credit_card_default.html

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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h2 id="Loading-the-Data-:">Loading the Data :<a class="anchor-link" href="#Loading-the-Data-:">&#182;</a></h2><p>loading the data into panada store it in dataframe (dataset)</p>

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<div class="prompt input_prompt">In&nbsp;[1]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">display</span> <span class="c1"># Allows the use of display() for DataFrames</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>

<span class="c1">#pd.read_excel(&quot;./credit_card_dataset.xls&quot;)</span>
<span class="n">dataset</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;./credit_cards_dataset.csv&quot;</span><span class="p">)</span>

<span class="n">display</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
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      <th>LIMIT_BAL</th>
      <th>SEX</th>
      <th>EDUCATION</th>
      <th>MARRIAGE</th>
      <th>AGE</th>
      <th>PAY_1</th>
      <th>PAY_2</th>
      <th>PAY_3</th>
      <th>PAY_4</th>
      <th>...</th>
      <th>BILL_AMT3</th>
      <th>BILL_AMT4</th>
      <th>BILL_AMT5</th>
      <th>BILL_AMT6</th>
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      <th>PAY_AMT2</th>
      <th>PAY_AMT3</th>
      <th>PAY_AMT4</th>
      <th>PAY_AMT5</th>
      <th>PAY_AMT6</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>20000.0</td>
      <td>2</td>
      <td>2</td>
      <td>1</td>
      <td>24</td>
      <td>2</td>
      <td>2</td>
      <td>-1</td>
      <td>-1</td>
      <td>...</td>
      <td>689.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>689.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>120000.0</td>
      <td>2</td>
      <td>2</td>
      <td>2</td>
      <td>26</td>
      <td>-1</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>2682.0</td>
      <td>3272.0</td>
      <td>3455.0</td>
      <td>3261.0</td>
      <td>0.0</td>
      <td>1000.0</td>
      <td>1000.0</td>
      <td>1000.0</td>
      <td>0.0</td>
      <td>2000.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>90000.0</td>
      <td>2</td>
      <td>2</td>
      <td>2</td>
      <td>34</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>13559.0</td>
      <td>14331.0</td>
      <td>14948.0</td>
      <td>15549.0</td>
      <td>1518.0</td>
      <td>1500.0</td>
      <td>1000.0</td>
      <td>1000.0</td>
      <td>1000.0</td>
      <td>5000.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>50000.0</td>
      <td>2</td>
      <td>2</td>
      <td>1</td>
      <td>37</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>49291.0</td>
      <td>28314.0</td>
      <td>28959.0</td>
      <td>29547.0</td>
      <td>2000.0</td>
      <td>2019.0</td>
      <td>1200.0</td>
      <td>1100.0</td>
      <td>1069.0</td>
      <td>1000.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>50000.0</td>
      <td>1</td>
      <td>2</td>
      <td>1</td>
      <td>57</td>
      <td>-1</td>
      <td>0</td>
      <td>-1</td>
      <td>0</td>
      <td>...</td>
      <td>35835.0</td>
      <td>20940.0</td>
      <td>19146.0</td>
      <td>19131.0</td>
      <td>2000.0</td>
      <td>36681.0</td>
      <td>10000.0</td>
      <td>9000.0</td>
      <td>689.0</td>
      <td>679.0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 24 columns</p>
</div>
</div>

</div>

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<h2 id="Preparing-the-Features--before-we-processed:">Preparing the Features  before we processed:<a class="anchor-link" href="#Preparing-the-Features--before-we-processed:">&#182;</a></h2><h4 id="Checking-if-the-columns-have-missing-values">Checking if the columns have missing values<a class="anchor-link" href="#Checking-if-the-columns-have-missing-values">&#182;</a></h4>
</div>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#checking NaN values if there is any then data will be sanitized </span>
<span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">dataset</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">dataset</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">any</span><span class="p">():</span>
        <span class="k">print</span> <span class="s2">&quot;NaN value/s detected in &quot;</span><span class="o">+</span><span class="n">column</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">print</span> <span class="s2">&quot;{} is doesn&#39;t have null values&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
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<pre>ID is doesn&#39;t have null values
LIMIT_BAL is doesn&#39;t have null values
SEX is doesn&#39;t have null values
EDUCATION is doesn&#39;t have null values
MARRIAGE is doesn&#39;t have null values
AGE is doesn&#39;t have null values
PAY_1 is doesn&#39;t have null values
PAY_2 is doesn&#39;t have null values
PAY_3 is doesn&#39;t have null values
PAY_4 is doesn&#39;t have null values
PAY_5 is doesn&#39;t have null values
PAY_6 is doesn&#39;t have null values
BILL_AMT1 is doesn&#39;t have null values
BILL_AMT2 is doesn&#39;t have null values
BILL_AMT3 is doesn&#39;t have null values
BILL_AMT4 is doesn&#39;t have null values
BILL_AMT5 is doesn&#39;t have null values
BILL_AMT6 is doesn&#39;t have null values
PAY_AMT1 is doesn&#39;t have null values
PAY_AMT2 is doesn&#39;t have null values
PAY_AMT3 is doesn&#39;t have null values
PAY_AMT4 is doesn&#39;t have null values
PAY_AMT5 is doesn&#39;t have null values
PAY_AMT6 is doesn&#39;t have null values
default.payment.next.month is doesn&#39;t have null values
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<h4 id="In-GENDER-column-in-the-dataset-the-gender-was-presenting-in-1-or-2-value-for-male-/-female-so-we-are-changing-it-to-be-0-and-1">In GENDER column in the dataset the gender was presenting in 1 or 2 value for male / female so we are changing it to be 0 and 1<a class="anchor-link" href="#In-GENDER-column-in-the-dataset-the-gender-was-presenting-in-1-or-2-value-for-male-/-female-so-we-are-changing-it-to-be-0-and-1">&#182;</a></h4><ul>
<li>sex : male = 0 , female = 1</li>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">dataset</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;PAY_0&quot;</span><span class="p">:</span> <span class="s2">&quot;PAY_1&quot;</span><span class="p">})</span>
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<h4 id="Seperate-the-label-into-different-Dataframe-(outcome)-and-the-other-features-in-(data)">Seperate the label into different Dataframe (outcome) and the other features in (data)<a class="anchor-link" href="#Seperate-the-label-into-different-Dataframe-(outcome)-and-the-other-features-in-(data)">&#182;</a></h4>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;default.payment.next.month&#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">outcome</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span>
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<h4 id="Dataset-Features-:">Dataset Features :<a class="anchor-link" href="#Dataset-Features-:">&#182;</a></h4>
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<ul>
<li>ID: ID of each client</li>
<li>LIMIT_BAL: Amount of given credit in NT dollars (includes individual and family/supplementary credit</li>
<li>SEX: Gender (1=male, 2=female)</li>
<li>EDUCATION: (1=graduate school, 2=university, 3=high school, 4=others, 5=unknown, 6=unknown)</li>
<li>MARRIAGE: Marital status (1=married, 2=single, 3=others)</li>
<li>AGE: Age in years</li>
<li>PAY_1: Repayment status in September, 2005 (-1=pay duly, 1=payment delay for one month, 2=payment delay for two months, ... 8=payment delay for eight months, 9=payment delay for nine months and above)</li>
<li>PAY_2: Repayment status in August, 2005 (scale same as above)</li>
<li>PAY_3: Repayment status in July, 2005 (scale same as above)</li>
<li>PAY_4: Repayment status in June, 2005 (scale same as above)</li>
<li>PAY_5: Repayment status in May, 2005 (scale same as above)</li>
<li>PAY_6: Repayment status in April, 2005 (scale same as above)</li>
<li>BILL_AMT1: Amount of bill statement in September, 2005 (NT dollar)</li>
<li>BILL_AMT2: Amount of bill statement in August, 2005 (NT dollar)</li>
<li>BILL_AMT3: Amount of bill statement in July, 2005 (NT dollar)</li>
<li>BILL_AMT4: Amount of bill statement in June, 2005 (NT dollar)</li>
<li>BILL_AMT5: Amount of bill statement in May, 2005 (NT dollar)</li>
<li>BILL_AMT6: Amount of bill statement in April, 2005 (NT dollar)</li>
<li>PAY_AMT1: Amount of previous payment in September, 2005 (NT dollar)</li>
<li>PAY_AMT2: Amount of previous payment in August, 2005 (NT dollar)</li>
<li>PAY_AMT3: Amount of previous payment in July, 2005 (NT dollar)</li>
<li>PAY_AMT4: Amount of previous payment in June, 2005 (NT dollar)</li>
<li>PAY_AMT5: Amount of previous payment in May, 2005 (NT dollar)</li>
<li>PAY_AMT6: Amount of previous payment in April, 2005 (NT dollar)</li>
<li>default.payment.next.month: Default payment (1=yes, 0=no)</li>
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<h3 id="Looking-into-the-data-in-depths-and-check-the-and-Min,-Max-values.-looking-into-the-mean-and-the-Standard-Deviation">Looking into the data in depths and check the and Min, Max values. looking into the mean and the Standard Deviation<a class="anchor-link" href="#Looking-into-the-data-in-depths-and-check-the-and-Min,-Max-values.-looking-into-the-mean-and-the-Standard-Deviation">&#182;</a></h3>
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<h4 id="Payment-Amount-:">Payment Amount :<a class="anchor-link" href="#Payment-Amount-:">&#182;</a></h4>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">dataset</span><span class="p">[[</span><span class="s1">&#39;PAY_AMT1&#39;</span><span class="p">,</span> <span class="s1">&#39;PAY_AMT2&#39;</span><span class="p">,</span> <span class="s1">&#39;PAY_AMT3&#39;</span><span class="p">,</span> <span class="s1">&#39;PAY_AMT4&#39;</span><span class="p">,</span> <span class="s1">&#39;PAY_AMT5&#39;</span><span class="p">,</span> <span class="s1">&#39;PAY_AMT6&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PAY_AMT1</th>
      <th>PAY_AMT2</th>
      <th>PAY_AMT3</th>
      <th>PAY_AMT4</th>
      <th>PAY_AMT5</th>
      <th>PAY_AMT6</th>
    </tr>
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    <tr>
      <th>count</th>
      <td>30000.000000</td>
      <td>3.000000e+04</td>
      <td>30000.00000</td>
      <td>30000.000000</td>
      <td>30000.000000</td>
      <td>30000.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>5663.580500</td>
      <td>5.921163e+03</td>
      <td>5225.68150</td>
      <td>4826.076867</td>
      <td>4799.387633</td>
      <td>5215.502567</td>
    </tr>
    <tr>
      <th>std</th>
      <td>16563.280354</td>
      <td>2.304087e+04</td>
      <td>17606.96147</td>
      <td>15666.159744</td>
      <td>15278.305679</td>
      <td>17777.465775</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000</td>
      <td>0.000000e+00</td>
      <td>0.00000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>1000.000000</td>
      <td>8.330000e+02</td>
      <td>390.00000</td>
      <td>296.000000</td>
      <td>252.500000</td>
      <td>117.750000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>2100.000000</td>
      <td>2.009000e+03</td>
      <td>1800.00000</td>
      <td>1500.000000</td>
      <td>1500.000000</td>
      <td>1500.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>5006.000000</td>
      <td>5.000000e+03</td>
      <td>4505.00000</td>
      <td>4013.250000</td>
      <td>4031.500000</td>
      <td>4000.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>873552.000000</td>
      <td>1.684259e+06</td>
      <td>896040.00000</td>
      <td>621000.000000</td>
      <td>426529.000000</td>
      <td>528666.000000</td>
    </tr>
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<h4 id="Bill-Amount-:">Bill Amount :<a class="anchor-link" href="#Bill-Amount-:">&#182;</a></h4>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">dataset</span><span class="p">[[</span><span class="s1">&#39;BILL_AMT1&#39;</span><span class="p">,</span> <span class="s1">&#39;BILL_AMT2&#39;</span><span class="p">,</span> <span class="s1">&#39;BILL_AMT3&#39;</span><span class="p">,</span> <span class="s1">&#39;BILL_AMT4&#39;</span><span class="p">,</span> <span class="s1">&#39;BILL_AMT5&#39;</span><span class="p">,</span> <span class="s1">&#39;BILL_AMT6&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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      <th></th>
      <th>BILL_AMT1</th>
      <th>BILL_AMT2</th>
      <th>BILL_AMT3</th>
      <th>BILL_AMT4</th>
      <th>BILL_AMT5</th>
      <th>BILL_AMT6</th>
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      <th>count</th>
      <td>30000.000000</td>
      <td>30000.000000</td>
      <td>3.000000e+04</td>
      <td>30000.000000</td>
      <td>30000.000000</td>
      <td>30000.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>51223.330900</td>
      <td>49179.075167</td>
      <td>4.701315e+04</td>
      <td>43262.948967</td>
      <td>40311.400967</td>
      <td>38871.760400</td>
    </tr>
    <tr>
      <th>std</th>
      <td>73635.860576</td>
      <td>71173.768783</td>
      <td>6.934939e+04</td>
      <td>64332.856134</td>
      <td>60797.155770</td>
      <td>59554.107537</td>
    </tr>
    <tr>
      <th>min</th>
      <td>-165580.000000</td>
      <td>-69777.000000</td>
      <td>-1.572640e+05</td>
      <td>-170000.000000</td>
      <td>-81334.000000</td>
      <td>-339603.000000</td>
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      <th>25%</th>
      <td>3558.750000</td>
      <td>2984.750000</td>
      <td>2.666250e+03</td>
      <td>2326.750000</td>
      <td>1763.000000</td>
      <td>1256.000000</td>
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      <th>50%</th>
      <td>22381.500000</td>
      <td>21200.000000</td>
      <td>2.008850e+04</td>
      <td>19052.000000</td>
      <td>18104.500000</td>
      <td>17071.000000</td>
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      <th>75%</th>
      <td>67091.000000</td>
      <td>64006.250000</td>
      <td>6.016475e+04</td>
      <td>54506.000000</td>
      <td>50190.500000</td>
      <td>49198.250000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>964511.000000</td>
      <td>983931.000000</td>
      <td>1.664089e+06</td>
      <td>891586.000000</td>
      <td>927171.000000</td>
      <td>961664.000000</td>
    </tr>
  </tbody>
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<h4 id="helper-Methods-:">helper Methods :<a class="anchor-link" href="#helper-Methods-:">&#182;</a></h4>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span> <span class="o">=</span>  <span class="p">[</span> <span class="mi">0</span> <span class="k">if</span> <span class="n">x</span><span class="o">==</span><span class="mi">1</span> <span class="k">else</span> <span class="mi">1</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]]</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span>

