKyEREREQypoRMREREJGNKyEREREQy9v8B34BllIdlEtMAAAAASUVORK5CYII=
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<p>As we can see, our Logistic Regression model, is not proving to be as good as model which the accuracy is suggesting. The precision score is too low. The Precision-Recall curve though, depicts a different story. The documentation states the following:</p>
<blockquote><p><font color="#686a6d">The precision-recall curve shows the tradeoff between precision and recall for different threshold. A high area under the curve represents both high recall and high precision, where high precision relates to a low false positive rate, and high recall relates to a low false negative rate. High scores for both show that the classifier is returning accurate results (high precision), as well as returning a majority of all positive results (high recall)"</font></p>
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<p>The area under the P-R curve seems to depict that our model is working moderately well. We could expect a better performance though, since we have not even tuned this model as of now. We will have to tune our model with various parameters, for achieving a better performance. Before we do that, let's look at the performance with some other models.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t0</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>

<span class="n">DT</span> <span class="o">=</span> <span class="n">DecisionTreeClassifier</span><span class="p">()</span>
<span class="n">y_pred_DT</span> <span class="o">=</span> <span class="n">DT</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">os_values_skb</span><span class="p">,</span> <span class="n">os_labels</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">ravel</span><span class="p">())</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">values_test</span><span class="p">)</span>

<span class="n">t1</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Fitting Decision Tree model took&quot;</span><span class="p">,</span> <span class="n">t1</span><span class="o">-</span><span class="n">t0</span><span class="p">,</span> <span class="s2">&quot;secs.&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="o">*</span><span class="mi">10</span><span class="p">)</span>
<span class="n">ada</span> <span class="o">=</span> <span class="n">AdaBoostClassifier</span><span class="p">()</span>
<span class="n">y_pred_ada</span> <span class="o">=</span> <span class="n">ada</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">os_values_skb</span><span class="p">,</span> <span class="n">os_labels</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">ravel</span><span class="p">())</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">values_test</span><span class="p">)</span>

<span class="n">t2</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Fitting Adaboost model took&quot;</span><span class="p">,</span> <span class="n">t2</span><span class="o">-</span><span class="n">t1</span><span class="p">,</span> <span class="s2">&quot;secs.&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="o">*</span><span class="mi">10</span><span class="p">)</span>
<span class="n">xgb</span> <span class="o">=</span> <span class="n">GradientBoostingClassifier</span><span class="p">()</span>
<span class="n">y_pred_xgb</span> <span class="o">=</span> <span class="n">xgb</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">os_values_skb</span><span class="p">,</span> <span class="n">os_labels</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">ravel</span><span class="p">())</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">values_test</span><span class="p">)</span>

<span class="n">t3</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Fitting XGBoost model took&quot;</span><span class="p">,</span> <span class="n">t3</span><span class="o">-</span><span class="n">t2</span><span class="p">,</span> <span class="s2">&quot;secs.&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="o">*</span><span class="mi">10</span><span class="p">)</span>
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<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
<span class="ansi-red-fg">AttributeError</span>                            Traceback (most recent call last)
<span class="ansi-green-fg">&lt;ipython-input-23-c21ce2a60c0c&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span>
<span class="ansi-green-fg">----&gt; 1</span><span class="ansi-red-fg"> </span>t0 <span class="ansi-blue-fg">=</span> time<span class="ansi-blue-fg">.</span>time<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">      2</span> 
<span class="ansi-green-intense-fg ansi-bold">      3</span> DT <span class="ansi-blue-fg">=</span> DecisionTreeClassifier<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">      4</span> y_pred_DT <span class="ansi-blue-fg">=</span> DT<span class="ansi-blue-fg">.</span>fit<span class="ansi-blue-fg">(</span>os_values_skb<span class="ansi-blue-fg">,</span> os_labels<span class="ansi-blue-fg">[</span><span class="ansi-cyan-fg">0</span><span class="ansi-blue-fg">]</span><span class="ansi-blue-fg">.</span>ravel<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">.</span>predict<span class="ansi-blue-fg">(</span>values_test<span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">      5</span> 

<span class="ansi-red-fg">AttributeError</span>: &#39;numpy.ndarray&#39; object has no attribute &#39;time&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Precision, Recall, and actual prediction numbers</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Score for DT: &quot;</span><span class="p">,</span> <span class="nb">round</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">y_pred_DT</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="s1">&#39;%&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">y_pred_DT</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span> <span class="o">*</span> <span class="mi">40</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Score for AdaBoost: &quot;</span><span class="p">,</span> <span class="nb">round</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">y_pred_ada</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="s1">&#39;%&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">y_pred_ada</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span> <span class="o">*</span> <span class="mi">40</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Score for XGB: &quot;</span><span class="p">,</span> <span class="nb">round</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">y_pred_xgb</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="s1">&#39;%&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">y_pred_xgb</span><span class="p">))</span>
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<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
<span class="ansi-green-fg">&lt;ipython-input-24-314fa4ad098f&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span>
<span class="ansi-green-intense-fg ansi-bold">      1</span> <span class="ansi-red-fg"># Precision, Recall, and actual prediction numbers</span>
<span class="ansi-green-fg">----&gt; 2</span><span class="ansi-red-fg"> </span>print<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">&#34;Accuracy Score for DT: &#34;</span><span class="ansi-blue-fg">,</span> round<span class="ansi-blue-fg">(</span>accuracy_score<span class="ansi-blue-fg">(</span>labels_test<span class="ansi-blue-fg">,</span> y_pred_DT<span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">*</span><span class="ansi-cyan-fg">100</span><span class="ansi-blue-fg">,</span> <span class="ansi-cyan-fg">2</span><span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">,</span> <span class="ansi-blue-fg">&#39;%&#39;</span><span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">      3</span> print<span class="ansi-blue-fg">(</span>classification_report<span class="ansi-blue-fg">(</span>labels_test<span class="ansi-blue-fg">,</span> y_pred_DT<span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">      4</span> print<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">&#34;-&#34;</span> <span class="ansi-blue-fg">*</span> <span class="ansi-cyan-fg">40</span><span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">      5</span> print<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">&#34;Accuracy Score for AdaBoost: &#34;</span><span class="ansi-blue-fg">,</span> round<span class="ansi-blue-fg">(</span>accuracy_score<span class="ansi-blue-fg">(</span>labels_test<span class="ansi-blue-fg">,</span> y_pred_ada<span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">*</span><span class="ansi-cyan-fg">100</span><span class="ansi-blue-fg">,</span> <span class="ansi-cyan-fg">2</span><span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">,</span> <span class="ansi-blue-fg">&#39;%&#39;</span><span class="ansi-blue-fg">)</span>

