ConocoPhillipsEquipmentFailure.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;
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<h1 id="Predicting-Equipment-Failure">Predicting Equipment Failure<a class="anchor-link" href="#Predicting-Equipment-Failure">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">MinMaxScaler</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="k">import</span> <span class="n">RandomForestClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LogisticRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">f1_score</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">sklearn.externals</span> <span class="k">import</span> <span class="n">joblib</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">8</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_og</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;equip_failures_training_set.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_og</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;equip_failures_test_set.csv&#39;</span><span class="p">)</span>
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<h2 id="Looking-at-the-data">Looking at the data<a class="anchor-link" href="#Looking-at-the-data">&#182;</a></h2>
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<p>To get the data in the right format, we will need to perform some transformations on it. It is best to combine training and test datasets to perform all of them at once</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">train_og</span><span class="p">,</span> <span class="n">test_og</span><span class="p">],</span> <span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">sort</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">shape</span>
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<pre>(76001, 172)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[8]:</div>


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      <td>0.0</td>
      <td>33058</td>
      <td>na</td>
      <td>0</td>
      <td>na</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>421400</td>
      <td>178064</td>
      <td>293306</td>
      <td>245416</td>
      <td>133654</td>
      <td>81140</td>
      <td>97576</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>0.0</td>
      <td>41040</td>
      <td>na</td>
      <td>228</td>
      <td>100</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>277378</td>
      <td>159812</td>
      <td>423992</td>
      <td>409564</td>
      <td>320746</td>
      <td>158022</td>
      <td>95128</td>
      <td>514</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>0.0</td>
      <td>12</td>
      <td>0</td>
      <td>70</td>
      <td>66</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>240</td>
      <td>46</td>
      <td>58</td>
      <td>44</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>32</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>0.0</td>
      <td>60874</td>
      <td>na</td>
      <td>1368</td>
      <td>458</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>...</td>
      <td>622012</td>
      <td>229790</td>
      <td>405298</td>
      <td>347188</td>
      <td>286954</td>
      <td>311560</td>
      <td>433954</td>
      <td>1218</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 172 columns</p>
</div>
</div>

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<p>There are 172 columns and 76001 rows. Some of them have 'na' values.</p>

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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">null_counts</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 76001 entries, 0 to 76000
Data columns (total 172 columns):
id                          76001 non-null int64
target                      60000 non-null float64
sensor1_measure             76001 non-null int64
sensor2_measure             76001 non-null object
sensor3_measure             76001 non-null object
sensor4_measure             76001 non-null object
sensor5_measure             76001 non-null object
sensor6_measure             76001 non-null object
sensor7_histogram_bin0      76001 non-null object
sensor7_histogram_bin1      76001 non-null object
sensor7_histogram_bin2      76001 non-null object
sensor7_histogram_bin3      76001 non-null object
sensor7_histogram_bin4      76001 non-null object
sensor7_histogram_bin5      76001 non-null object
sensor7_histogram_bin6      76001 non-null object
sensor7_histogram_bin7      76001 non-null object
sensor7_histogram_bin8      76001 non-null object
sensor7_histogram_bin9      76001 non-null object
sensor8_measure             76001 non-null object
sensor9_measure             76001 non-null object
sensor10_measure            76001 non-null object
sensor11_measure            76001 non-null object
sensor12_measure            76001 non-null object
sensor13_measure            76001 non-null object
sensor14_measure            76001 non-null object
sensor15_measure            76001 non-null object
sensor16_measure            76001 non-null object
sensor17_measure            76001 non-null object
sensor18_measure            76001 non-null object
sensor19_measure            76001 non-null object
sensor20_measure            76001 non-null object
sensor21_measure            76001 non-null object
sensor22_measure            76001 non-null object
sensor23_measure            76001 non-null object
sensor24_histogram_bin0     76001 non-null object
sensor24_histogram_bin1     76001 non-null object
sensor24_histogram_bin2     76001 non-null object
sensor24_histogram_bin3     76001 non-null object
sensor24_histogram_bin4     76001 non-null object
sensor24_histogram_bin5     76001 non-null object
sensor24_histogram_bin6     76001 non-null object
sensor24_histogram_bin7     76001 non-null object
sensor24_histogram_bin8     76001 non-null object
sensor24_histogram_bin9     76001 non-null object
sensor25_histogram_bin0     76001 non-null object
sensor25_histogram_bin1     76001 non-null object
sensor25_histogram_bin2     76001 non-null object
sensor25_histogram_bin3     76001 non-null object
sensor25_histogram_bin4     76001 non-null object
sensor25_histogram_bin5     76001 non-null object
sensor25_histogram_bin6     76001 non-null object
sensor25_histogram_bin7     76001 non-null object
sensor25_histogram_bin8     76001 non-null object
sensor25_histogram_bin9     76001 non-null object
sensor26_histogram_bin0     76001 non-null object