<span class="c1">## this method will print the percentage of the defaulted account </span>
<span class="c1"># @param : defaulted_count, total_count, label</span>
<span class="k">def</span> <span class="nf">calculate_percentage</span> <span class="p">(</span><span class="n">default_count</span><span class="p">,</span> <span class="n">total_count</span><span class="p">,</span><span class="n">label</span><span class="p">):</span>
    <span class="k">print</span> <span class="s2">&quot;Percentage of {} is {} %&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">label</span><span class="p">,((</span><span class="n">total_count</span> <span class="o">*</span> <span class="mi">100</span><span class="p">)</span> <span class="o">/</span> <span class="n">default_count</span><span class="p">))</span>

<span class="c1">## this method will get the columns and will take input the prefix and will add the Numerical part to it ( from 1 to 6 )</span>
<span class="k">def</span> <span class="nf">getColumnsNames</span><span class="p">(</span><span class="n">prefix</span><span class="p">):</span>
    <span class="k">return</span> <span class="p">[</span><span class="n">prefix</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">7</span><span class="p">)]</span>
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<h2 id="Visualizing-the-Data">Visualizing the Data<a class="anchor-link" href="#Visualizing-the-Data">&#182;</a></h2>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#(1 = graduate school; 2 = university; 3 = high school; 4 = others)</span>
<span class="c1"># preparing the vairable for the diagram</span>
<span class="n">_EDUCATION_RANGE</span><span class="o">=</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="mi">3</span><span class="p">,</span><span class="mi">4</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">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>

<span class="n">school</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">][</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">school_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">])]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">university</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">][</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">university_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">2</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">])]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">high_school</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">][</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">high_school_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">3</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">])]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">others</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">][</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">4</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">others_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;EDUCATION&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">4</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">])]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">education_total</span> <span class="o">=</span> <span class="p">[</span><span class="n">school</span><span class="p">,</span><span class="n">university</span><span class="p">,</span><span class="n">high_school</span><span class="p">,</span><span class="n">others</span><span class="p">]</span>
<span class="n">default_education_total</span><span class="o">=</span>  <span class="p">[</span><span class="n">school_default</span><span class="p">,</span><span class="n">university_default</span><span class="p">,</span><span class="n">high_school_default</span><span class="p">,</span><span class="n">others_default</span><span class="p">]</span> 


<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">_EDUCATION_RANGE</span> <span class="p">,</span> <span class="n">education_total</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">_EDUCATION_RANGE</span> <span class="p">,</span> <span class="n">default_education_total</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.7</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">_EDUCATION_RANGE</span><span class="p">,[</span><span class="s1">&#39;graduate school&#39;</span><span class="p">,</span><span class="s1">&#39;university&#39;</span><span class="p">,</span><span class="s1">&#39;high school&#39;</span><span class="p">,</span><span class="s1">&#39;others&#39;</span><span class="p">])</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">school</span><span class="p">,</span><span class="n">school_default</span><span class="p">,</span><span class="s2">&quot;Graduate school Default&quot;</span><span class="p">)</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">university</span><span class="p">,</span><span class="n">university_default</span><span class="p">,</span><span class="s2">&quot;University Default&quot;</span><span class="p">)</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">high_school</span><span class="p">,</span><span class="n">high_school_default</span><span class="p">,</span><span class="s2">&quot;High school Default&quot;</span><span class="p">)</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">others</span><span class="p">,</span><span class="n">others_default</span><span class="p">,</span><span class="s2">&quot;Others Default&quot;</span><span class="p">)</span>


<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>Percentage of Graduate school Default is 19 %
Percentage of University Default is 23 %
Percentage of High school Default is 25 %
Percentage of Others Default is 5 %
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<pre>No handlers could be found for logger &#34;matplotlib.legend&#34;
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># male = 0 , female = 1</span>
<span class="c1"># preparing the vairable for the diagram</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Gender / Default&quot;</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">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">_GENDER_RANGE</span><span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span>

<span class="n">male</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">][</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">male_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">female</span><span class="o">=</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">][</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">female_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">gender_total</span> <span class="o">=</span> <span class="p">[</span><span class="n">male</span><span class="p">,</span><span class="n">female</span><span class="p">]</span>
<span class="n">default_gender_total</span> <span class="o">=</span> <span class="p">[</span><span class="n">male_default</span><span class="p">,</span><span class="n">female_default</span><span class="p">]</span>

<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">_GENDER_RANGE</span><span class="p">,</span><span class="n">gender_total</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">_GENDER_RANGE</span><span class="p">,</span><span class="n">default_gender_total</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">,</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.7</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">],[</span><span class="s1">&#39;Male&#39;</span><span class="p">,</span><span class="s1">&#39;Female&#39;</span><span class="p">])</span>

<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">male</span><span class="p">,</span><span class="n">male_default</span><span class="p">,</span><span class="s2">&quot;Male Default&quot;</span><span class="p">)</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">female</span><span class="p">,</span><span class="n">female_default</span><span class="p">,</span><span class="s2">&quot;Female Default&quot;</span><span class="p">)</span>
</pre></div>

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<pre>Gender / Default
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<img src="data:image/png;base64,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<pre>Percentage of Male Default is 24 %
Percentage of Female Default is 20 %
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># 1=married, 2=single, 3=others</span>
<span class="c1"># preparing the vairable for the diagram</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Marriage / Default&quot;</span><span class="p">)</span>
<span class="n">_MARRIAGE_RANGE</span><span class="o">=</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="mi">3</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">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>

<span class="n">married</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">married_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">single</span><span class="o">=</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">single_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">2</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">others</span><span class="o">=</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">others_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">3</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>


<span class="n">marriage_total</span> <span class="o">=</span> <span class="p">[</span><span class="n">married</span><span class="p">,</span><span class="n">single</span><span class="p">,</span><span class="n">others</span><span class="p">]</span>
<span class="n">default_marriage_total</span> <span class="o">=</span> <span class="p">[</span><span class="n">married_default</span><span class="p">,</span><span class="n">single_default</span><span class="p">,</span><span class="n">others_default</span><span class="p">]</span>

<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">_MARRIAGE_RANGE</span><span class="p">,</span><span class="n">marriage_total</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">_MARRIAGE_RANGE</span><span class="p">,</span><span class="n">default_marriage_total</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">,</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.7</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</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="mi">3</span><span class="p">],[</span><span class="s1">&#39;Married&#39;</span><span class="p">,</span><span class="s1">&#39;Single&#39;</span><span class="p">,</span><span class="s1">&#39;Other&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">married</span><span class="p">,</span><span class="n">married_default</span><span class="p">,</span><span class="s2">&quot;Married Default&quot;</span><span class="p">)</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">single</span><span class="p">,</span><span class="n">single_default</span><span class="p">,</span><span class="s2">&quot;Single Default&quot;</span><span class="p">)</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">others</span><span class="p">,</span><span class="n">others_default</span><span class="p">,</span><span class="s2">&quot;Others Default&quot;</span><span class="p">)</span>
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<pre>Marriage / Default
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<pre>Percentage of Married Default is 23 %
Percentage of Single Default is 20 %
Percentage of Others Default is 26 %
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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># 1=married, 2=single, 3=others</span>
<span class="c1"># preparing the vairable for the diagram</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Marriage / Gender / Default&quot;</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">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">_MARRIAGE_RANGE</span><span class="o">=</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="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span>

<span class="n">female_married</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">female_married_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">male_married</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">male_married_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">female_single</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">female_single_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>

<span class="n">male_single</span><span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">male_single_default</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;MARRIAGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;SEX&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>


<span class="n">marriage_gender_total</span> <span class="o">=</span> <span class="p">[</span><span class="n">female_married</span><span class="p">,</span><span class="n">male_married</span><span class="p">,</span><span class="n">female_single</span><span class="p">,</span><span class="n">male_single</span><span class="p">]</span>
<span class="n">default_marriage_gender_total</span> <span class="o">=</span> <span class="p">[</span><span class="n">female_married_default</span><span class="p">,</span><span class="n">male_married_default</span><span class="p">,</span><span class="n">female_single_default</span><span class="p">,</span><span class="n">male_single_default</span><span class="p">]</span>