<span class="ansi-red-fg">NameError</span>: name &#39;y_pred_DT&#39; is not defined</pre>
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<p>We are achieving similar results from this. Let's move on to tuning our parameters for our models, using GridSearchCV.</p>
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<h4 id="Tuning-Our-Models">Tuning Our Models<a class="anchor-link" href="#Tuning-Our-Models">&#182;</a></h4><p>We will be tuning our basic Logistic Regression model, using various parameters, to obtain a better performance.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Trying below three models:</span>
<span class="c1"># Logistic Regression Classifier</span>
<span class="k">def</span> <span class="nf">tune_LogR</span><span class="p">():</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;------------------ Using Logistic Regression --------------------&quot;</span><span class="p">)</span>
    <span class="n">clf</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">()</span>
    <span class="n">param_grid</span> <span class="o">=</span> <span class="p">{</span>
        <span class="s1">&#39;clf__penalty&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;l1&#39;</span><span class="p">,</span> <span class="s1">&#39;l2&#39;</span><span class="p">],</span>
        <span class="s1">&#39;clf__C&#39;</span> <span class="p">:</span> <span class="p">[</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">10.0</span><span class="p">,</span> <span class="mf">25.0</span><span class="p">,</span> <span class="mf">50.0</span><span class="p">,</span> <span class="mf">100.0</span><span class="p">,</span> <span class="mf">500.0</span><span class="p">,</span> <span class="mf">1000.0</span><span class="p">],</span>
        <span class="s1">&#39;clf__solver&#39;</span> <span class="p">:</span> <span class="p">[</span><span class="s1">&#39;liblinear&#39;</span><span class="p">]</span>
    <span class="p">}</span>

    <span class="k">return</span> <span class="n">clf</span><span class="p">,</span> <span class="n">param_grid</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create pipeline</span>
<span class="n">clf</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">tune_LogR</span><span class="p">()</span>
<span class="n">estimators</span> <span class="o">=</span> <span class="p">[(</span><span class="s1">&#39;clf&#39;</span><span class="p">,</span> <span class="n">clf</span><span class="p">)]</span>
<span class="n">pipe</span> <span class="o">=</span> <span class="n">Pipeline</span><span class="p">(</span><span class="n">estimators</span><span class="p">)</span>

<span class="c1"># Create GridSearchCV Instance</span>
<span class="n">grid</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">pipe</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span>
<span class="n">grid</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">os_values_skb</span><span class="p">,</span> <span class="n">os_labels</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">ravel</span><span class="p">())</span>

<span class="c1"># Final classifier</span>
<span class="n">clf</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">best_estimator_</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">=&gt; Chosen parameters :&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">best_params_</span><span class="p">)</span>

<span class="n">predictions</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">values_test</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Score: &quot;</span><span class="p">,</span> <span class="nb">round</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="s1">&#39;%&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Classification Report:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">classification_report</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">target_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Non-Fraud&#39;</span><span class="p">,</span> <span class="s1">&#39;Fraud&#39;</span><span class="p">]))</span>
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<pre>------------------ Using Logistic Regression --------------------
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<pre>/opt/conda/lib/python3.6/site-packages/sklearn/model_selection/_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.
  warnings.warn(CV_WARNING, FutureWarning)
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=&gt; Chosen parameters :
{&#39;clf__C&#39;: 50.0, &#39;clf__penalty&#39;: &#39;l1&#39;, &#39;clf__solver&#39;: &#39;liblinear&#39;}
Accuracy Score:  97.35 %
Classification Report:
               precision    recall  f1-score   support

   Non-Fraud       1.00      0.97      0.99     28432
       Fraud       0.06      0.92      0.11        49

    accuracy                           0.97     28481
   macro avg       0.53      0.95      0.55     28481
weighted avg       1.00      0.97      0.99     28481