sensor26_histogram_bin1     76001 non-null object
sensor26_histogram_bin2     76001 non-null object
sensor26_histogram_bin3     76001 non-null object
sensor26_histogram_bin4     76001 non-null object
sensor26_histogram_bin5     76001 non-null object
sensor26_histogram_bin6     76001 non-null object
sensor26_histogram_bin7     76001 non-null object
sensor26_histogram_bin8     76001 non-null object
sensor26_histogram_bin9     76001 non-null object
sensor27_measure            76001 non-null object
sensor28_measure            76001 non-null object
sensor29_measure            76001 non-null object
sensor30_measure            76001 non-null object
sensor31_measure            76001 non-null object
sensor32_measure            76001 non-null object
sensor33_measure            76001 non-null object
sensor34_measure            76001 non-null object
sensor35_measure            76001 non-null object
sensor36_measure            76001 non-null object
sensor37_measure            76001 non-null object
sensor38_measure            76001 non-null object
sensor39_measure            76001 non-null object
sensor40_measure            76001 non-null object
sensor41_measure            76001 non-null object
sensor42_measure            76001 non-null object
sensor43_measure            76001 non-null object
sensor44_measure            76001 non-null object
sensor45_measure            76001 non-null object
sensor46_measure            76001 non-null object
sensor47_measure            76001 non-null object
sensor48_measure            76001 non-null object
sensor49_measure            76001 non-null object
sensor50_measure            76001 non-null object
sensor51_measure            76001 non-null object
sensor52_measure            76001 non-null object
sensor53_measure            76001 non-null object
sensor54_measure            76001 non-null object
sensor55_measure            76001 non-null object
sensor56_measure            76001 non-null object
sensor57_measure            76001 non-null object
sensor58_measure            76001 non-null object
sensor59_measure            76001 non-null object
sensor60_measure            76001 non-null object
sensor61_measure            76001 non-null object
sensor62_measure            76001 non-null object
sensor63_measure            76001 non-null object
sensor64_histogram_bin0     76001 non-null object
sensor64_histogram_bin1     76001 non-null object
sensor64_histogram_bin2     76001 non-null object
sensor64_histogram_bin3     76001 non-null object
sensor64_histogram_bin4     76001 non-null object
sensor64_histogram_bin5     76001 non-null object
sensor64_histogram_bin6     76001 non-null object
sensor64_histogram_bin7     76001 non-null object
sensor64_histogram_bin8     76001 non-null object
sensor64_histogram_bin9     76001 non-null object
sensor65_measure            76001 non-null object
sensor66_measure            76001 non-null object
sensor67_measure            76001 non-null object
sensor68_measure            76001 non-null object
sensor69_histogram_bin0     76001 non-null object
sensor69_histogram_bin1     76001 non-null object
sensor69_histogram_bin2     76001 non-null object
sensor69_histogram_bin3     76001 non-null object
sensor69_histogram_bin4     76001 non-null object
sensor69_histogram_bin5     76001 non-null object
sensor69_histogram_bin6     76001 non-null object
sensor69_histogram_bin7     76001 non-null object
sensor69_histogram_bin8     76001 non-null object
sensor69_histogram_bin9     76001 non-null object
sensor70_measure            76001 non-null object
sensor71_measure            76001 non-null object
sensor72_measure            76001 non-null object
sensor73_measure            76001 non-null object
sensor74_measure            76001 non-null object
sensor75_measure            76001 non-null object
sensor76_measure            76001 non-null object
sensor77_measure            76001 non-null object
sensor78_measure            76001 non-null object
sensor79_measure            76001 non-null object
sensor80_measure            76001 non-null object
sensor81_measure            76001 non-null object
sensor82_measure            76001 non-null object
sensor83_measure            76001 non-null object
sensor84_measure            76001 non-null object
sensor85_measure            76001 non-null object
sensor86_measure            76001 non-null object
sensor87_measure            76001 non-null object
sensor88_measure            76001 non-null object
sensor89_measure            76001 non-null object
sensor90_measure            76001 non-null object
sensor91_measure            76001 non-null object
sensor92_measure            76001 non-null object
sensor93_measure            76001 non-null object
sensor94_measure            76001 non-null object
sensor95_measure            76001 non-null object
sensor96_measure            76001 non-null object
sensor97_measure            76001 non-null object
sensor98_measure            76001 non-null object
sensor99_measure            76001 non-null object
sensor100_measure           76001 non-null object
sensor101_measure           76001 non-null object
sensor102_measure           76001 non-null object
sensor103_measure           76001 non-null object
sensor104_measure           76001 non-null object
sensor105_histogram_bin0    76001 non-null object
sensor105_histogram_bin1    76001 non-null object
sensor105_histogram_bin2    76001 non-null object
sensor105_histogram_bin3    76001 non-null object
sensor105_histogram_bin4    76001 non-null object
sensor105_histogram_bin5    76001 non-null object
sensor105_histogram_bin6    76001 non-null object
sensor105_histogram_bin7    76001 non-null object
sensor105_histogram_bin8    76001 non-null object
sensor105_histogram_bin9    76001 non-null object
sensor106_measure           76001 non-null object
sensor107_measure           76001 non-null object
dtypes: float64(1), int64(2), object(169)
memory usage: 99.7+ MB
</pre>
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<p>Data is stored as objects instead of numeric. Even though there are na values, they are stored as strings rather than None type.</p>
<p>So, first we will convert all 'na' strings to NaN</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;na&#39;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">null_counts</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 76001 entries, 0 to 76000
Data columns (total 172 columns):
id                          76001 non-null int64