<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">_MARRIAGE_RANGE</span><span class="p">,</span><span class="n">marriage_gender_total</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">_MARRIAGE_RANGE</span><span class="p">,</span><span class="n">default_marriage_gender_total</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">,</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.7</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">_MARRIAGE_RANGE</span><span class="p">,[</span><span class="s1">&#39;Married Female&#39;</span><span class="p">,</span><span class="s1">&#39;Married Male&#39;</span><span class="p">,</span><span class="s1">&#39;Female Single&#39;</span><span class="p">,</span> <span class="s1">&#39;Male Single&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">female_married</span><span class="p">,</span><span class="n">female_married_default</span><span class="p">,</span><span class="s2">&quot;Married Female Default&quot;</span><span class="p">)</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">male_married</span><span class="p">,</span><span class="n">male_married_default</span><span class="p">,</span><span class="s2">&quot;Married Male Default&quot;</span><span class="p">)</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">female_single</span><span class="p">,</span><span class="n">female_single_default</span><span class="p">,</span><span class="s2">&quot;Single Female Default&quot;</span><span class="p">)</span>
<span class="n">calculate_percentage</span><span class="p">(</span><span class="n">male_single</span><span class="p">,</span><span class="n">male_single_default</span><span class="p">,</span><span class="s2">&quot;Single Male Default&quot;</span><span class="p">)</span>
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<pre>Marriage / Gender / Default
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<img 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<pre>Percentage of Married Female Default is 21 %
Percentage of Married Male Default is 25 %
Percentage of Single Female Default is 7 %
Percentage of Single Male Default is 14 %
</pre>
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">print</span><span class="p">(</span><span class="s2">&quot;Age / Default&quot;</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">20</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;AGE&#39;</span><span class="p">],</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;AGE&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()),</span><span class="n">rwidth</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;AGE&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)],</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;AGE&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()),</span><span class="n">rwidth</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">,</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.7</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;Age&#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;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">age_persentage_dataframe</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">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">,</span> <span class="s1">&#39;Percentage&#39;</span><span class="p">])</span>

<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;AGE&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()):</span>
    <span class="n">calculate_percentage</span><span class="p">(</span>
                         <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;AGE&#39;</span><span class="p">][</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;AGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">x</span> <span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">(),</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;AGE&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;AGE&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">x</span> <span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">count</span><span class="p">(),</span> <span class="n">x</span>
                               <span class="p">)</span>
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<pre>Age / Default
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<pre>Percentage of 21 is 20 %
Percentage of 22 is 30 %
Percentage of 23 is 26 %
Percentage of 24 is 26 %
Percentage of 25 is 25 %
Percentage of 26 is 20 %
Percentage of 27 is 21 %
Percentage of 28 is 20 %
Percentage of 29 is 19 %
Percentage of 30 is 19 %
Percentage of 31 is 18 %
Percentage of 32 is 19 %
Percentage of 33 is 18 %
Percentage of 34 is 19 %
Percentage of 35 is 20 %
Percentage of 36 is 22 %
Percentage of 37 is 21 %
Percentage of 38 is 20 %
Percentage of 39 is 20 %
Percentage of 40 is 21 %
Percentage of 41 is 22 %
Percentage of 42 is 23 %
Percentage of 43 is 22 %
Percentage of 44 is 23 %
Percentage of 45 is 18 %
Percentage of 46 is 27 %
Percentage of 47 is 23 %
Percentage of 48 is 22 %
Percentage of 49 is 26 %
Percentage of 50 is 24 %
Percentage of 51 is 25 %
Percentage of 52 is 25 %
Percentage of 53 is 22 %
Percentage of 54 is 22 %
Percentage of 55 is 27 %
Percentage of 56 is 27 %
Percentage of 57 is 22 %
Percentage of 58 is 25 %
Percentage of 59 is 25 %
Percentage of 60 is 34 %
Percentage of 61 is 37 %
Percentage of 62 is 15 %
Percentage of 63 is 25 %
Percentage of 64 is 29 %
Percentage of 65 is 20 %
Percentage of 66 is 28 %
Percentage of 67 is 31 %
Percentage of 68 is 20 %
Percentage of 69 is 20 %
Percentage of 70 is 20 %
Percentage of 71 is 0 %
Percentage of 72 is 33 %
Percentage of 73 is 75 %
Percentage of 74 is 0 %
Percentage of 75 is 33 %
Percentage of 79 is 0 %
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">#LIMIT_BAL</span>

<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Limit Balance / Default&quot;</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">20</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;LIMIT_BAL&#39;</span><span class="p">],</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;LIMIT_BAL&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()),</span><span class="n">rwidth</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;LIMIT_BAL&#39;</span><span class="p">][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)],</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;LIMIT_BAL&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()),</span><span class="n">rwidth</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">,</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.7</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;Limit Balance&#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;Count&#39;</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">20</span><span class="p">,</span><span class="mi">1</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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<pre>Limit Balance / Default
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<pre>&lt;matplotlib.figure.Figure at 0x7f93e2f84710&gt;</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># PAY_1 , PAY_2 , PAY_3 , PAY_4 , PAY_5, PAY_6</span>
<span class="n">pay_status_columns</span> <span class="o">=</span> <span class="n">getColumnsNames</span><span class="p">(</span><span class="s1">&#39;PAY_&#39;</span><span class="p">)</span>
<span class="n">figure</span><span class="p">,</span> <span class="n">ax</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">2</span><span class="p">,</span><span class="mi">3</span><span class="p">)</span>
<span class="n">figure</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">18</span><span class="p">,</span><span class="mi">8</span><span class="p">)</span>


<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">pay_status_columns</span><span class="p">)):</span>
    <span class="n">row</span><span class="p">,</span><span class="n">col</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">/</span><span class="mi">3</span><span class="p">),</span> <span class="n">i</span><span class="o">%</span><span class="k">3</span>

    <span class="n">d</span>  <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="n">pay_status_columns</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="n">pay_status_columns</span><span class="p">[</span><span class="n">i</span><span class="p">]][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">d</span><span class="p">,</span> <span class="n">align</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">align</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.7</span><span class="p">)</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">pay_status_columns</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
   

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">pay_amt_columns</span> <span class="o">=</span> <span class="n">getColumnsNames</span><span class="p">(</span><span class="s1">&#39;PAY_AMT&#39;</span><span class="p">)</span>
<span class="n">figure</span><span class="p">,</span> <span class="n">ax</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">3</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">figure</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">18</span><span class="p">,</span><span class="mi">8</span><span class="p">)</span>


<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">pay_status_columns</span><span class="p">)):</span>
    <span class="n">row</span><span class="p">,</span><span class="n">col</span> <span class="o">=</span>  <span class="n">i</span><span class="o">%</span><span class="k">3</span>, int(i/3)
   
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="n">pay_amt_columns</span><span class="p">[</span><span class="n">i</span><span class="p">]],</span> <span class="mi">30</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="n">pay_amt_columns</span><span class="p">[</span><span class="n">i</span><span class="p">]][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)],</span><span class="mi">30</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">,</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.7</span><span class="p">)</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">pay_amt_columns</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="c1">#adding scaling to make the graph more helpful</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">set_yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">,</span> <span class="n">nonposy</span><span class="o">=</span><span class="s1">&#39;clip&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="c1"># for i in range(0,1):</span>
    
<span class="c1">#     plt.hist(dataset[pay_status_columns[i]], sorted(dataset[pay_status_columns[i]].unique()),rwidth=0.9, color =&#39;grey&#39;)</span>
<span class="c1">#     plt.show()</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># BILL_AMT1 , PAY_2 , PAY_3 , PAY_4 , PAY_5, PAY_6</span>
<span class="c1">#(-1=pay duly, 1=payment delay for one month, 2=payment delay for two months, ... 8=payment delay for eight months, 9=payment delay for nine months and above)</span>
<span class="n">bill_atm_columns</span> <span class="o">=</span>  <span class="n">getColumnsNames</span><span class="p">(</span><span class="s1">&#39;BILL_AMT&#39;</span><span class="p">)</span>
<span class="n">figure</span><span class="p">,</span> <span class="n">ax</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">3</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">figure</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>


<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">pay_status_columns</span><span class="p">)):</span>
    <span class="n">row</span><span class="p">,</span><span class="n">col</span> <span class="o">=</span>  <span class="n">i</span><span class="o">%</span><span class="k">3</span>, int(i/3)
   