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Plotting the P-R curve for this tuned model</span>
<span class="n">y_score</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">decision_function</span><span class="p">(</span><span class="n">values_test</span><span class="p">)</span>
<span class="n">precision</span><span class="p">,</span> <span class="n">recall</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">precision_recall_curve</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">y_score</span><span class="p">)</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">recall</span><span class="p">,</span> <span class="n">precision</span><span class="p">,</span> <span class="n">drawstyle</span><span class="o">=</span><span class="s1">&#39;steps-post&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">fill_between</span><span class="p">(</span><span class="n">recall</span><span class="p">,</span> <span class="n">precision</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#78a2e2&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Precision-Recall Curve for Logistic Regression - After Tuning&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Recall&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Precision&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">([</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">1.1</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">([</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">1.1</span><span class="p">])</span>
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<pre>(0.0, 1.1)</pre>
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3aqS0m6Xo1k2pErXF0evejpJEMKBknO8P15d3+itSXJkVCXpYiIiEiLqctSREREpMUUyERERERarOPGkC1btszXrVvX6jJERERE5nTXXXftcPdD1vqdruMC2bp169i4cWOryxARERGZk5k1Wpf5EOqyFBEREWkxBTIRERGRFlMgExEREWkxBTIRERGRFlMgExEREWkxBTIRERGRFlMgExEREWkxBTIRERGRFlMgExEREWkxBTIRERGRFlMgExEREWkxBTIRERGRFlMgExEREWkxBTIRERGRFlMgExEREWkxBTIRERGRFlMgExEREWkxBTIRERGRFlMgExEREWmxzAKZmX3KzJ40sx/McLuZ2d+Y2YNm9j0zOzurWkRERETaWZYtZJ8BLprl9ouBU9Kfa4C/y7AWERERkbaVWSBz9/8Ads2yyaXA33viDmCxmR2fVT0iIiIi7SrXwvteBWypu7w1vW77bH/00FPjvOba27Os66j9xMnLeMuLTyYwa3UpIiIi0gFaGcgapRVvuKHZNSTdmgwefxLVqOFmbeFHT4yyd6LCL7/gRIb6Wvn0ioiISKdoZWLYCqyuu3wCsK3Rhu5+HXAdwFnPOcc//YbzsDZtffrlz25g31SVUjVmqNXFiIiISEdo5bQX64HXp2dbXgDsdfdZuys7hbtTqcatLkNEREQ6RGYtZGZ2I3AhsMzMtgLvBvIA7v4x4DbgFcCDwATwS1nVstDcYbIStboMERER6RCZBTJ3v3KO2x3431ndf6tNlBXIREREpDmaqT8jo5PVVpcgIiIiHUKBLCMTlQpJI6CIiIjI7BTIMmAGsUM50sB+ERERmZsCWYbKOtNSREREmqBAlqGSApmIiIg0QYEsI4EZkzrTUkRERJqgQJaRfBgwWqq0ugwRERHpAApkGckHARMltZCJiIjI3BTIMpIPjfFyVVNfiIiIyJwUyDJiZuAa2C8iIiJzUyDLmAKZiIiIzEWBLEOO5iITERGRuSmQZSgXBIyXtKaliIiIzE6BLEP50BTIREREZE4KZBlK5iJTIBMREZHZKZBlKB8GlCoxcaypL0RERGRmCmSZc8qRBvaLiIjIzBTIFkCpokAmIiIiM1Mgy5gDpUhLKImIiMjMFMgylgsCxqY0sF9ERERmpkCWsUIYMKYzLUVERGQWCmQZ01xkIiIiMhcFsozlwoBSNSbS1BciIiIyAwWyBWBAqaqB/SIiItKYAtkC0CLjIiIiMhsFsgVgwFRFLWQiIiLSmALZAsgFOtNSREREZqZAtgAKOQUyERERmZkC2QLIhwHjJXVZioiISGMKZAsgDIxKFFPRIuMiIiLSgALZAjF0pqWIiIg0pkC2QBwoKZCJiIhIAwpkC8QwpsoaRyYiIiKHUiBbIIUwYKysMy1FRETkUApkCyQXmqa+EBERkYYUyBZIIRcwrkAmItJRSpWIp0ancPdWlyJdLtfqAnpFYEYUO+VqTCGnHCwincfdMbNWl3HUYnc+t+FR1t+7LTnjKuU4tdxV+7caO6cft4irzl/NqccPU8yFC1+w9AQFsgVWqkYKZCLSNj634VG+eM9jQJpNaoEkDSe16xz4yZOX8faXndKWoSyOnc/998Ehy9PCnYMfB8B3H90NwNlrlhy0n/pHZgb3bt2T/iTbDxZCcuHMn+GXnrWK156/Zl4ek/QWBbIMbN09yR9+8ftM/8yqxM7QtDez3rwiMt/qQxY0DlqQtALdNUMwgbpwYvDdzbv57qO7uePhnXPe/3x9rsWe1HpjrTWLww9ZB30M24FxOueuXcIrzlzJZeesnrWG6+94hFvv3kouMNxhrFSlmA/py4dMj6Wbtu8D0Ge6HBEFsnl28ZnHs3ey0vA2AyI/8KTrzSvSeu5O7BA7BJasrNGupgctaBy2Nm6eOWTBwSGl2WBy811buOmuLXPW2MznWi1ofW7Do3ypLmjVB8X6EVvTg9b0Vqza5WYfy+G49NmrWLd0kBOW9mGWtMTtnixTCENOO36Y4WKeauzEMfzSZzagoWZypDINZGZ2EfAhIAQ+4e7vn3b7GuCzwOJ0m99x99uyrClrl529muMW9XP8MX3kcwd/sI+VqiwZyHP68YsAuPza21tRokjPOKSlaP8XvictLPVf/A4vOn05b33JKQtdZsOgVXOgFci585EkmJyzZgkzfe9bevvFzzye15wzf//Zu+yc1Zy6YhHPP2UJwQxdlrE7V153B5u27+M1H7s9rf8IgpYdfMZZFkGrWcV8gJmxa6xCIReCQyHIUyrF3P7gLtYsHuT4xX3kwoA4BguVyOTIZBbIzCwEPgq8DNgK3Glm6919U91mfwDc5O5/Z2ZnALcB67KqqdUKYaCpL0QyEnvSSlFr8apUnVu+u5X7Hx/l1BXDB23b6Iv//idGmapGCxbI6uu99e7H+OHj+zhtxfD+oNjIOWuWcPGZx3PZOatnDEVZq0YO7kSxE8UQxU7sye84vPi0FVQipxofeBDtGLSaVcyFPGPlMD/Yto++fEgQJo8m1x/SHwdsH51ktFzmlBXDHNKHKXIYsmwhOw940N0fAjCzzwOXAvWBzIFF6e/HANsyrKfl8qGxZ7LSNWcqiSy0Wtj63IbNfOne7Y1bulIGPPDEKKcfN8yn3nD+nPu++jMbuP/xfU21XDczRuqGDZv54j3bDulObFTrj55IQuN1V52HWdJ12o6fESODBfaOR5B2E5oZRnIWeT5MLl953lquPG9tq0udV0sGi5w4Msjm3eMsHSjuvz4IjCUDBSZKVe5+dA+VakxY0ElbcmSyDGSrgPoBB1uB6Z+K7wG+ZmZvBQaBl2ZYT8uZGbFDOYp16rRIA43O+GsUZGpdXefUurqscePE6ccN84ozVzZ13xc943imKnMvb7bh4V1seHjXzHWS1DrbAPPpw9RqdebC9gth9VYt6W91CS2zcnE/o+UKo5MVhvvyB902UMxRjGImK9EhQ1VEmpVlIGv0qpz+H8Mrgc+4+wfN7HnA9WZ2prsftAq3mV0DXANwwurOHwBfqiqQiUCtuysZKF2N5u5irAWZLLq6Xv2cEzh7zWLOPfFAgKof8F+r8R/vfJQvf387lejQfsX6OjuhO06aFwTGScuG+P5jeylVIor5gz/DwzAgMGOqEs+wB5HZZRnItgL1n0QncGiX5BuBiwDc/XYz6wOWAU/Wb+Tu1wHXAZz1nHM6esSkk0wOK9Iraq1e+1uS3Ik5dJzU4XYxZiGKnfGpiGo6BiqOATxpgkv/+dmzVvPqs1s3hktap5gLOe24Yb63ZS/5MCCY1tQZBkY1itkzUWbxQKFFVUqnyrKz+07gFDM70cwKwBXA+mnbPAq8BMDMng70AU9lWFPL5SxgQgP7pUvFnrQilSox41MRe8er3HzXVu7btu9AyEknkArs4B+zw+tinG+5wDimv8BUOSb25Mu1mA8o5kOKuYBiPqCQC8iFpjDWw4aLeZ62fJDdk+WGyykFgfHgU2NaakkOW2YtZO5eNbO3AF8lmdLiU+5+n5m9F9jo7uuBdwAfN7P/Q9KdebV3+as4HwaMlRXIpLO5OzdseJT192ybcbB6LbL8uMWtXs0KAmPl4t4dIyXNW7Goj9FSlR2jpUNawkIzRier7BovMzJUnGEPIofKdB6ydE6x26Zd96663zcBL8iyhnZTyAWMTSqQSWOeTh+wfc8kK5f0t8UkpbXpGaJ0DFUlqo33emz/2YEGh0xpUHNaC1u9RLJgZqwbGWRsqsJEucpA4cBX6cM7x/mLrz4A+CGD/+tplRaZTjP1L7BcYIyWIuK4qxsCpUm1+Zuq1ZhyNQk7jvPIU5OsWNS34IGsfqqG2mzqjVq9zDqn5UskC/kw4LTjFnHPlj0UwphcGPD8k5bt736vxFCJYvIN1r3UKi3SiALZAjMzcKMcaWB/r9k/uD2dIiGODw07taFJz161hPOf1njZm/lS3/JVrjqVasw/3TWt1YtDp2ioUcuX9LqBQo5Tjx3i/sdHWTpY4MWnr+AVzzyOQj6gXI0pRRHnnzhyyH+stEqLNKJA1hJOqQvPtHzkqTGCwFjUn2egkKOQ0wSJcez7A88/3bWVB544MKVDMqHmoX+zcfNuNm7ezfe37TlkgfpGDneS0hlbvtTqJXLYlg33sWqqyvZ9UwwXD3RRFnIBo6UKT+ydYmUPz98mzVMgawEHStW5J6DsFFGcnFX34ycmcY8oFAIcGMiHjAwVWDxQYLCQoy9dE66bxe5E6TirUiUmipLjXXvYzYSdm+/awheaWMQZZu76iNIgWImcStWbbvlSq5fI4VszMshYqcJ4qUpf/kAoW9SX56EdYyxfVGzYdSlST4GsBXJBwESp8wNZNXKmyjFT5ThtbXGG+/MM9SUvq0oU88TeElt2TRJYMo3AkoECI0MFBoo5Bgu5thi0fjTcnRvueJQv3vsYsR88t1Z9FyQky+OcdtzwIfuY7rJzVnPasYt47kmLKeRn/xC//Nrbk4Wcr7191tYvtXyJZCcMjFOPW8TGh3dTieL979t8GBDFzvY9k6wZGWxxldLuFMhaIB8aox08F1klciZLEaWKYwb5nO1f065ePgzI9x8IFFHsjE5V2TFW2h8YFvXnWTZYYLgvz0Ax7IgVDKI4aQUrVWNKFeeWu5PWp9NWDM843grmr/Uprmv9etkZx+0/6xEOhMDpZajlSyRbxVzIupEBtuwdY7DvwFfrMf0FHtk5zopj+jri801aR4GsBfJhwHiHBLKD1hZ0iNIWmOmtPwD7Jqu88NRlXHrWqob7CgNjsJhjsJhL95eEms07J/bvt78QsnSwwJKBAoPFkP582JJuzvrHDbX1CQ8eiF97DrJufdrf/Vh1ypWYKD7QDfrzz1nNL5y9uuu7gkU6wchQkd0TJSbLEf2FJHwlvQDGY7snOWn5UGsLlLamTu0WyIdBU4sYt4Mv3vMYm7YfmGW9NsN6o+//Lbsn+M6DO5ret5nRlw9ZPFBgZLDIsqEihTBgx2iJ+7btZcP/7OQHj+0jbsFcwbXHXWuJqkbJ9BRw8MzykE3r08hQgclKzM7RCrtGq+wZj5gsx5gZhfyBWePDwBTGRNpEEBgnHTvIWLly0Ez9i/rybN45zvhUNZnaZtrwBhFQC1nLGMl4n3ZegqVcjalGzinHDvOJ158353ivyz72naO+z3wYEJpRiJzRyYidoxWiGIIFaOlPWqGSbshK+rivu+o8woAFDz0rjumjGiX/u86H7fsaEZGDDRXzLOkv8NRomaFijjhOFqcvlWHTtn2sWzZMNfZDhhWIKJC1UOwzz/HUSpXImZiK9k/NURuQ34zNuyb43Vu+d0T3m3QLHvifo7tzwUnLeMGpI0e0v2ZUoySETVViqhFgyeS9tYeba1EYCgNDo01EOksYGJNlZ/lQP9v2lOgLnTA0QoPFA3l2jFVYvTROWtfVQibTKJC1SG1M0qHDr1snip2JUtI1lgsC+vJhU/Ng1Zx/4lLCzYd/v+5JOK1/Nsxg884JoPku0GbU5uOaaTxYzQOPN3dGpIhITRjY/kXpTxwZZMvuiYPWuiyEAVt3T7SwQmlnCmQtkg8CqrGTb4NmkCh2pkoxE+WYwKDvCIv6qVOO5RXPPH7/tBeziWuD1KtODISWjL+o9+713z+iOhqppmdF3nLXY/snZ7UZ1l4EnZUoIkdnxTF9bN83RaUak08nyR4shjw5WiaKnbCNh6tIayiQtUg+DFq6nmXtLMLaWorQuPt0vluKoqi2TE9yqmYYMOsH06O7JnjdJ+5oqh1x+oz1UZyclThZjqnG6Xg9a25yVhGRo5EPA04cGeCBJ8dYmktaycyM/nxAqRIdtCC5CCiQtUwhl0wY2Cq33p2cRXjqAsyd5X6gNSyK0zFp4dwD5Z930jKa7bLc8PAuNjy8a3/IrJ+ktb478kfqihSRBTIyVGR47yQT5er+ADZQyFFNp7IRqadA1iJhYMQs/LjOKHbGpyKqsXPaimE+fXV2LUWNuiXzueab6V902rFceOoKnn/q0lnPNIzd+YfbN7P+3m1U6iZI1dJAItJKZsaJy4e4d8te+vN+0H9CWzGdj7Q3BbIWMjhorpqsTZUjxiZjsOzO7qxNHVGJnGo1aZkK5uiWPFLVyCmVYyYrMRc9YxWvfOYJLTsrUkSBQw/0AAAdCUlEQVSkkeFinuMWFdk1Xma4L1nnMjBTC5kcQoGshdwXptk6ip2xyWSpo0LeMpv7bMlggd0TFfZOljBLTvWGA2dPhkGwf8xYLjCCI5jUNI6dcjVmshRTSceF5UNNjioi7Wv10gGeGi0Rx5587pGseiJST4GsRTwd5xTH2d5HqRIzNpnMe9NXyHZhhpOPHUqWVTL2j5GoxDFR5FSiZK6vUjWiVI2YqsRUyjGxH5jqYnpwi+NkTjBI5kabKseUyjGezhXWN8fC2yIi7aCYC1k7MsgjO8dZMlDADB7ZOcHl194+599OP1lJupcCWQu4J+Eiy/8gVSNnbCqiXHUKuexaxeqZ2f7B8/nQyIfQN8v0pu5+UHCrVmMqcTJTfi24FcOQfRPV5H+WZvsXMhcR6SQrFvWxfe8k5WrEC05eTjV+krlmoty0fR+AAlmPUCBrgamKU642Xg/yaN2wYTO33v0YUdx4AfCadpj41NLuxv3BrXjoNlG6xEherWEi0sHCwDhxZIAfPj7KS09fwdmrl/DC05cxVJz5a7iZFjTpHvqWW2ClSky54uQymBA2ip1bvvsYP9w+OuMC4DWdcrZhmI41ExHpdEsGiywZKDBRqgLJesEiNWohW0DlSsxUOQlj893tVomcfeNV3DXxqYhIOzIz1i4b5Lubd2FuTJarMFiY+w+lJ6iFbIFUI88sjE2VI/aMVQnqFsUWEZH2M1jIcdyiPipxzHg5anU50kYUyBZAFDuTpZggmN8w5p5MZ7FvMiKfSxa1FRGR9nZMfzIf2ehktcWVSDtRl2XG4tiZKKWTsc5jYIpiZ3QyohI5xVygMw9FRDpEIReSDwPGyxXcXZ/fAqiFLFOxJy1jOPPaelWJnN1jVSKFMRGRjlPIBRgQO5QjDeyXhFrIMjRZSiY+DWdZzufBp8YOa3LAqXLE6GRMLlQXpYhIJ8qHwf51jEvVmGIWp91Lx1Egy4B7ckZlFENulsW0n7tuKZu27Ztzfxse3sWGh3dxy3e3Evvs61C2w/xiIiIyszAwirmQajVishzRn88Rp5NkR3EyJCVZ4SSJbdXItU5vD1Agm2dmxvLhIk/uK3HsogYzndb5yZOX8+YXnsKaZX2zbnfDHZu55e7H5gxj0Dnzi4mI9CojWU5px1iFJ3aXCNIVTYxk4XEzyIXJWfNag7x3KJBl4LQVw+RC48l9JZYM5I9qjFccOz/zzFX89BkrKeQ05E9EpNOZGYv6Q3ZPGGWPKeqzXVAgy0QQGE9bNgTAU6MlFvcfWSiLY2ffZEQ1coUxEZEuMtSXwwzGNfWFpPQtn5FaKFs+XGTPZHJq8+FQGBMR6V6FMCQXBkxWY2L1SwoKZJmqD2W7J5oPZXHs7J1QGBMR6VbFfDL1hWFUYk19IQpkmauFshWLmgtltTAWxQpjIiLdKh8EgOE4JS0yLiiQLYggME5qIpQpjImI9IYgMAo5I4qcclVrWooC2YKZK5QpjImI9JaBYg4HxksKZKKzLBdULZQZ8Pi+0v7rFcZERHrPUCHHU5SYqCiQyWEEMjNbBayt/xt3/48siupmQWCcmE6JsXnXBO4KYyIivai/kAzsnyhp6gtpMpCZ2Z8DlwObgFqUd0CB7AjUQlk+TAKYwpiISO9Jpr4wStWYKHatT9zjmm0h+1ngNHcvzbmlNCUIjDUjg3oTioj0qGI+OdPScMpRRH+gUUS9rNlmmYeAfJaF9CqFMRGR3pRMfZF0N5U19UXPazaOTwD3mNnXgf2tZO7+ttn+yMwuAj4EhMAn3P39DbZ5DfAektfkve7+2iZrEhER6Vi1qS8myzElTX3R85oNZOvTn6aZWQh8FHgZsBW408zWu/umum1OAX4XeIG77zazYw/nPkRERDrZUDHHRClifCqC4VZXI63UVCBz98+aWQE4Nb3qAXevzPFn5wEPuvtDAGb2eeBSkhMDat4EfNTdd6f38+ThFC8iItLJBgo5oMRERWda9rqmxpCZ2YXAj0lavP4W+JGZvXCOP1sFbKm7vDW9rt6pwKlm9h0zuyPt4hQREekJ/YUAM00OK813WX4QeLm7PwBgZqcCNwLnzPI3jUarT18zKAecAlwInAD8p5md6e57DtqR2TXANQAnrF7TZMkiIiLtrZALCQOjGjuVKN4/HZL0nmaPfL4WxgDc/UfMfdblVmB13eUTgG0Ntvmiu1fc/WHgAZKAdhB3v87dz3X3c0dGljVZsoiISHsr5pKpLwDKkc607GXNBrKNZvZJM7sw/fk4cNccf3MncIqZnZiOP7uCQ08MuBV4EYCZLSPpwnyo+fJFREQ6Vz4I8LTzqKKpL3pas4Hs14D7gLcBv04yMP/Ns/2Bu1eBtwBfBX4I3OTu95nZe83sknSzrwI7zWwT8O/Ab7n7zsN/GCIiIp0nCIz+XEAcO5Na07KnNXuWZQn4y/Snae5+G3DbtOveVfe7A7+R/oiIiPScgWKO8XLEuNa07GmzBjIzu8ndX2Nm3+fQAfm4+7Myq0xERKQH7J/6Qmda9rS5Wsh+Pf33lVkXIiIi0osGCiEWwESlirtjpiX1etGsY8jcfXv66w5gi7tvBorAszn0jEkRERE5TPlcQIARu8607GXNDur/D6DPzFYBXwd+CfhMVkWJiIj0Ck19IdB8IDN3nwBeDXzY3X8OOCO7skRERHpDPgjAHMc19UUPazqQmdnzgNcBX06va3aWfxEREZlBEBh9YYDHxmRZA/t7VbOB7O3A7wL/nM4ldhLJvGEiIiJylAaKSRvHeFlTX/SqZuch+xbwrbrLD5FMEisiIiJHaaiYY8dYmfEpBbJeNdc8ZH/t7m83sy/ReB6ySxr8mYiIiByGvnwI5kxWY+LYCQJNfdFr5mohuz799/9mXYiIiEivqk19AUYljikGYatLkgU2ayBz99oC4huBSXePAcwsJJmPTERERI5SMvUFgFOqxBRzCmS9ptlB/V8HBuou9wP/Nv/liIiI9J5CGIAlY4PKkc607EXNBrI+dx+rXUh/H5hlexEREWmSWTL1BQ7jWtOyJzUbyMbN7OzaBTM7B5jMpiQREZHeM9ifjCKaqCiQ9aJmJ3d9O/AFM6utX3k8cHk2JYmIiPSewXyOHZSZKGnqi17U7Dxkd5rZ6cBpJAtu3e/ulUwrExER6SHJ1BdQqsZUtaZlz2mqy9LMBoDfBn7d3b8PrDOzV2ZamYiISA8p5JOvZAMqsQJZr2l2DNmngTLwvPTyVuBPMqlIRESkBxXCZCYygFJFgazXNBvInubuHwAqAO4+CWgaYRERkXmiqS96W7OBrGxm/aTLJ5nZ04BSZlWJiIj0GDNjIB8mU19MKZD1mmbPsnw38P+A1WZ2A/AC4OqsihIREelF/cWQiXLMREVnWvaaOQOZmRlwP/Bq4AKSrspfd/cdGdcmIiLSUwbzOXZS0eSwPWjOQObubma3uvs5wJcXoCYREZGe1F8IcZxqDO6trkYWUrNjyO4ws+dmWomIiEiPy+cOfC3HSmQ9pdkxZC8C3mxmjwDjJN2W7u7PyqowERGRXlOb+sJJWshM8xn0jGYD2cWZViEiIiJJIDPAjdidQDNM9YxZA5mZ9QFvBk4Gvg980t116oeIiEgGzIz+fMhkOSaKnVzY6opkocw1huyzwLkkYexi4IOZVyQiItLD+otJCos0hqynzNVleYa7PxPAzD4J/Hf2JYmIiPSuoUKeXVSIYwWyXjJXC1ml9ou6KkVERLLXlw+I8XRgv0JZr5irhezZZrYv/d2A/vRy7SzLRZlWJyIi0mMOnvqihYXIgpo1kLm7hhOKiIgsoEJ4IJCphax3NDsxrIiIiCyAQhgQGBimyWF7iAKZiIhIG6lNfQEQxS0uRhaMApmIiEibGSzmMINq7Oq27BEKZCIiIm1moJDDPRlDVq6qmawXKJCJiIi0mb58kE58AROVqMXVyEJQIBMREWkzhXTqCzMYnazMsbV0g2YXFxcREZEFkk+nvti6e5K33Hg3w31zf11fetYqXnv+mqxLk4wokImIiLSZQhhw/okjhLabqInZYTdtT+ZwVyDrXJkGMjO7CPgQEAKfcPf3z7DdZcAXgOe6+8YsaxIREWl3ZsZFZxzPS047HqfKeU8bYag481f25dfevoDVSRYyG0NmZiHwUeBi4AzgSjM7o8F2w8DbgA1Z1SIiItJpBooh1SgGg4mylpPudlkO6j8PeNDdH3L3MvB54NIG2/0x8AFgKsNaREREOspAIUcljimEAXsmNLC/22UZyFYBW+oub02v28/MngOsdvd/ybAOERGRjtOfD4jd6cuH7Bovt7ocyViWgcwaXLd/ZKKZBcBfAe+Yc0dm15jZRjPbuHPnjnksUUREpD0V0uWTcmHAZCXSBLFdLstAthVYXXf5BGBb3eVh4Ezgm2b2CHABsN7Mzp2+I3e/zt3PdfdzR0aWZViyiIhIe+jPhQSWLDBuwGRZE8R2sywD2Z3AKWZ2opkVgCuA9bUb3X2vuy9z93Xuvg64A7hEZ1mKiIhAEBiLB/KUKhGBGWMljSPrZpkFMnevAm8Bvgr8ELjJ3e8zs/ea2SVZ3a+IiEi3WDKQZ7ISUcwF7NbA/q6W6Txk7n4bcNu06941w7YXZlmLiIhIpxks5AEo5kL2TJRxd8waDdGWTqe1LEVERNpUfyEgDJIAVo2dqYoG9ncrBTIREZF2ZTAyVGSykgzo1wSx3UuBTEREpI2NDBUoVSNyQcC+KY0j61YKZCIiIm1seP84soBd4wpk3UqBTEREpI0V8wH5MBlLNjZVJYp97j+SjqNAJiIi0sbMjOXDRaYqEY5rHFmXUiATERFpc0sHC5Sj5AzLiZICWTdSIBMREWlzQ8Vk2tBiGLJnUuPIulGmE8OKiIjI0evLh/TlQwKM3RrY35XUQiYiItIBlg8VKUcxU9WIUlULjXcbBTIREZEOsGSwQBTHGDBZViDrNgpkIiIiHWComMMBwxid0sD+bqNAJiIi0gEKuYChYg4z2D1RbnU5Ms8UyERERDrEsqEi7rB3soK7JojtJgpkIiIiHWLxQB7HiWPfv+C4dAcFMhERkQ4xmI4jc2BCA/u7igKZiIhIh8iHAYv680Sxs3dC85F1EwUyERGRDrI8HUemgf3dRYFMRESkgyzqz5MLjfFylWq6vqV0PgUyERGRDjJUzGEY7mhgfxdRIBMREekgYWAsHsgzWY4YL2mC2G6hQCYiItJhlg8VcWC3BvZ3DQUyERGRDjPcn6OYC9ijgf1dQ4FMRESkwwwWchTCgIlSlYlyFc3Z3/lyrS5AREREGnOHauTE7vt/j+LkJ0fIE+NlHt9dplJ1cmGrq5WjoUAmIiLSpgIzRiergKWXwcwIzFi+KM+WvROUoxiz1tYpR0+BTEREpE0VcjOPLBrqK9CXC9kzUVrAiiQrGkMmIiLSgfrzIf35kL2TVTSIrPMpkImIiHQgM2NkqECpGhMrkXU8BTIREZEOtWSgQCWOiWMFsk6nQCYiItKhBos5ikFIpEDW8RTIREREOlRfPqSvEFCJFMg6nQKZiIhIB1s2VNw/T5l0Lk17ISIi0sGWDOQBuP/xUS6/9vY5t7/0rFW89vw1WZclh0ktZCIiIh1soJjj3LVLOXn54Jzbbtq+jy/e89gCVCWHSy1kIiIiHayYC3nRaSv4hXNP4Jx1S2bdtpkWNGkNtZCJiIh0uOG+HPsmK60uQ46CApmIiEiHGxkoUKnGVKK41aXIEVIgExER6XB9hRCAyUrU4krkSCmQiYiIdLi+fAgGE6Vqq0uRI6RAJiIi0uHCwCiGIU+OllpdihyhTAOZmV1kZg+Y2YNm9jsNbv8NM9tkZt8zs6+b2dos6xEREelWiwfz7Js6tIXM3Ylipxo5DlqGvE1lNu2FmYXAR4GXAVuBO81svbtvqtvsbuBcd58ws18DPgBcnlVNIiIi3Wq4P8+T+6bYPVbBzIhjJ3ZwBwPcklAm7SnLFrLzgAfd/SF3LwOfBy6t38Dd/93dJ9KLdwAnZFiPiIhIV8oFRj4IqESwb6qKOwSBkQ+NYj6gkA8o5kICS8KZtJ8sA9kqYEvd5a3pdTN5I/CVRjeY2TVmttHMNu7cuWMeSxQREel8QWAMF/PkwoByNSIMjMAMM8WvTpFlIGv0KmjYVmpmVwHnAn/R6HZ3v87dz3X3c0dGls1jiSIiIt2h1iK2QwP7O1KWgWwrsLru8gnAtukbmdlLgd8HLnF3vYpERESO0NLBAuMVTQ7bibIMZHcCp5jZiWZWAK4A1tdvYGbPAa4lCWNPZliLiIhI11syUCCOXTP2d6DMApm7V4G3AF8Ffgjc5O73mdl7zeySdLO/AIaAL5jZPWa2fobdiYiIyBz60xn7p6qasb/TZDbtBYC73wbcNu26d9X9/tIs719ERKSXFMKAwGBsqspwMd/qcuQwaKZ+ERGRLmGWDOx/ct9Uq0uRw6RAJiIi0kWWDfVR1gSwHUeBTEREpIsc05/HXQP7O40CmYiISBfpy4dgxmRFA/s7iQKZiIhIFynkAgwYm6q0uhQ5DApkIiIiXaYQGk9pxv6OokAmIiLSZZYP91HRwP6OokAmIiLSZRb1J9OMlqsa2N8pFMhERES6TF9OM/Z3GgUyERGRLpMLA8xg70S51aVIkxTIREREulAxF7BrXIGsUyiQiYiIdKHli4pUYw3s7xQKZCIiIl2otri4BvZ3BgUyERGRLlQb2D9Zqba4EmmGApmIiEgXCgIDYM+EZuzvBApkIiIiXWqwGLJHZ1p2BAUyERGRLrVsUAP7O4UCmYiISJca7tfA/k6hQCYiItKlCukEsRNlDexvdwpkIiIiXcrMCAx2a4LYtqdAJiIi0sWGinn2TelMy3anQCYiItLFlg4WiF0D+9udApmIiEgXG9KM/R1BgUxERKSLFXLJwP6xkrot25kCmYiISJczjF0a2N/WFMhERES63KK+POMlTX3RzhTIREREutySwUKrS5A5KJCJiIh0uaFiDkBnW7YxBTIREZEulwuTr/soUiBrVwpkIiIiPSAwo6KFxtuWApmIiEgPOGagQKxA1rYUyERERHrA4v48WKurkJkokImIiPQADexvb7lWFyAiIiLZC4KkeexHT4xy+bW3z7n9pWet4rXnr8m6LEmphUxERKRHvPCU5axc3E91jrFkm7bv44v3PLZAVQmohUxERKRnvPmFJ3PhqSuoeJU1SwdZNzKA2aEDy5ppQZP5pUAmIiLSI8LAOG3FMBWv8uBT4+waL3HW6iWEgUb7t5q6LEVERHrMccf0c/aaxVRj57uP7mKyHLW6pJ6nQCYiItKDBgo5zl27lNACvvfYHp4cnWp1ST1NgUxERKRHhYFx9tolrDymj807x7l/+z5c02K0RKaBzMwuMrMHzOxBM/udBrcXzewf09s3mNm6LOsRERHpdQ6Uq/FBPysW9XPisiH2Tla4a/MeYnfcNWfZQspsUL+ZhcBHgZcBW4E7zWy9u2+q2+yNwG53P9nMrgD+HLg8q5pERER6mZnh7uwdbzBmzALWLhnix0+MMTpZZcvuCS6/9naCBmdhTqc5y45elmdZngc86O4PAZjZ54FLgfpAdinwnvT3m4GPmJm52ktFREQyUczP0jmWC3j2msW8+PQVfOOBJ5goRzOutmSWBLzvbd3Lhod38YW7tiTXT9+utjGQa/JszjNWLuLdr3pGU9t2iywD2SpgS93lrcD5M23j7lUz2wuMADtm23EUg5kym4iISBbe9JNP4xcvOJFcaFSjmEo1ZiqKKFehUo0oVWOiKPke/sYDT/BfD+2gVI7n3G8hF5AL5w5l5WpMFHtPTceRZSBr9CxOT1HNbIOZXQNck14sHbt08IGjrE3mWRxHS4Mg3NXqOuQAHZP2o2PSnnRcjprRRLfm4fCouvRP4/gJ6Ioes7XNbJRlINsKrK67fAKwbYZttppZDjgGOORN4e7XAdcBmNnGaqV0biYVyxEzs43VqKrj0kZ0TNqPjkl70nFpP2a20d176phkeZblncApZnaimRWAK4D107ZZD7wh/f0y4BsaPyYiIiK9JrMWsnRM2FuArwIh8Cl3v8/M3gtsdPf1wCeB683sQZKWsSuyqkdERESkXWW6lqW73wbcNu26d9X9PgX8wmHu9rp5KE3mn45L+9ExaT86Ju1Jx6X99NwxMfUQioiIiLSWlk4SERERabG2DWRadqn9NHFMfsPMNpnZ98zs62bW1Km+cnTmOi51211mZm5mPXXmUis0c0zM7DXp++U+M/vcQtfYi5r4DFtjZv9uZnenn2OvaEWdvcTMPmVmT5rZD2a43czsb9Jj9j0zO3uha1wobRnI6pZduhg4A7jSzM6Yttn+ZZeAvyJZdkky0uQxuRs4192fRbLywgcWtsre0+RxwcyGgbcBGxa2wt7TzDExs1OA3wVe4O7PAN6+4IX2mCbfK38A3OTuzyE5yexvF7bKnvQZ4KJZbr8YOCX9uQb4uwWoqSXaMpBRt+ySu5eB2rJL9S4FPpv+fjPwErN5nplO6s15TNz93919Ir14B8ncc5KtZt4rAH9MEpCnFrK4HtXMMXkT8FF33w3g7k8ucI29qJnj4sCi9PdjOHTuTJln7v4fNJh/tM6lwN974g5gsZkdvzDVLax2DWSNll1aNdM27l4FassuSTaaOSb13gh8JdOKBJo4Lmb2HGC1u//LQhbWw5p5r5wKnGpm3zGzO8xsthYCmR/NHJf3AFeZ2VaSGQLeujClySwO97unY2U67cVRmLdll2TeNP18m9lVwLnAT2VakcAcx8XMApIu/asXqiBp6r2SI+mCuZCkJfk/zexMd9+TcW29rJnjciXwGXf/oJk9j2SezDPdfe5FGiUrPfNd364tZIez7BKzLbsk86aZY4KZvRT4feASdy8tUG29bK7jMgycCXzTzB4BLgDWa2B/ppr9/Pqiu1fc/WHgAZKAJtlp5ri8EbgJwN1vB/qAZQtSncykqe+ebtCugUzLLrWfOY9J2jV2LUkY05iYhTHrcXH3ve6+zN3Xufs6krF9l7j7xtaU2xOa+fy6FXgRgJktI+nCfGhBq+w9zRyXR4GXAJjZ00kC2VMLWqVMtx54fXq25QXAXnff3uqistCWXZZadqn9NHlM/gIYAr6Qnl/xqLtf0rKie0CTx0UWUJPH5KvAy81sExABv+XuO1tXdfdr8ri8A/i4mf0fkm6xq/Uf/WyZ2Y0kXffL0rF77wbyAO7+MZKxfK8AHgQmgF9qTaXZ00z9IiIiIi3Wrl2WIiIiIj1DgUxERESkxRTIRERERFpMgUxERESkxRTIRERERFpMgUxEuoqZRWZ2j5n9wMy+ZGaL53n/V5vZR9Lf32Nmvzmf+xeR3qRAJiLdZtLdz3L3M0nmKPzfrS5IRGQuCmQi0s1up24hYjP7LTO708y+Z2Z/VHf969Pr7jWz69PrXmVmG8zsbjP7NzNb0YL6RaRHtOVM/SIiR8vMQpJlcD6ZXn45yXqR55EsWLzezF4I7CRZf/UF7r7DzJamu/g2cIG7u5n9CvBOkpncRUTmnQKZiHSbfjO7B1gH3AX8a3r9y9Ofu9PLQyQB7dnAze6+A8Ddd6W3nwD8o5kdDxSAhxekehHpSeqyFJFuM+nuZwFrSYJUbQyZAX+Wji87y91PdvdPptc3WkPuw8BH3P2ZwK+SLDQtIpIJBTIR6Uruvhd4G/CbZpYnWVT6l81sCMDMVpnZscDXgdeY2Uh6fa3L8hjgsfT3Nyxo8SLSc9RlKSJdy93vNrN7gSvc/Xozezpwu5kBjAFXuft9ZvY+4FtmFpF0aV4NvAf4gpk9BtwBnNiKxyAivcHcG7XUi4iIiMhCUZeliIiISIspkImIiIi0mAKZiIiISIspkImIiIi0mAKZiIiISIspkImIiIi0mAKZiIiISIspkImIiIi02P8HyZt9khZ+QaYAAAAASUVORK5CYII=
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Plotting confusion matrix for this</span>
<span class="n">tn</span><span class="p">,</span> <span class="n">fp</span><span class="p">,</span> <span class="n">fn</span><span class="p">,</span> <span class="n">tp</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">labels_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span><span class="o">.</span><span class="n">ravel</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;True Negatives:&quot;</span><span class="p">,</span> <span class="n">tn</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;False Positives:&quot;</span><span class="p">,</span> <span class="n">fp</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;False Negatives:&#39;</span><span class="p">,</span> <span class="n">fn</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;True Positives:&#39;</span><span class="p">,</span> <span class="n">tp</span><span class="p">)</span>
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<pre>True Negatives: 27680
False Positives: 752
False Negatives: 4
True Positives: 45
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<p>Let's test out our model's performance on an balanced dataset, for validation purposes.
We will split the data with a ratio of 70:30, keeping the percentage equal, as in using the oversampled dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">splitter</span> <span class="o">=</span> <span class="n">StratifiedShuffleSplit</span><span class="p">(</span><span class="n">n_splits</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="k">for</span> <span class="n">train_index</span><span class="p">,</span> <span class="n">test_index</span> <span class="ow">in</span> <span class="n">splitter</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">os_values</span><span class="p">,</span> <span class="n">os_labels</span><span class="p">):</span>
    <span class="n">_</span><span class="p">,</span> <span class="n">os_values_test</span> <span class="o">=</span> <span class="n">os_values</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">train_index</span><span class="p">],</span> <span class="n">os_values</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">test_index</span><span class="p">]</span>
    <span class="n">_</span><span class="p">,</span> <span class="n">os_labels_test</span> <span class="o">=</span> <span class="n">os_labels</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">train_index</span><span class="p">],</span> <span class="n">os_labels</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">test_index</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">os_values_test</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Score: &quot;</span><span class="p">,</span> <span class="nb">round</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">os_labels_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="s1">&#39;%&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Classification Report:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">classification_report</span><span class="p">(</span><span class="n">os_labels_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">target_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Non-Fraud&#39;</span><span class="p">,</span> <span class="s1">&#39;Fraud&#39;</span><span class="p">]))</span>
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<pre>Accuracy Score:  94.65 %
Classification Report:
               precision    recall  f1-score   support