target                      60000 non-null float64
sensor1_measure             76001 non-null int64
sensor2_measure             17308 non-null object
sensor3_measure             71740 non-null object
sensor4_measure             57159 non-null object
sensor5_measure             72811 non-null object
sensor6_measure             72811 non-null object
sensor7_histogram_bin0      75141 non-null object
sensor7_histogram_bin1      75141 non-null object
sensor7_histogram_bin2      75141 non-null object
sensor7_histogram_bin3      75141 non-null object
sensor7_histogram_bin4      75141 non-null object
sensor7_histogram_bin5      75141 non-null object
sensor7_histogram_bin6      75141 non-null object
sensor7_histogram_bin7      75141 non-null object
sensor7_histogram_bin8      75141 non-null object
sensor7_histogram_bin9      75141 non-null object
sensor8_measure             75181 non-null object
sensor9_measure             75209 non-null object
sensor10_measure            75209 non-null object
sensor11_measure            70403 non-null object
sensor12_measure            75190 non-null object
sensor13_measure            75209 non-null object
sensor14_measure            75190 non-null object
sensor15_measure            75250 non-null object
sensor16_measure            75190 non-null object
sensor17_measure            75250 non-null object
sensor18_measure            72514 non-null object
sensor19_measure            75209 non-null object
sensor20_measure            75209 non-null object
sensor21_measure            75209 non-null object
sensor22_measure            72813 non-null object
sensor23_measure            72812 non-null object
sensor24_histogram_bin0     75138 non-null object
sensor24_histogram_bin1     75138 non-null object
sensor24_histogram_bin2     75138 non-null object
sensor24_histogram_bin3     75138 non-null object
sensor24_histogram_bin4     75138 non-null object
sensor24_histogram_bin5     75138 non-null object
sensor24_histogram_bin6     75138 non-null object
sensor24_histogram_bin7     75138 non-null object
sensor24_histogram_bin8     75138 non-null object
sensor24_histogram_bin9     75138 non-null object
sensor25_histogram_bin0     75138 non-null object
sensor25_histogram_bin1     75138 non-null object
sensor25_histogram_bin2     75138 non-null object
sensor25_histogram_bin3     75138 non-null object
sensor25_histogram_bin4     75138 non-null object
sensor25_histogram_bin5     75138 non-null object
sensor25_histogram_bin6     75138 non-null object
sensor25_histogram_bin7     75138 non-null object
sensor25_histogram_bin8     75138 non-null object
sensor25_histogram_bin9     75138 non-null object
sensor26_histogram_bin0     75120 non-null object
sensor26_histogram_bin1     75120 non-null object
sensor26_histogram_bin2     75120 non-null object
sensor26_histogram_bin3     75120 non-null object
sensor26_histogram_bin4     75120 non-null object
sensor26_histogram_bin5     75120 non-null object
sensor26_histogram_bin6     75120 non-null object
sensor26_histogram_bin7     75120 non-null object
sensor26_histogram_bin8     75120 non-null object
sensor26_histogram_bin9     75120 non-null object
sensor27_measure            75181 non-null object
sensor28_measure            72512 non-null object
sensor29_measure            72510 non-null object
sensor30_measure            72808 non-null object
sensor31_measure            72812 non-null object
sensor32_measure            75190 non-null object
sensor33_measure            75190 non-null object
sensor34_measure            75250 non-null object
sensor35_measure            75250 non-null object
sensor36_measure            46873 non-null object
sensor37_measure            41498 non-null object
sensor38_measure            25905 non-null object
sensor39_measure            20278 non-null object
sensor40_measure            17291 non-null object
sensor41_measure            15539 non-null object
sensor42_measure            14297 non-null object
sensor43_measure            13607 non-null object
sensor44_measure            75073 non-null object
sensor45_measure            75806 non-null object
sensor46_measure            75120 non-null object
sensor47_measure            75120 non-null object
sensor48_measure            71878 non-null object
sensor49_measure            75421 non-null object
sensor50_measure            72515 non-null object
sensor51_measure            70439 non-null object
sensor52_measure            75073 non-null object
sensor53_measure            71881 non-null object
sensor54_measure            75140 non-null object
sensor55_measure            72811 non-null object
sensor56_measure            57159 non-null object
sensor57_measure            57159 non-null object
sensor58_measure            57159 non-null object
sensor59_measure            75577 non-null object
sensor60_measure            75577 non-null object
sensor61_measure            75577 non-null object
sensor62_measure            63989 non-null object
sensor63_measure            63546 non-null object
sensor64_histogram_bin0     75120 non-null object
sensor64_histogram_bin1     75120 non-null object
sensor64_histogram_bin2     75120 non-null object
sensor64_histogram_bin3     75120 non-null object
sensor64_histogram_bin4     75120 non-null object
sensor64_histogram_bin5     75120 non-null object
sensor64_histogram_bin6     75120 non-null object
sensor64_histogram_bin7     75120 non-null object
sensor64_histogram_bin8     75120 non-null object
sensor64_histogram_bin9     75120 non-null object
sensor65_measure            57159 non-null object
sensor66_measure            72514 non-null object
sensor67_measure            75120 non-null object
sensor68_measure            17308 non-null object
sensor69_histogram_bin0     75143 non-null object
sensor69_histogram_bin1     75143 non-null object
sensor69_histogram_bin2     75143 non-null object
sensor69_histogram_bin3     75143 non-null object
sensor69_histogram_bin4     75143 non-null object
sensor69_histogram_bin5     75143 non-null object
sensor69_histogram_bin6     75143 non-null object
sensor69_histogram_bin7     75143 non-null object
sensor69_histogram_bin8     75143 non-null object
sensor69_histogram_bin9     75143 non-null object
sensor70_measure            58475 non-null object
sensor71_measure            58475 non-null object
sensor72_measure            58475 non-null object
sensor73_measure            58475 non-null object
sensor74_measure            58475 non-null object