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="n">bill_atm_columns</span><span class="p">[</span><span class="n">i</span><span class="p">]],</span> <span class="mi">20</span><span class="p">,</span><span class="n">rwidth</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="n">bill_atm_columns</span><span class="p">[</span><span class="n">i</span><span class="p">]][(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;default.payment.next.month&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">)],</span><span class="mi">20</span><span class="p">,</span><span class="n">rwidth</span><span class="o">=</span><span class="mf">0.9</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">,</span><span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.7</span><span class="p">)</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">bill_atm_columns</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="c1">#adding scaling to make the graph more helpful</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">set_yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">,</span> <span class="n">nonposy</span><span class="o">=</span><span class="s1">&#39;clip&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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/UkqcsCWZIEOAZZkrpcxUKSpE2ivbJQe1WhZ+IKGNpsnKQnSZIktThJTxPjep2SJGkaOQZZkgR4VU+SuhyDrKnV6WFeeZycPczS6HlVT2tbBDAna1OwB1mSJElqsQdZkiTNFW8womHZgyxJkiS1uMybJEmS1DLRAtm7NkmSJGnaOMRCkgR4VU+SuiyQJUmAV/UkqctVLKQRcMa0JEnzwx5kSZIkqcUeZM2kzl32VmPvrCRJWj8LZGkAKxfmndthe6tVSZLmg0MsJEmSpBYLZEmSJKll5EMskrwAeAOwtapeNer9S/1ZZGnpoae1OgxCmg+uHDN9Vp8bsgwsbGQo0tD6KpCT3AhcCjxWVd/Qat8NvBHYAry1qn65qh4Grkzy7nEELM0T/09e42anhSQNrt8hFgeB3e2GJFuAG4BLgF3AniS7RhqdJOlpktyY5LEk9/a0707yYJIjSa4FqKqHq+rKyUQqSbOprx7kqroryY6e5hcBR5oeY5LcAlwG3N/PPpPsBfYCbN++vc9wJUl0Oi2uB27qNrQ6LS4GjgJ3J7m9qvrKydK4rbU8p8PfNG2GmaR3LvBI6/VR4NwkX5XkzcA3J3n9ah+uqgNVtVBVC9u2bRsiDEnaXKrqLuCzPc0nOi2q6otAt9NCkjSgka9iUVWfqaqrq+prqurfrbVtksUkB44fPz7qMCRpsxmq0yLJ3iTLSZaPHTs27lglaaoNUyA/Cpzfen1e09a3qjpUVXu3bt06RBiSpNX022nhVT1Jesowy7zdDVyY5AI6hfESMNAgoiSLwOLOnTuHCEOSxAg6LczJ2swGXVUIXFlonvXVg5zkZuCDwAuTHE1yZVU9AVwD3Ak8ANxaVfcNcnB7kCVpZE50WiQ5lU6nxe2D7MCcLEkd/a5isWeV9sPA4ZFGJElaU9NpcRFwdpKjwL6qeluSbqfFFuDGQTst7EHWJD19lYvlEzd8cpULbbSR30lvECZjTaPVliIyQWtajKvToqoOAYcWFhauWu8+JGkeTLRANhlL0vSYl06Llf+R2+mN9B+6s8t1lLWR7EHWprN6kl0GFjYyFGmq2GkhSR0jXwd5EE4IkSRJ0rSZaIEsSZoe3rxJkjoskCVJgFf1JKlrogWyvRWSJEmaNq5iIUkCnDit+bXWChgd3hFPJ3OIhSQJcIiFJHVZIEuSJEktroMsbZCTL/EtN23eRlWSpGnjGGRJEmCnhTazxRMdFr3swNicHGIhSQIcgyxJXRbIkiRJUosFsiRJktTiJD1pSqy2Tmfv+Lf9+/cPtN99+1zfU5KkQThJT5IEzFKnhROq9HSdToaTVwiS1sshFpIkwEl6ktRlgSxJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1zPQ6yK4Hq2nT71rG0jSaxDJv5nFJ02iiPcguKSRJ08OcLEkdDrGQJEmSWiyQJUmSpBYLZEmSJKnFAlmSJElqsUCWJEmSWiyQJUmSpBYLZEmSJKll5DcKSfJs4D8AXwQ+UFXvGPUxJEn9MSdL0uD66kFOcmOSx5Lc29O+O8mDSY4kubZp/kHg3VV1FfCKEccrSZueOVmSxqvfIRYHgd3thiRbgBuAS4BdwJ4ku4DzgEeazZ4cTZiSpJaDmJMlaWz6GmJRVXcl2dHT/CLgSFU9DJDkFuAy4CidhPxXrFGAJ9kL7AXYvn37oHFL2gD79+8f+DP79u0bQySrm4UYR20ac/Jm/B0kGPxvv/t3v57PrfdYG2kWYuzHMJP0zuWpXgnoJOFzgfcA/0uSNwGHVvtwVR2oqoWqWti2bdsQYUiSMCdL0siMfJJeVf0T8CP9bJtkEVjcuXPnqMOQJGFOlqT1GKYH+VHg/Nbr85q2vlXVoarau3Xr1iHCkCRhTpakkRmmQL4buDDJBUlOBZaA2wfZQZLFJAeOHz8+RBiSJMzJkjQy/S7zdjPwQeCFSY4mubKqngCuAe4EHgBurar7Bjm4vRWSNDhzsiSNV7+rWOxZpf0wcHikEUmS1mROlqTxmuitpr2cJ0nTw5wsSR0TLZC9nCdJ08OcLEkdqapJx0CSY8DHe5rPBj49gXBGxfgny/gnb9bPoTf+51fVXC8Q3F3mDXg18NGet2f992ybp3OB+Tofz2U6TeO5jDUnT0WBvJIky1W1MOk41sv4J8v4J2/Wz2HW4x+1efo+5ulcYL7Ox3OZTvN0Lv2a6BALSZIkadpYIEuSJEkt01wgH5h0AEMy/sky/smb9XOY9fhHbZ6+j3k6F5iv8/FcptM8nUtfpnYMsiRJkjQJ09yDLEmSJG04C2RJkiSpZawFcpJfS/KRJB9O8v8mObP13uuTHEnyYJKXtdp3N21Hklzbar8gyYea9nclObVpP615faR5f8czHWPM57xi/BslyflJ/ijJ/UnuS/K6pv25Sf5zko82/z2raU+S65p4P5zkW1r7uqLZ/qNJrmi1f2uSv2k+c12SrHWMdZ7HliT/JckdzeuR/f6D/o2tI/Yzk7y7+dt/IMm3z9L3n+Snm7+de5PcnOT0af/+k9yY5LEk97baJvadr3WMScomzMm9VjufCcQxF7l6hfOa2dzdcx4zncd7zmXmcvpUqKqxPYCXAqc0z38F+JXm+S7gr4HTgAuAjwFbmsfHgBcApzbb7Go+cyuw1Dx/M/DjzfOfAN7cPF8C3rXWMcZ8vqvGv1EP4BzgW5rnzwEear6LXwWubdqvbf0WLwf+AAjwbcCHmvbnAg83/z2reX5W895fNNum+ewlTfuKx1jnefwr4J3AHaP8/dfzN7aO2H8X+LHm+anAmbPy/QPnAn8LfHnrO3nttH//wHcB3wLc22qb2He+2jEm/WCT5eQVzn/iOboVy1zk6hXOa2Zzd895zGwe7zmPmczp0/DYyGTwPwPvaJ6/Hnh96707gW9vHne22l/fPELnDi7dxH5iu+5nm+enNNtltWOM+RxXjH+iPzD8PnAx8CBwTtN2DvBg8/wtwJ7W9g827+8B3tJqf0vTdg7wkVb7ie1WO8Y6Yj4PeD/wvcAdo/z91/M3NmDsW+kko/S0z8T3TyeZPkInoZ/SfP8vm4XvH9jByQXyxL7z1Y6xUf+77/P7mvucvMI5T12ObsUyc7l6hXOY2dzdcx4zncd7Yp7ZnD7px0aOQf5ROv9Kgqd+sK6jTdtq7V8FfK6qnuhpP2lfzfvHm+1X29c4TeKYq2oujXwz8CHgeVX1yeatTwHPa54P+luc2zzvbWeNYwzqN4GfAb7UvB7l77+ev7FBXAAcA36nucz41iTPZka+/6p6FPh14BPAJ+l8n/cwO99/2yS/86nKBavYDDm51zTE8DQznKt7zXLubpvpPN42Zzl9Qw1dICf5w2ZcS+/jstY2bwCeAN4x7PHUnyRnAP8J+Kmq+sf2e9X551yN8/jrPUaSS4HHquqe0Ue1IU6hc6n/TVX1zcA/0blMdsKUf/9nAZfR+T+IfwE8G9g92ug23jR/56NmTp4ts5qre81B7m6b6TzeNq85fSOcMuwOqur713o/yWuBS4Hva35sgEeB81ubnde0sUr7Z4Azk5zS/GukvX13X0eTnELn0shnnuEY4zKJYz5NkmfRSbjvqKr3NM1/n+ScqvpkknOAx5r21WJ+FLiop/0DTft5K2y/1jEG8R3AK5K8HDgd+ErgjYz29x/0b2wQR4GjVfWh5vW76STWWfn+vx/426o6BpDkPXR+k1n5/tsm+Z1PLBeYk9c0DTGcMOO5utes5+62Wc/jbfOU0zfWOMdv0PlXyv3Atp72r+fkwd4P0xnofUrz/AKeGuz99c1n/iMnD/b+ieb5/8HJA8pvXesYYz7fVePfqAedcT83Ab/Z0/5rnDzw/1eb5z/AyZML/qJpfy6dMVhnNY+/BZ7bvNc7ueDlax1jiHO5iKcmeozk91/P39g64v4T4IXN819ovpeZ+P6BFwP3AV/R7P93gZ+che+fp49Bnth3vtoxJv1gk+XkFc5/4jm6Fcvc5OoVzu0iZjB395zDzObxnvOY2Zw+6ce4E8AROmNT/qp5vLn13hvozHx8kGb2ZtP+cjqzeT8GvKHV/oLmD+pI86Wf1rSf3rw+0rz/gmc6xpjPecX4N+wHhZfQuSTz4db3/nI644HeD3wU+MPW/0gD3NDE+zfAQmtfP9p8r0eAH2m1LwD3Np+5nqfuyLjiMYY4l4t4KsmO7Pcf9G9sHXF/E7Dc/Aa30UmMM/P9A/uBjzTH+D06CXGqv3/gZjrj6/6ZTu/PlZP8ztc6xiQfbMKcvMJ3MNEc3YpjbnL1Cud2ETOYu3vOYabzeM+5zFxOn4aHt5qWJEmSWryTniRJktRigSxJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1WCBLkiRJLRbIkiRJUosFsiRJktRigSxJkiS1WCBrbJL8XZLHk3w+yT8keW+S85v3Dib5xeb5jiSV5JQV9vELSd6+zuN/oDnuaT3tB5vjXdbT/htN+2uT/FwT9+eTfCHJk63X9yX5H5LcnOS/Jjme5M+SvHg9cUrSRpjnnLzC+X0+yfvWE6cEFsgav8WqOgM4B/h74Lc24qBJdgDfCRTwihU2eQi4vLX9KcAPAR8DqKpfqqozmtivBj7YfV1VXw+cAdwNfCvwXOB3gfcmOWNsJyVJw5vXnNy12Gp/6XjORpuBBbI2RFV9AXg3sGuDDnk58OfAQeCKFd4/BLwkyVnN693Ah4FP9bPzqnq4qv59VX2yqp6sqgPAqcALh45cksZs3nKyNGoWyNoQSb4CeDWdBLkRLgfe0TxeluR5Pe9/Afh9YKm1/U3rPViSb6JTIB9Z7z4kaaPMcU5+R5JjSd6X5BvXHa02PQtkjdttST4HHAcuBn5t3AdM8hLg+cCtVXUPnUt0r1lh05uAy5OcCXw