   Non-Fraud       0.92      0.97      0.95     76765
       Fraud       0.97      0.92      0.95     76765

    accuracy                           0.95    153530
   macro avg       0.95      0.95      0.95    153530
weighted avg       0.95      0.95      0.95    153530

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<p>As is expected, we are getting amazing scores all over for this, as we have a balanced dataset, plus the model has been trained on it before.</p>

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<h3 id="Summary">Summary<a class="anchor-link" href="#Summary">&#182;</a></h3>
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<p>In conclusion, we have understood that this dataset has a huge class imbalance, that will definitely affect our analysis as well as model building approach. We have to keep in mind some important points, which are stated below:</p>
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<li>The relationships between our target variable 'Class' and our predictor variables, is difficult to estimate if we just look at the original dataset. It is highly skewed.</li>
<li>To establish a clear understanding, we need to remove the class imbalance present in our dataset. We have used SMOTE as an oversampling technique for the minority class. We have not gone with undersampling as it may lead to information loss.</li>
<li>Since this is a binary classification problem, we have chosen Logistic Regression as our model. After oversampling and tuning our model, we have achieved an accuracy of <strong>97.34%</strong>. Our main metric, <strong>Area Under the Precision Recall Curve</strong>, seems to show that model performance is moderate. We have high recall scores, but lower precision scores.</li>
<li>Testing it on a balanced dataset, we have seen that both precision and recall prove to be very high.</li>
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<p>Our main concern, is to point out if a transaction can be safely classified as fraud or not. This model might not be highly accurate in predicting frauds, but at the same time the number of correctly predicted 'Non-Fraud' Transactions is a positive point. We don't want actual, genuine transactions to be classified as Fraud. The case presented in this study is definitely a real world scenario, where the number of fake transactions would be quite low, when compared to genuine transactions.</p>

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<p>Lastly, as part of future additions to this study, I would like to go ahead with in depth analysis of the PCA scaled features provided to us, through Hypothesis testing. It might lead to some idea of how they are affecting the target class. Also, using unsupervised learning techniques such as K-Means Clustering, on the oversampled data, might prove to be beneficial, as SMOTE works on the principle of nearest neighbours as well.</p>

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