sensor75_measure            58475 non-null object
sensor76_measure            58475 non-null object
sensor77_measure            58475 non-null object
sensor78_measure            58475 non-null object
sensor79_measure            72810 non-null object
sensor80_measure            72513 non-null object
sensor81_measure            70899 non-null object
sensor82_measure            70899 non-null object
sensor83_measure            70899 non-null object
sensor84_measure            70901 non-null object
sensor85_measure            70900 non-null object
sensor86_measure            70900 non-null object
sensor87_measure            70899 non-null object
sensor88_measure            70898 non-null object
sensor89_measure            75120 non-null object
sensor90_measure            72513 non-null object
sensor91_measure            72511 non-null object
sensor92_measure            72511 non-null object
sensor93_measure            72511 non-null object
sensor94_measure            72510 non-null object
sensor95_measure            72510 non-null object
sensor96_measure            72511 non-null object
sensor97_measure            72511 non-null object
sensor98_measure            72514 non-null object
sensor99_measure            72513 non-null object
sensor100_measure           72516 non-null object
sensor101_measure           72516 non-null object
sensor102_measure           70900 non-null object
sensor103_measure           63118 non-null object
sensor104_measure           63989 non-null object
sensor105_histogram_bin0    75138 non-null object
sensor105_histogram_bin1    75138 non-null object
sensor105_histogram_bin2    75138 non-null object
sensor105_histogram_bin3    75138 non-null object
sensor105_histogram_bin4    75138 non-null object
sensor105_histogram_bin5    75138 non-null object
sensor105_histogram_bin6    75138 non-null object
sensor105_histogram_bin7    75138 non-null object
sensor105_histogram_bin8    75138 non-null object
sensor105_histogram_bin9    75138 non-null object
sensor106_measure           72515 non-null object
sensor107_measure           72516 non-null object
dtypes: float64(1), int64(2), object(169)
memory usage: 99.7+ MB
</pre>
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<p>Next, we will convert the object data types to numeric</p>

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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">columns</span>
</pre></div>

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<pre>Index([&#39;id&#39;, &#39;target&#39;, &#39;sensor1_measure&#39;, &#39;sensor2_measure&#39;, &#39;sensor3_measure&#39;,
       &#39;sensor4_measure&#39;, &#39;sensor5_measure&#39;, &#39;sensor6_measure&#39;,
       &#39;sensor7_histogram_bin0&#39;, &#39;sensor7_histogram_bin1&#39;,
       ...
       &#39;sensor105_histogram_bin2&#39;, &#39;sensor105_histogram_bin3&#39;,
       &#39;sensor105_histogram_bin4&#39;, &#39;sensor105_histogram_bin5&#39;,
       &#39;sensor105_histogram_bin6&#39;, &#39;sensor105_histogram_bin7&#39;,
       &#39;sensor105_histogram_bin8&#39;, &#39;sensor105_histogram_bin9&#39;,
       &#39;sensor106_measure&#39;, &#39;sensor107_measure&#39;],
      dtype=&#39;object&#39;, length=172)</pre>
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
    <span class="n">data</span><span class="p">[</span><span class="n">c</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">c</span><span class="p">])</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">null_counts</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 76001 entries, 0 to 76000
Data columns (total 172 columns):
id                          76001 non-null int64
target                      60000 non-null float64
sensor1_measure             76001 non-null int64
sensor2_measure             17308 non-null float64
sensor3_measure             71740 non-null float64
sensor4_measure             57159 non-null float64
sensor5_measure             72811 non-null float64
sensor6_measure             72811 non-null float64
sensor7_histogram_bin0      75141 non-null float64
sensor7_histogram_bin1      75141 non-null float64
sensor7_histogram_bin2      75141 non-null float64
sensor7_histogram_bin3      75141 non-null float64
sensor7_histogram_bin4      75141 non-null float64
sensor7_histogram_bin5      75141 non-null float64
sensor7_histogram_bin6      75141 non-null float64
sensor7_histogram_bin7      75141 non-null float64
sensor7_histogram_bin8      75141 non-null float64
sensor7_histogram_bin9      75141 non-null float64
sensor8_measure             75181 non-null float64
sensor9_measure             75209 non-null float64
sensor10_measure            75209 non-null float64
sensor11_measure            70403 non-null float64
sensor12_measure            75190 non-null float64
sensor13_measure            75209 non-null float64
sensor14_measure            75190 non-null float64
sensor15_measure            75250 non-null float64
sensor16_measure            75190 non-null float64
sensor17_measure            75250 non-null float64
sensor18_measure            72514 non-null float64
sensor19_measure            75209 non-null float64
sensor20_measure            75209 non-null float64
sensor21_measure            75209 non-null float64
sensor22_measure            72813 non-null float64
sensor23_measure            72812 non-null float64
sensor24_histogram_bin0     75138 non-null float64
sensor24_histogram_bin1     75138 non-null float64
sensor24_histogram_bin2     75138 non-null float64
sensor24_histogram_bin3     75138 non-null float64
sensor24_histogram_bin4     75138 non-null float64
sensor24_histogram_bin5     75138 non-null float64
sensor24_histogram_bin6     75138 non-null float64
sensor24_histogram_bin7     75138 non-null float64
sensor24_histogram_bin8     75138 non-null float64
sensor24_histogram_bin9     75138 non-null float64
sensor25_histogram_bin0     75138 non-null float64
sensor25_histogram_bin1     75138 non-null float64
sensor25_histogram_bin2     75138 non-null float64
sensor25_histogram_bin3     75138 non-null float64
sensor25_histogram_bin4     75138 non-null float64
sensor25_histogram_bin5     75138 non-null float64
sensor25_histogram_bin6     75138 non-null float64
sensor25_histogram_bin7     75138 non-null float64
sensor25_histogram_bin8     75138 non-null float64
sensor25_histogram_bin9     75138 non-null float64
sensor26_histogram_bin0     75120 non-null float64
sensor26_histogram_bin1     75120 non-null float64