3cNs6j/eVwO8B+6vq+PqilqQNMc85+YeBHc2x/gi4s9mXNDALZI3bK6vqTOB04Brgj5N89ZiPeQXwvqr6dPP6naxwSa+q/hTYBrwBuKOqHh/0QEm+nM6lwT+vqn+3/pAlaUPMbU6uqj+rqser6r83+fhzdMY9SwN72gxVaRyq6kngPUneArxkXMdpCtYfArYk6Y5dOw04M8k3VtVf93zk7cDPA9+zjmOdRqeH4yjwv68/aknaWPOYk1dQQEawH21C9iBrQ6TjMuAs4IFVNjstyemtR/fv88t62k9b5fMArwSepDPx5Juax9cBf0JrhnTLdXQuM9414Pk8i84El8eBK6rqS4N8XpImaQ5z8vYk35Hk1Cam/ws4G/izQfYjddmDrHE7lORJOv+S/zidYvK+ZMV/1H++5/XFzX/3NI+uR4HzVjneFcDvVNUn2o1JrgeuS/Kz7faq+izw/n5OpMf/BFxKp0D+XOt8LqmqP1nH/iRpI8xrTn4O8Cbga+hM+PsrOvn4M+vYl0SqatIxSJIkSVPDIRaSJElSi0MsNHOSbAfuX+XtXb2X8iRJ42NO1jxyiIUkSZLUMtEe5CSLwOJznvOcq772a792kqFI0pruueeeT1fVtknHsRHOPvvs2rFjx6TDkKRVjTsnT0UP8sLCQi0vL086DElaVZJ7qmph0nFsBHOypGk37pzsJD1JkiSpxQJZkiRJarFAliQBnXkhSQ4cP3580qFI0kRZIEuSAKiqQ1W1d+vWrZMORZImygJZkiRJaplogezlPEmSJE2biRbIXs6TJEnStNl0t5rev3//QNvv27dvTJFIkszJkqaRY5AlSZKkFgtkSZIkqcUCWZIkSWqxQJYkSZJaLJAlac4leXaS5SSXTjoWSZoFFsiSNGOS3JjksST39rTvTvJgkiNJrm299bPArRsbpSTNrrEUyPZWSNJYHQR2txuSbAFuAC4BdgF7kuxKcjFwP/DYRgcpSbOqrwLZ3gpJmh5VdRfw2Z7mFwFHqurhqvoicAtwGXAR8G3Aa4CrkqyY95PsbTo2lo8dOza+4CVpBvR7o5CDwPXATd2GVm/FxcBR4O4ktwPn0umtOH2kkUqS1nIu8Ejr9VHgxVV1DUCS1wKfrqovrfThqjoAHABYWFio8YYqSdOtrwK5qu5KsqOn+URvBUCSbm/FGcCz6VziezzJ4ZUScpLMN/SwAAAgAElEQVS9wF6A7du3rzd+SVIfqurgM22TZBFY3Llz5/gDkqQpNsytpu2tkKTp8Shwfuv1eU1b36rqEHBoYWHhqlEGNg7eolrSOI1tFYuqOlhVd6y1TZLFJAeOHz8+rjAkabO4G7gwyQVJTgWWgNsH2YE5WZI6himQR9JbUVV7t27dOkQYkrS5JLkZ+CDwwiRHk1xZVU8A1wB3Ag8At1bVfYPs15wsSR3DDLE40VtBpzBeojNLum+Od5OkwVXVnlXaDwOH17tfc7IkdfS7zJu9FZI058zJktTR7yoWY+mtkCRJkqbNRG817YQQSZoe5mRJ6hhmDPLQXFJIkqbHLOVkSRone5AlSZKklokWyE4IkaTpYaeFJHVMtECWJE0POy0kqcMCWZIkSWpxDLIkSZLU4hhkSZIkqcUhFpIkwKt6ktRlgSxJAryqJ0ldjkGWJEmSWhyDLEmSJLU4xEKSJElqsUCWJAEOe5OkrlMmHYAkaTpU1SHg0MLCwlWTjmUc9u/fP9D2+/btG1Mkkqadk/QkSZKkFifpSZIkSS2bbojF0tI7V33vllteM9JjDXo5D7ykJ0kreSp3LzevHzrx3qhztyRtugJZkjR9NrLzQpKeiatYSJIkSS0WyJIkwInTktRlgSxJApw4LUldLvMmSZIktbjMmyRJktTiKhYtK8+iXm7+u7CRoUiSJGlCHIMsSZIktdiDLEnSGga96ZM3fJJmnz3IkiRJUosFsiRJktTiEIsp5OU8SaOS5OuA1wFnA++vqjdNOCRJmnr2IEvSjElyY5LHktzb0747yYNJjiS5FqCqHqiqq4EfAr5jEvFK0qwZeYGc5OuSvDnJu5P8+Kj3L0niILC73ZBkC3ADcAmwC9iTZFfz3iuA9wKHNzZMSZpNfRXI9lZI0vSoqruAz/Y0vwg4UlUPV9UXgVuAy5rtb6+qS4Af3thIJWk29duDfBB7KyRpmp0LPNJ6fRQ4N8lFSa5L8hbWyMlJ9iZZTrJ87NixcccqSVOtr0l6VXVXkh09zSd6KwCSdHsr7q+q24Hbk7wXWOn2dCTZC+wF2L59+7qClyStrao+AHygj+0OAAcAFhYWarxRSdJ0G2YM8lC9FVV1oKoWqmph27ZtQ4QhSQIeBc5vvT6vaetbksUkB44fPz7SwCRp1ox8mbd+eyugk4yBxZ07d446jLFYWlqxMxyAW255zQZGIklPczdwYZIL6BTGS8BAiamqDgGHFhYWrhpDfJI0M4YpkIfurTAZS9LgktwMXAScneQosK+q3pbkGuBOYAtwY1XdN+B+Z6rTos0ODEmjNEyBPHRvxSwnY0malKras0r7YYaYHG2nxegMesMn8KZP0jTpd5m3m4EPAi9McjTJlVX1BNDtrXgAuHXQ3oqqOlRVe7du3Tpo3JKkEXMMsiR19LuKxVh6KzRa3qJa0jDsQZakjoneatreCkmSJE2biRbIDrGQpOlhp4UkddiDLEkC7LSQpC57kCVJkqSWiRbIkqTp4VU9SeqwQJYkAV7Vk6QuxyBLkiRJLcPcSW9o87bm5sm3Ol1maemhE6+81akkSdJsmGiBLEmaHkkWgcWdO3dOOpQxWDyp06LNDgxJvRyDLEkCHIMsSV2OQZYkSZJaXAdZkiRJanEM8ia3f//+gT+zb9++MUQiSZI0HSyQJUnAvE/Smw2DdlrYYSGNh5P0JEmAw94kqctJepIkSVKLNwqRJG16J9/oqWu5ee8h10qWNhmHWEiSJEktTtLbQCv3UHTYOyFJkjQd7EGWJEmSWiyQJUmSpBYLZEkS4MpCktTlMm+SJMB1kCWpy2XetC7e7UnSZrLWJGtworU0b1zFYko8lXyXWVp66KT3TLySpLXYaSGNlmOQJUmSpBYLZEmSJKnFAlmSJElqsUCWJEmSWpykNyPWnkHtZAtJkqRRsUCWpDmW5JXADwBfCbytqt434ZAkaeqNpUA2IWs1LkUkDS/JjcClwGNV9Q2t9t3AG4EtwFur6per6jbgtiRnAb8OmI/H4OSrfC7XKc26vscgJ7kxyWNJ7u1p353kwSRHklwLUFW3VdVVwNXAq0cbsiRtegeB3e2GJFuAG4BLgF3AniS7Wpv86+Z9SdIzGGSS3kFMyJI0cVV1F/DZnuYXAUeq6uGq+iJwC3BZOn4F+IOq+svV9plkb5LlJMvHjh0bX/CSNAP6LpBHnZBNxpI0UucCj7ReH23afhL4fuBVSa5e7cNVdaCqFqpqYdu2beONVJKm3LBjkFdKyC/mqYS8NcnOqnpz7wer6gBwAGBhYaGGjEOStIKqug64rp9tkywCizt37hxvUJoKzgmRVjeWdZCr6rqq+taqunql4rgryWKSA8ePHx9HGJK0mTwKnN96fV7T1reqOlRVe7du3TrSwCRp1gxbIA+VkE3GkjQydwMXJrkgyanAEnD7IDuw00KSOoYdYnEiIdMpjJeAvtey8XLeKC0+bVmhLpcXkuZLkpuBi4CzkxwF9lXV25JcA9xJZ5m3G6vqvkH2W1WHgEMLCwtXjTpmrX3DJ/O0NF36LpDHkZBNxpI0uKras0r7YeDwBocjSXOn7wLZhCxJ882repLUMdFbTZuM1Q9nWksbw6t6ktQxllUs+uUkPUmSJE2biRbIkqTp4SoWktThEItNYuXZ08ssLT3k7GlJgEMsJKnLIRaSJElSi0MsJEmAQywkqWuiBbLJWJKmh1f1JKnDIRaSJElSy0Qn6Unj5PrJkjR65lZtBhbIkiTAlYUmb5GlpYdWfMfVhqSN5TJvWmUJuA6TsrR5uMybJHVMtEA2Gc+GpxfQyyd6OSygJWljrLaefcfCRoYizT2XeZMkSZJaHIMsSZLGatCJfeDkPk2WPciSJMC16SWpyxuFSJIA16aXpC4n6UmSNAdckUgaHYdYSJIkSS0WyJIkSVKLBbIkSZLU4jJvGprj3iRp+p2cq5dPuq21uVo6mT3IkiTAlYUkqctl3iRJgMu8SVKXy7xp7DqX9Zab5w+d9J6X9SRJ0rRxiIUkSZLU4iQ9TdS0TfDbv3//wJ/Zt2/fGCKRJA2ak83HGhV7kCVJkqQWC2RJkiSpxQJZkiRJarFAliRJkloskCVJkqSWka9ikeQFwBuArVX1qlHvv83ZrZK0to3MyZI0L/rqQU5yY5LHktzb0747yYNJjiS5FqCqHq6qK8cRrCTJnCxJ49ZvD/JB4Hrgpm5Dki3ADcDFwFHg7iS3V9X9ow5Sm9ni0+6+1+Vd+LSJHcScLElj01cPclXdBXy2p/lFwJGmd+KLwC3AZSOOT5LUYxw5OcneJMtJlo8dOzbCaCVp9gwzSe9c4JHW66PAuUm+KsmbgW9O8vrVPmwylqSRGionV9WBqlqoqoVt27aNO1ZJmmojn6RXVZ8Bru5juwNJPgksnnrqqd866jgkSf3nZIAki8Dizp07xxuUZtQigMPetCkM04P8KHB+6/V5TVvfqupQVe3dunXrEGFIkjAnS9LIDNODfDdwYZIL6CThJcB/PkrSZAydk+1B3tyWlt656nv2Dmuz6atATnIzcBFwdpKjwL6qeluSa4A7gS3AjVV13yAHNxlrkp7+fwbLJy4dDvp/Bq7JrY00rpxcVYeAQwsLC1eNOmZJmiV9FchVtWeV9sPA4fUe3GQsSYMbV06200LDWL0HennVcctt9lJrmox8kt4gTMYat7UuGUo6mZ0WktQxzCS9oTkhRJIkSdNmoj3IkqTpMcxVvUHH4YNj8SVNr4n2ICdZTHLg+PHjkwxDkoRX9SSpyyEWkiRJUstEC2RJkiRp2riKhbSKZ1o0/6n3n76EkcsVaRaZkyWpwyEWkiTAnCxJXQ6xkCRJkloskCVJkqQWxyBrpq08Tni5+e/CRoYizTxzsibt5Jx+8vyOQeZ2DLout2tyq5djkCVJgDlZkrocYiFJkiS1WCBLkiRJLRbIkiRJUouT9CRJwHhz8moTapeWHvLGOurbM93ASRoVJ+lJkgBzsiR1OcRCkiRJarFAliRJkloskCVJkqQWC2RJkiSpxQJZkiRJanGZN2mC9u/fP9D2+/btG1MkkjlZ82ARgKWlh572jsvAaRAu8yZJAszJktTlEAtJkiSpxQJZkiRJarFAliRJkloskCVJkqQWC2RJkiSpxQJZkiRJarFAliRJklpGfqOQJM8G/gPwReADVfWOUR9DktQfc7IkDa6vHuQkNyZ5LMm9Pe27kzyY5EiSa5vmHwTeXVVXAa8YcbyStOmZkyVpvPodYnEQ2N1uSLIFuAG4BNgF7EmyCzgPeKTZ7MnRhClJajmIOVmSxqavArmq7gI+29P8IuBIVT1cVV8EbgEuA47SSch971+S1D9zsiSN1zBjkM/lqV4J6CThFwPXAdcn+QHg0GofTrIX2Auwffv2IcKQNpf9+/cPtP2+ffuG+ty0G/S8YHbObUDmZGkI85xLNjL/z8v/14x8kl5V/RPwI31sdwA4ALCwsFCjjkOSZE6WpPUY5nLbo8D5rdfnNW19S7KY5MDx48eHCEOShDlZkkZmmAL5buDCJBckORVYAm4fZAdVdaiq9m7dunWIMCRJmJMlaWT6XebtZuCDwAuTHE1yZVU9AVwD3Ak8ANxaVfcNcnB7KyRpcOZkSRqvvsYgV9WeVdoPA4fXe/CqOgQcWlhYuGq9+5CkzcacLEnjNdElf+ytkKTpYU6WpI6JFsiOd5Ok6WFOlqSOVE1+NZ8kx4CPT+jwZwOfntCxx2GezmeezgU8n2nWz7k8v6q2bUQwkzbhnNxrnv7O2jyv2eJ5TZ+x5uSJFshJFoFF4FAz9m0SMSxX1cIkjj0O83Q+83Qu4PlMs3k6l2FMQ07uNa+/jec1WzyvzWfkNwoZRHdCyCRjkCR1mJMlqWOiY5AlSZKkaWOB3NxadY7M0/nM07mA5zPN5ulc5s28/jae12zxvDaZqZikJ0mSJE0Le5AlSZKkFgtkSZIkqWXTFshJdid5MMmRJNdOQTznJ/mjJPcnuS/J65r25yb5z0k+2vz3rKY9Sa5r4v9wkm9p7euKZvuPJrmi1f6tSf6m+cx1SbLWMUZwTluS/JckdzSvL0jyoeb470pyatN+WvP6SPP+jtY+Xt+0P5jkZa32FX+/1Y4xgnM5M8m7k3wkyQNJvn3Gf5ufbv7O7k1yc5LTZ+n3SXJjkseS3Ntqm9jvsdYxtD6r/Q1NWuYwV7eOOzc5u+e85ip/N/ue6Rw+E6pq0z2ALcDHgBcApwJ/DeyacEznAN/SPH8O8BCwC/hV4Nqm/VrgV5rnLwf+AAjwbcCHmvbnAg83/z2reX5W895fNNum+ewlTfuKxxjBOf0r4J3AHc3rW4Gl5vmbgR9vnv8E8Obm+RLwrub5rua3OQ24oPnNtqz1+612jBGcy+8CP9Y8PxU4c1Z/G+Bc4G+BL299Z6+dpd8H+C7gW4B7W20T+z1WO4aPdf+NTl2ObsU2d7m6dW5zk7N7zmtu8nezr5nP4bPwmHgAEzlp+Hbgztbr1wOvn3RcPTH+PnAx8CBwTtN2DvBg8/wtwJ7W9g827+8B3tJqf0vTdg7wkVb7ie1WO8aQ8Z8HvB/4XuCOJnF8Gjil9zcA7gS+vXl+SrNden+X7nar/X5rHWPIc9naJKP0tM/qb3Mu8AidRH9K8/u8bNZ+H2AHJxfIE/s9VjvGsL/VZn2s9jc06bhWiXWmc3XrOHOTs3vOa67yd7Ovucjh0/7YrEMsun9cXUebtqnQXP74ZuBDwPOq6pPNW58Cntc8X+0c1mo/ukI7axxjGL8J/Azwpeb1VwGfq6onVjj+iZib94832w96jmsdYxgXAMeA32kuP741ybOZ0d+mqh4Ffh34BPBJOt/3Pczu79M1yd9jqnPKDJqJ73NOcnXXPOXstrnK3zDXOXyqbNYCeWolOQP4T8BPVdU/tt+rzj/ZapzHH8UxklwKPFZV94wmqok7hc7l/DdV1TcD/0TnctkJs/LbADTj4C6j838c/wJ4NrB72P1Ok1n6PTSb5iFXd81hzm6bq/wNmyOHT4PNWiA/Cpzfen1e0zZRSZ5FJ+G+o6re0zT/fZJzmvfPAR5r2lc7h7Xaz1uhfa1jrNd3AK9I8nfALXQu2b0RODNJ9/bm7eOfiLl5fyvwmXWc42fWOMYwjgJHq+pDzet300m4s/jbAHw/8LdVdayq/hl4D53fbFZ/n65J/h5TmVNm2FR/n3OUq7vmLWe3zVv+hvnN4VNlsxbIdwMXNrMxT6UzaP32SQbUzHp9G/BAVf371lu3A1c0z6+gM96t2355M+P224DjzaWcO4GXJjmr+VfmS+mMEfok8I9Jvq051uU9+1rpGOtSVa+vqvOqaged7/b/q6ofBv4IeNUq59I9/qua7atpX2pm4F4AXEhnMsSKv1/zmdWOMcz5fAp4JMkLm6bvA+5nBn+bxieAb0vyFc3xuuczk79PyyR/j9WOofWZuhzdNU+5umvecnbPuc1b/ob5zeHTZRIDn6fhQWem6kN0Zmq+YQrieQmdyy8fBv6qebyczpif9wMfBf4QeG6zfYAbmvj/Blho7etHgSPN40da7QvAvc1nruepOymueIwRnddFPDUj+gV0/sd3BPiPwGlN++nN6yPN+y9off4NTbwP0swMXuv3W+0YIziPbwKWm9/nNjqzmGf2twH2Ax9pjvl7dGYxz8zvA9xMZ+zdP9PpIbpykr/HWsfwse6/0anK0a245jJXt459EXOQs3vOaa7yd7Pvmc7hs/DwVtOSJElSy2YdYiFJkiStyAJZkiRJarFAliRJkloskCVJkqQWC2RJkiSpxQJZkiRJarFAliRJkloskCVJkqQWC2RJkiSpxQJZkiRJarFAliRJkloskCVJkqQWC2RJkiSpxQJZkiRJarFA1tgk+bskjyf5fJJ/SPLeJOc37x1M8ovN8x1JKskpK+zjF5K8fZ3H/0Bz3NN62g82x7usp/03mvbXJvm5Ju7PJ/lCkidbr+9rtv+jJMeS/GOSv+7dnyRNk3nPyc1nXpfkb5P8U5IHknztemKVLJA1botVdQZwDvD3wG9txEGT7AC+EyjgFSts8hBweWv7U4AfAj4GUFW/VFVnNLFfDXyw+7qqvr752OuAc6rqK4G9wNuTnDOmU5KkUZjbnJzkx4ArgR8AzgAuBT49rnPSfLNA1oaoqi8A7wZ2bdAhLwf+HDgIXLHC+4eAlyQ5q3m9G/gw8Kl+D1BVH66qJ7ovgWcB5683YEnaKPOWk5N8GbAP+Omqur86PlZVnx06cm1KFsjaEEm+Ang1nQS5ES4H3tE8XpbkeT3vfwH4fWCptf1Ngx4kyR1JvgB8CPgAsLzegCVpo8xhTj6veXxDkkeaYRb7m8JZGph/OBq325J8DjgOXAz82rgPmOQlwPOBW6vqHjqX6F6zwqY3AZcnORP4buC2QY9VVZcCzwFeDryvqr607sAlafzmNSef1/z3pcC/BL4H2ENnyIU0MAtkjdsrq+pM4HTgGuCPk3z1mI95BZ1itTv27J2scEmvqv4U2Aa8Abijqh5fz8Gq6p+r6g+AlyZZaWydJE2Lec3J3W1/tao+V1V/B7yFTueFNLCnzVCVxqGqngTek+QtwEvGdZwkX05nYseWJN2xa6cBZyb5xqr6656PvB34eTq9DcM6BfiaEexHksZqDnPyg8AX6cwH6apVtpWekT3I2hDpuAw4C3hglc1OS3J669H9+/yynvbTVvk8wCuBJ+lMPPmm5vF1wJ/QmiHdch2dy4x3DXg+/2OSS5J8eZJnJflfge8C/niQ/UjSJMxbTq6q/w68C/iZJM9Jch6d1YXuGGQ/Upc9yBq3Q0mepPMv+Y8DV1TVfUlW2vbzPa8vbv67p3l0PcpT4816XQH8TlV9ot2Y5HrguiQ/225vZji/v58T6RHgF+gk/SeBjwKvrqq/XMe+JGmjzGtOhs6QkQPAfwU+B/w2cOM696VNLlVegZAkSZK6HGIhSZIktTjEQjMnyXbg/lXe3tV7KU+SND7mZM0jh1hIkiRJLVPRg3z22WfXjh07Jh2GJK3qnnvu+XRVbZt0HBvBnCxp2o07J09Fgbxjxw6Wl71Dr6TpleTjk45ho5iTJU27cedkJ+lJkiRJLRbIkiRJUosFsiQJgCSLSQ4cP3580qFI0kRNtEA2GUvS9KiqQ1W1d+vWrZMORZImaqIFsslYkiRJ08YhFpIkSVKLBbIkSZLUMhXrIG+k/fv3D7T9vn37xhSJJGme+f830uyyB1mSJElqsUCWJAGuLCRJXRbIkiTAlYUkqcsCWZIkSWoZS4Gc5NlJlpNcOo79S5IkSePSV4Gc5MYkjyW5t6d9d5IHkxxJcm3rrZ8Fbh1loJIkSdJG6LcH+SCwu92QZAtwA3AJsAvYk2RXkouB+4HHRhinJEmStCH6Wge5qu5KsqOn+UXAkap6GCDJLcBlwBnAs+kUzY8nOVxVXxpZxBPiepaSJEmbwzA3CjkXeKT1+ijw4qq6BiDJa4FPr1YcJ9kL7AXYvn37EGFIkiRJozO2VSyq6mBV3bHG+weqaqGqFrZt2zauMCRJkqSBDFMgPwqc33p9XtPWNxell6Txc2UhSRrMMAXy3cCFSS5IciqwBNw+yA5clF6SBufKQpI0Xv0u83Yz8EHghUmOJrmyqp4ArgHuBB4Abq2q+wY5uD3IkrQuB3FlIUkam35XsdizSvth4PB6D15Vh4BDCwsLV613H5K02YxjZSEnTkvSU4ZZxWJoSRaBxZ07d04yDEmaB0OtLFRVB4ADAAsLCzXeUCVpuo1tFYt+OAZZkjbGM60sBA57k6SuiRbIkqSRGXplITstJKljogWyvRWSNDJDryxkTpakDodYSNKMGdfKQuZkSeqY6CQ9Sf9/e/cfY9lZFnD8+6Rlq1ZcWthg3Xbd4pSNq1F+TIqGHxKDsAWGKhq5izEitWuBIqDGFDGM85/4I1FiLaxaFwztUCtiCyVVUaxRlA7Qlpayy7ZUuxtoV9HVEKUUHv845+yeuXPv7L0z5845d+b7SSZ7573n3ve57333Pe+8533fI41vUjsLSZIKTrGQJAG2yZJUcYqFJAmwTZakirtYSJIAR5AlqWIHWZIEOIIsSRXnIEuSJEk1zkGWJAEOWkhSxSkWkiTAQQtJqthBliRJkmq8UYgkSR2xsLAw1vHz8/MTikTa2lykJ0kCbJMlqeIiPUkSYJssSRXnIEuSJEk1dpAlSZKkGhfpDdHr3VA+Wir/nR37PcZdbAEuuJAkSWqbHWRJElAs0gPmZmZm2g5l0zk96DLY4uKrNygSSaNwioUkCXCRniRV7CBLkiRJNe6DLEmSJNW4D7IkSZJU4xQLSZIkqcZdLDjz6mJJkiRtHY4gS5IA14VIUsUOsiQJcF2IJFWcYiFJ0rrMDUzt9Y4A3gREmkZ2kCVJmnILCwtjHT8/Pz+hSKTNwSkWkiRJUk3jHeSI+O6IeFdE3BwRr2v6/SVJkqRJGqmDHBHXR8SjEXFvX/q+iDgcEUcj4hqAzLw/M68CfhJ4bvMhS5IkSZMz6gjyIWBfPSEizgKuBS4D9gL7I2Jv+dwrgA8DtzUWqSRJkrQBRlqkl5l3RMTuvuRLgaOZ+SBARCwClwOfzcxbgFsi4sPAwLtwRMQB4ADArl271hT8Ruu/oYgrkyVJkjaf9exisRN4uPb7MeA5EfFC4JXAOawygpyZB4GDALOzs7mOOCRJQ0TEdwNvAp4CfDQzr2s5JEnqvMYX6WXmxzLzFzLz5zPz2tWO9a5NkjQ+14VI0mStp4N8HLio9vuFZdrIvGuTJK3JIVwXIkkTs54O8p3AJRFxcURsA3rALeO8gSPIkjS+zLwD+HJf8ql1IZn5GFCtCyEzb8nMy4Cf2thIJWk6jbrN243Ax4E9EXEsIq7IzMeBq4HbgfuBmzLzvnEydwRZkhozaF3Izoh4YUS8MyLezSojyBFxICKWImLpxIkTk45Vkjpt1F0s9g9Jvw0v2TXOW4ZKakpmfgz42AjHHYyILwJz27Zte/ak45KkLlvPLhbrFhFzwNzMzEybYUjSZtDIuhDg1tnZ2SubDEyjmqPXOzL0WbcWlTZO47tYjMMpFpLUGNeFSFJDWu0g2xhL0vhcFyJJk9XqFAsv50nS+FwXIkmT1WoHWZLUHa4L2VrGXRAOLgrX1mEHeZ16vRuW/e4iCknTyqt6klRwDrIkCbBNlqSKu1hIkgDbZEmqtNpBliRJkrrGDrIkSZJU4xxkSRJgmyxJFecgS5IA22RJqjjFQpIkSapxH2RJEuCNQqZB/977sFSmHwHci19qiiPIkiTAKRaSVHGRniRJklTT6hSLzXhb09OXv5a85CVJkjSFnGIhSZIk1bhIbxNZWFgY6/j5+fkJRSJJkjS9HEGWJAGuC5Gkih1kSRLgLhaSVHGKhSRJGpnT+bQVuM2bJEmSVOM2bxtg5Z2P3PpNkiSpq5yDLEmSJNU4B1mSpE1k0FXLOq9gSmfmCLIkCXBdiCRV7CBLkgC3eZOkih1kSZIkqcYOsiRJklTjIr2W9C+icNGEJElSNziCLEmSJNVMZAQ5In4UeBnwbcAfZ+ZfTSIfSZIkqWkjd5Aj4nrg5cCjmfm9tfR9wO8BZwF/lJm/kZkfBD4YEecBvw3YQe6ohYWFsV8zPz8/gUgkSRtnjl7vyNBnnfanrW6cKRaHgH31hIg4C7gWuAzYC+yPiL21Q36tfF6S1IKI+NGI+MOIeH9EvLjteCRpGozcQc7MO4Av9yVfChzNzAcz8zFgEbg8Cu8APpKZnxr0fhFxICKWImLpxIkTa41fkraciLg+Ih6NiHv70vdFxOGIOBoR1wBk5gcz80rgKuBVbcQrSdNmvYv0dgIP134/Vqa9EXgR8BMRcdWgF2bmwcyczczZHTt2rDMMSdpSDuEVPUmamIks0svMdwLvPNNxETEHzM3MzEwiDEnalDLzjg5CGeYAABCzSURBVIjY3Zd86ooeQERUV/TuB36DVa7oSRth3DUvrndRm9Y7gnwcuKj2+4Vl2ki8rakkNWbNV/TAaW+SVLfeEeQ7gUsi4mKKjnEPGHnpqyPIkjRZo17Ry8yDwEGA2dnZnHRcktRlI48gR8SNwMeBPRFxLCKuyMzHgauB24H7gZsy875R39MR5OWKu+vN0evdsOJOe5J0Buu6ogfFoEVEHDx58mSjgUnStBl5BDkz9w9Jvw24bS2ZO4IsSY1Z1xU9KAYtgFtnZ2evnEB8kjQ1Wr3VtCPIkjS+SVzRK9/XEWRJYkK7WEiSJmcSV/TK1zuCLEm0PILsaIUkdYdtsiQVWh1BdrTizPoX6y0ujjWlUJJGZpssSYVWR5AlSZKkrnGKhSQJsE2WpIpTLCRJgG2yThu+F/8Svd4Rp/tp03MXC0mS1EkLCwtjHT8/Pz+hSLTVOAdZkgQ4xUKSKs5BliQB3rxJkirOQZ4yg+eFeUlJkiSpKU6xkCRJkmrsIEuSAKe9SVLFXSw2hTkAer0jgHfbk7Q2TnvTOIZvBVfwXKRp5giyJEmSVNPqCHJEzAFzMzMzbYahNXBvSkmStFm1OoLslkKSJEnqGucgb1L9c8OcCybpTLyqJ0kF5yBLkgCv6klSxQ6yJEmSVGMHWZIkSapxDrIkSas406491R70lT17nj7JcKZKsR5mqXx8ZMXzk1of405LWq9WR5C9a5MkSZK6xm3eJEmSpBqnWGwhK28L6iUlSae5zZskFVykJ0kCvKonSRU7yJIkSVKNHWRJkiSpxg6yJEmSVGMHWZIkSapxFwtJktSalTssVZbo9Y5M7GYi0moaH0GOiKdFxB9HxM1Nv7ckSZI0aSN1kCPi+oh4NCLu7UvfFxGHI+JoRFwDkJkPZuYVkwhWkiRJmrRRp1gcAn4feG+VEBFnAdcCPwIcA+6MiFsy87NNB6lJmaPXO7IsxUtZ0uYSEU8D3gZsz8yfaDseSZoGI40gZ+YdwJf7ki8FjpYjxo8Bi8Dlo2YcEQciYikilk6cODFywJK01XlVT5Imaz1zkHcCD9d+PwbsjIgnR8S7gGdGxFuHvTgzD2bmbGbO7tixYx1hSNKWcwjYV0+oXdW7DNgL7I+IvRsfmiRNv8Z3scjM/wCuGuXYiJgD5mZmZpoOQ5I2rcy8IyJ29yWfuqoHEBHVVb2Rpr1FxAHgAMCuXbsai1WSptF6RpCPAxfVfr+wTBtZZt6amQe2b9++jjAkSXhVT5Ias54R5DuBSyLiYoqOcQ8Ya4WXI8jdM2g/ShfuSdPLq3qSNL5Rt3m7Efg4sCcijkXEFZn5OHA1cDtwP3BTZt43TuaOIEtSY7yqJ0kNGWkEOTP3D0m/Dbit0YgkSWvhVT1tWsPvtlfwSqea1vid9MYREXMRcfDkyZNthiFJU8WrepI0WY3vYjGOzLwVuHV2dvbKNuOQpGkyqat6jiBrmhWjzEvl4yMrnneUWeNodQRZktQdjiBLUqHVEWRHK6bDyrlf8yvSRv3LfGFhYay85+fnxzpekiRpvZxiIUkCHLTQ1jbuAA44iLOZOcVCkgQ4xUKSKu5iIUmSJNU4xUKSBDjFQpvf8P2Ul+j1jrjThU5xioUkCXCKhSRV7CBLkiRJNW7zpsasdes3SZKkLml1BNnLeZLUHS6clqSCUywkSYCDFpJUsYMsSZIk1dhBliRJkmpcpKeJWb5ob6n8d3bs9xn39p/e+lOSJK2Hi/QkSYCL9CSp4hQLSRLgoIUkVewgS5IkSTV2kCVJkqQaO8iSJElSjR1kSZIkqcYOsiRJklSz5fZBXr43rySpMk1702/c/uhz9HpHhj67uPjqNb6vpC5zH2RJEmCbLEkVp1hIkiRJNXaQJUmSpBo7yJIkSVKNHWRJkiSpxg6yJEmSVGMHWZIkSaqxgyxJkiTVNH6jkIg4F/gD4DHgY5n5vqbzkCSNxjZZksY30ghyRFwfEY9GxL196fsi4nBEHI2Ia8rkVwI3Z+aVwCsajleStjzbZEmarFGnWBwC9tUTIuIs4FrgMmAvsD8i9gIXAg+Xh329mTAlSTWHsE2WpIkZaYpFZt4REbv7ki8FjmbmgwARsQhcDhyjaJDvYpUOeEQcAA4A7Nq1a9y4AVhYWBjr+Pn5+TXlo61j3DoF1qu2bcXvrJtt8hyHDx8Z+uzi4qtXpG3099BfV3q9G1Y9fnHx1Ux5VVGHbdY+zGb5XOtZpLeT06MSUDTCO4EPAD8eEdcBtw57cWYezMzZzJzdsWPHOsKQJGGbLEmNaXyRXmZ+BfjZUY6NiDlgbmZmpukwJEnYJkvSWqxnBPk4cFHt9wvLtJFl5q2ZeWD79u3rCEOShG2yJDVmPR3kO4FLIuLiiNgG9IBbxnmDiJiLiIMnT55cRxiSJGyTJakxo27zdiPwcWBPRByLiCsy83HgauB24H7gpsy8b5zMHa2QpPHZJkvSZI26i8X+Iem3AbetNXPnu0nS+GyTJWmyWr3VtKMVktQdtsmSVGi1gyxJkiR1TWRme5mXl/OAVwGfby2QlZ4C/HvbQQzQxbi6GBN0My5jGl0X49qTmU9sO4hJqrXJPw2MNX+5JV2sJ4MYZ3OmIUYwzqYNivM7M3Nim7a32kHuqohYyszZtuPo18W4uhgTdDMuYxpdF+PqYkyTMi2f1TibNQ1xTkOMYJxNayNOp1hIkiRJNXaQJUmSpBo7yIMdbDuAIboYVxdjgm7GZUyj62JcXYxpUqblsxpns6YhzmmIEYyzaRsep3OQJUmSpBpHkCVJkqQaO8iSJElSXWb6U/sB9gGHgaPANQ2950XA3wGfpdhb9E1l+q8Dx4G7yp+X1l7z1jKGw8BLzhQfcDHwL2X6+4FtZfo55e9Hy+d3117zEPCZMu+lMu184K8p9qX+a+C8Mj2Ad5bvcw/wrNr7/Ex5/OeBn6mlP7t8/6Pla+MMeeyplcVdwH8Db26pnG4CHgXurb22zbIJirrzOPB/VR7AbwGfK/P9C+BJZfpu4H9rZfaudea92uc7WcZ1rJbexndWr9tLZUxfrfIoj63ieQi4q4WyWlEXNqBN+yUggadscH0dmMeA+AbW4Q2sKwPzaKjsGz+fDMln2DmmtTZrlVjPAj4NfKjp72zcerFKjE8Cbi7r5f3AD3a0LN9Sft/3AjcC39SF8gSup3vnz5Hao2WfY1L/Yafxh+I/7gPA04BtwN3A3gbe9wJOd2ieCBwB9lJ0In55wPF7y7zPKSviA2VsQ+Oj6ND1ysfvAl5XPn495Qkf6AHvr+XzEOVJs5b2m9V/BOAa4B3l45cCHykr2g8A/1KrkA+W/55XPq4q5SfKY6N87WWr5THgu/gS8J0tldPfAs9i+X/w1sqmzOOfy5geqOXxYuDs8vE7asfvrsfeV25ryXu1z/cy4IeAx2qfr43v7P21PI4Cz6Fo3B8AzuqL43eAt7dQVivqwoTbtIuA24F/5XQHeaPq64o8hsQ4rA5vVF1ZkUdDZT+R88mQvIadYzrRnvfF+ovADZzuIDfyna2lXqwS43uAnysfb6PoMHeqLIGdwBeAb659xtd0oTyBF9C98+dI7dGyzzGJ/6zT+kPxV+Lttd/fCrx1Avn8JfAjDO9ELMuX4gT3g8PiK7/0f+f0SebUcdVry8dnl8dVf209xMoO8mHggvLxBcDh8vG7gf39xwH7gXfX0t9dpl0AfK6Wfuq4YXn0xfFi4B/Lx22V026W/wdvrWxqr91NMVpw6rja+/wY8L7y8bLYa8esOe/VPl+Z35er41r8zqL22qqsTh1XHhvAw8AlbZTVoOMm9UMxCvb91P6vjxtjk+UwQrz1OrxhdaU/j4bKfkPOJ0Pyrs4xnWjPa6+7EPgo8MPAh5r8ztZSL4bEuJ2i4xl96V0ry50U7dj5Zfl8CHhJV8qTDp4/B8Wy2o9zkJerKlzlWJnWmIjYDTyT4vIEwNURcU9EXB8R550hjmHpTwb+KzMfHxD3qdeUz58sj4fisutfRcQnI+JAmfbUzPxi+fhLwFPXGNPO8nF/+mp51PUoLhlV2iin81iuzbIZpW6+luKv5MrFEfHpiPj7iHh+7X2ayrs//Wt9MbVVt89UVs8HHsnM+u3tN7qsGm9b+kXE5cDxzLy776mu1NdB6nW4C3VlPTb8O4cV55iutOeV3wV+BfhG+XuT39la6sUgFwMngD8p24Q/iohzV/mcrZRlZh4Hfhv4N+CLFOXzyVU+a1vlWen6+XMFO8gbKCK+Ffhz4M2Z+d/AdcB3Ac+gqOC/s8EhPS8znwVcBrwhIl5QfzKLP7VykgEMyiMitgGvAP6sTGq7nFZoq2yGiYi3Ucy5fV+Z9EVgV2Y+k/KSZkR82yTyHqJz31nNfpb/8dV2Wa1ZRPxNRNw74Ody4FeBt29ULGcoh2cCi0PiBAbWYY1pwDnmlLbbrIh4OfBoZn5ykjE04GyK6QHXlW3CVygu15/SdlkClIMOl1N06L8DOJdiznDndaH8RmEHebnjFHP2KheWaesWEU+gaLjel5kfAMjMRzLz65n5DeAPgUvPEMew9P8AnhQRZw+I+9Rryue3l8dXf4GSmY9SLI65FHgkIi4oj7+AYqL9WmI6Xj7uT2eVPCqXAZ/KzEdaLqf/7IurzbIZWjcj4jXAy4GfKhsFMvOrmVl9z5+kmEv29Ibz7k9/QvVeLdft1crqbOCVFAtLaLGsGmlbMvNFmfm9/T8U8/UuBu6OiIfK/D4VEd++hhibKIcTwPMHxPqX5WtfQ18dXkOcjdaVBkzyvVcYdI6hG+155bnAK8r6uEgxzeL3aO47W0u9GOQYxYLj6irvzRQd5i6VJcCLgC9k5onM/BrwAYoy7lp5Vjp5/lzVmeZgbKUfir8cqxNLNSn9exp43wDeC/xuX/oFtcdvARbLx9/D8knzD1JMmB8aH8Voa33S/OvLx29g+cT8m8rH5wJPrD3+J4q/Pn+L5ZPcf7N8/DKWT3L/RJl+PsV8rfPKny8A55fP9U+kf2mZPjCPWlksAj/bdjmxcg5Va2VTy2M3RQeuymMfxcr1HX1luINysRHFIovjDeS92uf7PopFeue3+Z315fF0irlmD9bKYh/w9y2X1bK6sEFt20OcnoO8kfV1WR5DYhtWhzeyrizLo6Eyn8j5ZEhew84xrbfnQ+J9IacX6TXyna2lXqwS3z8Ae8rHv15+xk6VJcUi5PuAbynf5z3AG7tSnnTz/HnG9mjZZ5jEf9Zp/qFY7XiEohPytobe83kUQ/33UNv2CvhTiq1K7gFuYXmn4m1lDIcpV2iuFh/Fif0TFKv3/ww4p0z/pvL3o+XzT6sdf3f5c1/1XhTziz5KsU3K39QqZADXlvl+Bpit5f3a8v2PsrxjO0uxSOoB4Pc5vThwYB7lc+dS/IW6vZbWRjndQnHp/WsUIwpXtFk2ZR5HKC5BJ/BIGdNRirlVy7YoA368/F7vAj4FzK0z79U+3/+UcT1eK6vW6nb53N21sjoBXFGmHwKu6vv/uZFltaIubFC79hDLt3nbiPo6MI8BsQ2swxtYVwbm0VC5N34+GZLPsHNMq+35KvG+kNMd5Ma+s3HrxSrxPYNiq8h7gA9SdNA6V5bAAsVWdPdStLnndKE8Kaawde38OVJ7VP/xVtOSJElSjXOQJUmSpBo7yJIkSVKNHWRJkiSpxg6yJEmSVGMHWZIkSaqxgyxJkiTV2EGWJEmSav4fnq7L5GPZc5AAAAAASUVORK5CYII=
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<h3 id="Feature-Engineering:--Maybe-?">Feature Engineering:  Maybe ?<a class="anchor-link" href="#Feature-Engineering:--Maybe-?">&#182;</a></h3><ul>
<li>after looking at the result from the heat map it's clearly showing corelation between pay column and also between bill amount column...so ,create a new feature for both of them that will have the average. will go with this approache if i need better performance while trainning ( instead of trainning for 12 i would train for 2 features)</li>
<li>I was expecting to see some corrletion between (AGE/MARRIAGE/SEX) but that was not the case </li>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">import</span> <span class="nn">seaborn</span> <span class="kn">as</span> <span class="nn">sns</span>