sensor26_histogram_bin2     75120 non-null float64
sensor26_histogram_bin3     75120 non-null float64
sensor26_histogram_bin4     75120 non-null float64
sensor26_histogram_bin5     75120 non-null float64
sensor26_histogram_bin6     75120 non-null float64
sensor26_histogram_bin7     75120 non-null float64
sensor26_histogram_bin8     75120 non-null float64
sensor26_histogram_bin9     75120 non-null float64
sensor27_measure            75181 non-null float64
sensor28_measure            72512 non-null float64
sensor29_measure            72510 non-null float64
sensor30_measure            72808 non-null float64
sensor31_measure            72812 non-null float64
sensor32_measure            75190 non-null float64
sensor33_measure            75190 non-null float64
sensor34_measure            75250 non-null float64
sensor35_measure            75250 non-null float64
sensor36_measure            46873 non-null float64
sensor37_measure            41498 non-null float64
sensor38_measure            25905 non-null float64
sensor39_measure            20278 non-null float64
sensor40_measure            17291 non-null float64
sensor41_measure            15539 non-null float64
sensor42_measure            14297 non-null float64
sensor43_measure            13607 non-null float64
sensor44_measure            75073 non-null float64
sensor45_measure            75806 non-null float64
sensor46_measure            75120 non-null float64
sensor47_measure            75120 non-null float64
sensor48_measure            71878 non-null float64
sensor49_measure            75421 non-null float64
sensor50_measure            72515 non-null float64
sensor51_measure            70439 non-null float64
sensor52_measure            75073 non-null float64
sensor53_measure            71881 non-null float64
sensor54_measure            75140 non-null float64
sensor55_measure            72811 non-null float64
sensor56_measure            57159 non-null float64
sensor57_measure            57159 non-null float64
sensor58_measure            57159 non-null float64
sensor59_measure            75577 non-null float64
sensor60_measure            75577 non-null float64
sensor61_measure            75577 non-null float64
sensor62_measure            63989 non-null float64
sensor63_measure            63546 non-null float64
sensor64_histogram_bin0     75120 non-null float64
sensor64_histogram_bin1     75120 non-null float64
sensor64_histogram_bin2     75120 non-null float64
sensor64_histogram_bin3     75120 non-null float64
sensor64_histogram_bin4     75120 non-null float64
sensor64_histogram_bin5     75120 non-null float64
sensor64_histogram_bin6     75120 non-null float64
sensor64_histogram_bin7     75120 non-null float64
sensor64_histogram_bin8     75120 non-null float64
sensor64_histogram_bin9     75120 non-null float64
sensor65_measure            57159 non-null float64
sensor66_measure            72514 non-null float64
sensor67_measure            75120 non-null float64
sensor68_measure            17308 non-null float64
sensor69_histogram_bin0     75143 non-null float64
sensor69_histogram_bin1     75143 non-null float64
sensor69_histogram_bin2     75143 non-null float64
sensor69_histogram_bin3     75143 non-null float64
sensor69_histogram_bin4     75143 non-null float64
sensor69_histogram_bin5     75143 non-null float64
sensor69_histogram_bin6     75143 non-null float64
sensor69_histogram_bin7     75143 non-null float64
sensor69_histogram_bin8     75143 non-null float64
sensor69_histogram_bin9     75143 non-null float64
sensor70_measure            58475 non-null float64
sensor71_measure            58475 non-null float64
sensor72_measure            58475 non-null float64
sensor73_measure            58475 non-null float64
sensor74_measure            58475 non-null float64
sensor75_measure            58475 non-null float64
sensor76_measure            58475 non-null float64
sensor77_measure            58475 non-null float64
sensor78_measure            58475 non-null float64
sensor79_measure            72810 non-null float64
sensor80_measure            72513 non-null float64
sensor81_measure            70899 non-null float64
sensor82_measure            70899 non-null float64
sensor83_measure            70899 non-null float64
sensor84_measure            70901 non-null float64
sensor85_measure            70900 non-null float64
sensor86_measure            70900 non-null float64
sensor87_measure            70899 non-null float64
sensor88_measure            70898 non-null float64
sensor89_measure            75120 non-null float64
sensor90_measure            72513 non-null float64
sensor91_measure            72511 non-null float64
sensor92_measure            72511 non-null float64
sensor93_measure            72511 non-null float64
sensor94_measure            72510 non-null float64
sensor95_measure            72510 non-null float64
sensor96_measure            72511 non-null float64
sensor97_measure            72511 non-null float64
sensor98_measure            72514 non-null float64
sensor99_measure            72513 non-null float64
sensor100_measure           72516 non-null float64
sensor101_measure           72516 non-null float64
sensor102_measure           70900 non-null float64
sensor103_measure           63118 non-null float64
sensor104_measure           63989 non-null float64
sensor105_histogram_bin0    75138 non-null float64
sensor105_histogram_bin1    75138 non-null float64
sensor105_histogram_bin2    75138 non-null float64
sensor105_histogram_bin3    75138 non-null float64
sensor105_histogram_bin4    75138 non-null float64
sensor105_histogram_bin5    75138 non-null float64
sensor105_histogram_bin6    75138 non-null float64
sensor105_histogram_bin7    75138 non-null float64
sensor105_histogram_bin8    75138 non-null float64
sensor105_histogram_bin9    75138 non-null float64
sensor106_measure           72515 non-null float64
sensor107_measure           72516 non-null float64
dtypes: float64(170), int64(2)
memory usage: 99.7 MB
</pre>
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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>target</th>
      <th>sensor1_measure</th>
      <th>sensor2_measure</th>
      <th>sensor3_measure</th>
      <th>sensor4_measure</th>
      <th>sensor5_measure</th>
      <th>sensor6_measure</th>
      <th>sensor7_histogram_bin0</th>
      <th>sensor7_histogram_bin1</th>
      <th>...</th>
      <th>sensor105_histogram_bin2</th>
      <th>sensor105_histogram_bin3</th>
      <th>sensor105_histogram_bin4</th>
      <th>sensor105_histogram_bin5</th>
      <th>sensor105_histogram_bin6</th>
      <th>sensor105_histogram_bin7</th>
      <th>sensor105_histogram_bin8</th>
      <th>sensor105_histogram_bin9</th>
      <th>sensor106_measure</th>
      <th>sensor107_measure</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>0.0</td>
      <td>76698</td>
      <td>NaN</td>
      <td>2.130706e+09</td>
      <td>280.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>1240520.0</td>
      <td>493384.0</td>
      <td>721044.0</td>
      <td>469792.0</td>
      <td>339156.0</td>
      <td>157956.0</td>
      <td>73224.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>0.0</td>
      <td>33058</td>
      <td>NaN</td>
      <td>0.000000e+00</td>
      <td>NaN</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>421400.0</td>
      <td>178064.0</td>
      <td>293306.0</td>
      <td>245416.0</td>
      <td>133654.0</td>
      <td>81140.0</td>
      <td>97576.0</td>
      <td>1500.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>0.0</td>
      <td>41040</td>
      <td>NaN</td>
      <td>2.280000e+02</td>
      <td>100.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>277378.0</td>
      <td>159812.0</td>
      <td>423992.0</td>
      <td>409564.0</td>
      <td>320746.0</td>
      <td>158022.0</td>
      <td>95128.0</td>
      <td>514.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>0.0</td>
      <td>12</td>
      <td>0.0</td>
      <td>7.000000e+01</td>
      <td>66.0</td>
      <td>0.0</td>
      <td>10.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>240.0</td>
      <td>46.0</td>
      <td>58.0</td>
      <td>44.0</td>
      <td>10.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4.0</td>
      <td>32.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>0.0</td>
      <td>60874</td>
      <td>NaN</td>
      <td>1.368000e+03</td>
      <td>458.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>622012.0</td>
      <td>229790.0</td>
      <td>405298.0</td>
      <td>347188.0</td>
      <td>286954.0</td>
      <td>311560.0</td>
      <td>433954.0</td>
      <td>1218.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 172 columns</p>
</div>
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<div class="prompt input_prompt">In&nbsp;[20]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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<div class="prompt output_prompt">Out[20]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>target</th>
      <th>sensor1_measure</th>
      <th>sensor2_measure</th>
      <th>sensor3_measure</th>
      <th>sensor4_measure</th>
      <th>sensor5_measure</th>
      <th>sensor6_measure</th>
      <th>sensor7_histogram_bin0</th>
      <th>sensor7_histogram_bin1</th>
      <th>...</th>
      <th>sensor105_histogram_bin2</th>
      <th>sensor105_histogram_bin3</th>
      <th>sensor105_histogram_bin4</th>
      <th>sensor105_histogram_bin5</th>
      <th>sensor105_histogram_bin6</th>
      <th>sensor105_histogram_bin7</th>
      <th>sensor105_histogram_bin8</th>
      <th>sensor105_histogram_bin9</th>
      <th>sensor106_measure</th>
      <th>sensor107_measure</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>76001.000000</td>
      <td>60000.000000</td>
      <td>7.600100e+04</td>
      <td>17308.000000</td>
      <td>7.174000e+04</td>
      <td>5.715900e+04</td>
      <td>72811.000000</td>
      <td>72811.000000</td>
      <td>7.514100e+04</td>
      <td>7.514100e+04</td>
      <td>...</td>
      <td>7.513800e+04</td>
      <td>7.513800e+04</td>
      <td>7.513800e+04</td>
      <td>7.513800e+04</td>
      <td>7.513800e+04</td>
      <td>7.513800e+04</td>
      <td>7.513800e+04</td>
      <td>7.513800e+04</td>
      <td>72515.000000</td>
      <td>72516.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>25368.797792</td>
      <td>0.016667</td>
      <td>6.115947e+04</td>
      <td>0.725560</td>
      <td>3.564348e+08</td>
      <td>1.506273e+05</td>
      <td>6.736867</td>
      <td>10.836165</td>
      <td>2.004280e+02</td>
      <td>1.204745e+03</td>
      <td>...</td>
      <td>4.495757e+05</td>
      <td>2.132465e+05</td>
      <td>4.506512e+05</td>
      <td>4.006192e+05</td>
      <td>3.378663e+05</td>
      <td>3.475571e+05</td>
      <td>1.398950e+05</td>
      <td>8.424872e+03</td>
      <td>0.085196</td>
      <td>0.219041</td>
    </tr>
    <tr>
      <th>std</th>
      <td>17938.163263</td>
      <td>0.128020</td>
      <td>2.647349e+05</td>
      <td>3.311913</td>
      <td>7.952485e+08</td>
      <td>3.590562e+07</td>
      <td>153.445418</td>
      <td>201.593473</td>
      <td>1.843600e+04</td>
      <td>5.099057e+04</td>
      <td>...</td>
      <td>1.177218e+06</td>
      <td>5.518829e+05</td>
      <td>1.189902e+06</td>
      <td>1.151628e+06</td>
      <td>1.097902e+06</td>
      <td>1.707582e+06</td>
      <td>4.692298e+05</td>
      <td>4.875408e+04</td>
      <td>4.179571</td>
      <td>10.236980</td>
    </tr>
    <tr>
      <th>min</th>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>...</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>9501.000000</td>
      <td>0.000000</td>
      <td>8.600000e+02</td>
      <td>0.000000</td>
      <td>1.600000e+01</td>
      <td>2.400000e+01</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>...</td>
      <td>2.986000e+03</td>
      <td>1.184000e+03</td>
      <td>2.730500e+03</td>
      <td>3.646500e+03</td>
      <td>5.305000e+02</td>
      <td>1.120000e+02</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>22000.000000</td>
      <td>0.000000</td>
      <td>3.081400e+04</td>
      <td>0.000000</td>
      <td>1.540000e+02</td>
      <td>1.280000e+02</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>...</td>
      <td>2.354620e+05</td>
      <td>1.126790e+05</td>
      <td>2.230150e+05</td>
      <td>1.909990e+05</td>
      <td>9.355700e+04</td>
      <td>4.126200e+04</td>
      <td>3.865000e+03</td>
      <td>0.000000e+00</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>41000.000000</td>
      <td>0.000000</td>
      <td>4.884000e+04</td>
      <td>0.000000</td>
      <td>9.700000e+02</td>
      <td>4.300000e+02</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>...</td>
      <td>4.386740e+05</td>
      <td>2.184280e+05</td>
      <td>4.676610e+05</td>
      <td>4.032835e+05</td>
      <td>2.761780e+05</td>