<span class="n">corr</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;ID&#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="o">.</span><span class="n">corr</span><span class="p">()</span>
<span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>

<span class="c1"># Generate a custom diverging colormap</span>
<span class="n">cmap</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">diverging_palette</span><span class="p">(</span><span class="mi">220</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="n">as_cmap</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>

<span class="c1"># Draw the heatmap with the mask and correct aspect ratio</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span><span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
            <span class="n">square</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">linewidths</span><span class="o">=.</span><span class="mi">5</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f93e29b3090&gt;</pre>
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<h2 id="Choose-algorithm-and-start-the-trainning-:">Choose algorithm and start the trainning :<a class="anchor-link" href="#Choose-algorithm-and-start-the-trainning-:">&#182;</a></h2><ul>
<li>decide to choice few algorthim i think will do well see which one will get me to have a better score.. result starting with Random Forest (one of my favorite ) and am targeting to get a score close to 80% i got the following result</li>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">RandomForestClassifier</span><span class="p">,</span><span class="n">GradientBoostingClassifier</span><span class="p">,</span><span class="n">AdaBoostClassifier</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.cross_validation</span> <span class="kn">import</span> <span class="n">train_test_split</span>


<span class="n">X</span> <span class="o">=</span> <span class="n">data</span>
<span class="n">Y</span> <span class="o">=</span> <span class="n">outcome</span>
<span class="n">x_train</span><span class="p">,</span><span class="n">x_test</span><span class="p">,</span><span class="n">y_train</span><span class="p">,</span><span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">data</span><span class="p">,</span><span class="n">outcome</span><span class="p">,</span><span class="n">test_size</span><span class="o">=</span><span class="mf">0.25</span><span class="p">,</span><span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

<span class="n">clf</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">41</span><span class="p">)</span>
<span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span><span class="n">y_test</span><span class="p">)</span>
<span class="k">print</span> <span class="s2">&quot;Score : %{} using {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">score</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;RandomForestClassifier&#39;</span><span class="p">)</span>

<span class="n">clf</span> <span class="o">=</span> <span class="n">GradientBoostingClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">41</span><span class="p">,</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span><span class="n">max_depth</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
<span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span><span class="n">y_test</span><span class="p">)</span>
<span class="k">print</span> <span class="s2">&quot;Score : %{} using {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">score</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;GradientBoostingClassifier&#39;</span><span class="p">)</span>

<span class="n">clf</span> <span class="o">=</span> <span class="n">AdaBoostClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">41</span><span class="p">,</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
<span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span><span class="n">y_test</span><span class="p">)</span>
<span class="k">print</span> <span class="s2">&quot;Score : %{} using {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">score</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;AdaBoostClassifier&#39;</span><span class="p">)</span>

<span class="c1"># adding setting the max_leaf_nodes imporved the acccuracy from 78 to 82 </span>
<span class="n">clf</span> <span class="o">=</span> <span class="n">DecisionTreeClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">41</span><span class="p">,</span><span class="n">max_leaf_nodes</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
<span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span><span class="n">y_test</span><span class="p">)</span>
<span class="k">print</span> <span class="s2">&quot;Score : %{} using {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">score</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;DecisionTreeClassifier&#39;</span><span class="p">)</span>
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<pre>/usr/local/lib/python2.7/dist-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.
  &#34;This module will be removed in 0.20.&#34;, DeprecationWarning)
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<pre>Score : %81.1066666667 using RandomForestClassifier
Score : %81.92 using GradientBoostingClassifier
Score : %82.1333333333 using AdaBoostClassifier
Score : %82.6933333333 using DecisionTreeClassifier
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<h3 id="Dropping-one-month-at-a-time-:">Dropping one month at a time :<a class="anchor-link" href="#Dropping-one-month-at-a-time-:">&#182;</a></h3><ul>
<li>To see how much the enhancment that the 6 month data bring to the algorithim so i decide to drop all the data that belong to the 6th month and run Ada Boost Classifier... the accuracy dropped in 0.3% only that was better than what i was expected and that was due to the correlation we found earlier...after that i decide to have a loop and remove month on each loop and the algorithm did fine because my target to see from 2 or 3 month .</li>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">RandomForestClassifier</span>
<span class="kn">from</span>  <span class="nn">sklearn.cross_validation</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.feature_selection</span> <span class="kn">import</span> <span class="n">f_classif</span><span class="p">,</span> <span class="n">SelectKBest</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="n">columns_to_drop</span> <span class="o">=</span><span class="p">[</span><span class="s1">&#39;PAY_AMT&#39;</span><span class="p">,</span> <span class="s1">&#39;BILL_AMT&#39;</span><span class="p">,</span><span class="s1">&#39;PAY_&#39;</span><span class="p">]</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">data</span>
<span class="n">Y</span> <span class="o">=</span> <span class="n">outcome</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="o">-</span><span class="mi">1</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">columns_to_drop</span><span class="p">)):</span>
        <span class="n">X</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns_to_drop</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">),</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
        <span class="n">x_train</span><span class="p">,</span><span class="n">x_test</span><span class="p">,</span><span class="n">y_train</span><span class="p">,</span><span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">,</span><span class="n">test_size</span><span class="o">=</span><span class="mf">0.25</span><span class="p">,</span><span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
    <span class="n">clf</span> <span class="o">=</span> <span class="n">AdaBoostClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">41</span><span class="p">)</span>
    <span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>
    <span class="n">current_score</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span><span class="n">y_test</span><span class="p">)</span>
    <span class="k">print</span> <span class="s2">&quot;Score : %{} after dropping {}th month&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">current_score</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>
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<pre>Score : %82.1066666667 after dropping 6th month
Score : %82.3466666667 after dropping 5th month
Score : %82.1333333333 after dropping 4th month
Score : %82.56 after dropping 3th month
Score : %82.5866666667 after dropping 2th month
Score : %78.2266666667 after dropping 1th month
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<h3 id="Result-:-I-think-the-model-did-pretty-well-with-having-data-only-from-the-first-two-month-and-was-able-to-predict-with-80%-accuracy-and-that-what-i-was-targetting">Result : I think the model did pretty well with having data only from the first two month and was able to predict with 80% accuracy and that what i was targetting<a class="anchor-link" href="#Result-:-I-think-the-model-did-pretty-well-with-having-data-only-from-the-first-two-month-and-was-able-to-predict-with-80%-accuracy-and-that-what-i-was-targetting">&#182;</a></h3>
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