      <td>1.680435e+05</td>
      <td>1.394925e+05</td>
      <td>2.000000e+03</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>60000.000000</td>
      <td>1.000000</td>
      <td>4.294967e+07</td>
      <td>204.000000</td>
      <td>2.130707e+09</td>
      <td>8.584298e+09</td>
      <td>21050.000000</td>
      <td>20070.000000</td>
      <td>3.376892e+06</td>
      <td>1.047252e+07</td>
      <td>...</td>
      <td>7.793393e+07</td>
      <td>3.775839e+07</td>
      <td>9.715238e+07</td>
      <td>5.743524e+07</td>
      <td>4.215944e+07</td>
      <td>1.195801e+08</td>
      <td>1.926740e+07</td>
      <td>4.570398e+06</td>
      <td>482.000000</td>
      <td>1720.000000</td>
    </tr>
  </tbody>
</table>
<p>8 rows × 172 columns</p>
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<h2 id="Data-Cleaning">Data Cleaning<a class="anchor-link" href="#Data-Cleaning">&#182;</a></h2>
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<p>Since the range of data is varied among columns, we will scale them appropriately to get all columns within the [0,1] range. But first, we need to impute NA values with means of respective columns.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_nonna</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">2</span><span class="p">:]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_nonna</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>sensor1_measure</th>
      <th>sensor2_measure</th>
      <th>sensor3_measure</th>
      <th>sensor4_measure</th>
      <th>sensor5_measure</th>
      <th>sensor6_measure</th>
      <th>sensor7_histogram_bin0</th>
      <th>sensor7_histogram_bin1</th>
      <th>sensor7_histogram_bin2</th>
      <th>sensor7_histogram_bin3</th>
      <th>...</th>
      <th>sensor105_histogram_bin2</th>
      <th>sensor105_histogram_bin3</th>
      <th>sensor105_histogram_bin4</th>
      <th>sensor105_histogram_bin5</th>
      <th>sensor105_histogram_bin6</th>
      <th>sensor105_histogram_bin7</th>
      <th>sensor105_histogram_bin8</th>
      <th>sensor105_histogram_bin9</th>
      <th>sensor106_measure</th>
      <th>sensor107_measure</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>76698</td>
      <td>0.72556</td>
      <td>2.130706e+09</td>
      <td>280.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>1240520.0</td>
      <td>493384.0</td>
      <td>721044.0</td>
      <td>469792.0</td>
      <td>339156.0</td>
      <td>157956.0</td>
      <td>73224.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>33058</td>
      <td>0.72556</td>
      <td>0.000000e+00</td>
      <td>150627.336412</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>421400.0</td>
      <td>178064.0</td>
      <td>293306.0</td>
      <td>245416.0</td>
      <td>133654.0</td>
      <td>81140.0</td>
      <td>97576.0</td>
      <td>1500.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>41040</td>
      <td>0.72556</td>
      <td>2.280000e+02</td>
      <td>100.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>277378.0</td>
      <td>159812.0</td>
      <td>423992.0</td>
      <td>409564.0</td>
      <td>320746.0</td>
      <td>158022.0</td>
      <td>95128.0</td>
      <td>514.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>12</td>
      <td>0.00000</td>
      <td>7.000000e+01</td>
      <td>66.000000</td>
      <td>0.0</td>
      <td>10.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>318.0</td>
      <td>...</td>
      <td>240.0</td>
      <td>46.0</td>
      <td>58.0</td>
      <td>44.0</td>
      <td>10.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4.0</td>
      <td>32.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>60874</td>
      <td>0.72556</td>
      <td>1.368000e+03</td>
      <td>458.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>...</td>
      <td>622012.0</td>
      <td>229790.0</td>
      <td>405298.0</td>
      <td>347188.0</td>
      <td>286954.0</td>
      <td>311560.0</td>
      <td>433954.0</td>
      <td>1218.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 170 columns</p>
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<pre>MinMaxScaler(copy=True, feature_range=(0, 1))</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">data_nonna</span><span class="p">)</span>
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<pre>(76001, 170)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">target</span><span class="o">.</span><span class="n">values</span>
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<pre>(76001,)</pre>
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<h2 id="Create-validation-set">Create validation set<a class="anchor-link" href="#Create-validation-set">&#182;</a></h2><p>Since we don't know the test set target labels, we can create a validation set from the given data and use it to test the model performance.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">m</span> <span class="o">=</span> <span class="n">train_og</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<p>Selecting 30% of the data for validation</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span> <span class="n">X_valid</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_valid</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">m</span><span class="p">],</span> <span class="n">y</span><span class="p">[:</span><span class="n">m</span><span class="p">],</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">0</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_og</span><span class="o">.</span><span class="n">target</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">normalize</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<pre>0    0.983333
1    0.016667
Name: target, dtype: float64</pre>
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<p>As it can be seen, the data is highly unbalanced. i.e. the 0 target label is more than 98% of the data. So, it is trivial to get 98% accuracy on the dataset. f1 score is a better metric for evaluating model performance.</p>
<p>Moreover, this imbalance makes it difficult for the model to learn. So, we will try to "balance" the data by using only a fraction of the data with label 0 for training.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_f1_score</span><span class="p">(</span><span class="n">clf</span><span class="p">,</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">X_valid</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_valid</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    clf: classifier</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">y_train_preds</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
    <span class="n">train_f1_score</span> <span class="o">=</span> <span class="n">f1_score</span><span class="p">(</span><span class="n">y_pred</span><span class="o">=</span><span class="n">y_train_preds</span><span class="p">,</span> <span class="n">y_true</span><span class="o">=</span><span class="n">y_train</span><span class="p">)</span>
    <span class="n">y_valid_preds</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_valid</span><span class="p">)</span>
    <span class="n">valid_f1_score</span> <span class="o">=</span> <span class="n">f1_score</span><span class="p">(</span><span class="n">y_pred</span><span class="o">=</span><span class="n">y_valid_preds</span><span class="p">,</span> <span class="n">y_true</span><span class="o">=</span><span class="n">y_valid</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">train_f1_score</span><span class="p">,</span> <span class="n">valid_f1_score</span>
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<h2 id="Model-Selection---Logistic-Regression">Model Selection - Logistic Regression<a class="anchor-link" href="#Model-Selection---Logistic-Regression">&#182;</a></h2><p>Logistic regression is the simplest classification model. We will check its performance on the data and then proceed to improve it.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lrclassifier</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">()</span>
<span class="n">lrclassifier</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>
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<pre>LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,
          intercept_scaling=1, max_iter=100, multi_class=&#39;ovr&#39;, n_jobs=1,
          penalty=&#39;l2&#39;, random_state=None, solver=&#39;liblinear&#39;, tol=0.0001,
          verbose=0, warm_start=False)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_f1_score</span><span class="p">(</span><span class="n">lrclassifier</span><span class="p">,</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">X_valid</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_valid</span><span class="p">)</span>
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<pre>(0.5626134301270418, 0.5520169851380042)</pre>
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<p>An F-1 score of 0.55 on the validation set is very poor. As mentioned earlier, we will try to use a sample from the training set</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">select_sample</span><span class="p">(</span><span class="n">mult</span><span class="p">):</span>
    <span class="n">sample_size</span> <span class="o">=</span> <span class="n">mult</span><span class="o">*</span><span class="n">y_train</span><span class="p">[</span><span class="n">y_train</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">sample_idx</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">y_train</span><span class="o">==</span><span class="mi">0</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span> <span class="n">size</span> <span class="o">=</span> <span class="n">sample_size</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">y_train</span><span class="o">==</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]])</span>
    <span class="n">X_train_sample</span> <span class="o">=</span> <span class="n">X_train</span><span class="p">[</span><span class="n">sample_idx</span><span class="p">]</span>
    <span class="n">y_train_sample</span> <span class="o">=</span> <span class="n">y_train</span><span class="p">[</span><span class="n">sample_idx</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_f1_by_sample_lr</span><span class="p">(</span><span class="n">mult</span><span class="p">,</span> <span class="n">is_sample</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">is_sample</span><span class="p">:</span>
        <span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span> <span class="o">=</span> <span class="n">select_sample</span><span class="p">(</span><span class="n">mult</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span> <span class="o">=</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span>
    <span class="n">lrclassifier</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">()</span>
    <span class="n">lrclassifier</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span><span class="p">)</span>
    <span class="n">train_f1_score</span><span class="p">,</span> <span class="n">valid_f1_score</span> <span class="o">=</span> <span class="n">get_f1_score</span><span class="p">(</span><span class="n">lrclassifier</span><span class="p">,</span> <span class="n">X_train_sample</span><span class="p">,</span> <span class="n">X_valid</span><span class="p">,</span> <span class="n">y_train_sample</span><span class="p">,</span> <span class="n">y_valid</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="p">{</span><span class="s1">&#39;sample_frac&#39;</span><span class="p">:</span> <span class="n">X_train_sample</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">/</span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="s1">&#39;train_f1_score&#39;</span><span class="p">:</span> <span class="n">train_f1_score</span><span class="p">,</span> <span class="s1">&#39;valid_f1_score&#39;</span><span class="p">:</span> <span class="n">valid_f1_score</span><span class="p">}</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">num_mults</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">y_train</span><span class="o">==</span><span class="mi">0</span><span class="p">)</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="n">y_train</span><span class="o">==</span><span class="mi">1</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f1_mult_lr</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">mult</span> <span class="o">=</span> <span class="mi">1</span>
<span class="k">while</span> <span class="n">mult</span> <span class="o">&lt;</span> <span class="n">num_mults</span><span class="p">:</span>
    <span class="n">f1_mult_lr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_f1_by_sample_lr</span><span class="p">(</span><span class="n">mult</span><span class="p">))</span>
    <span class="k">if</span> <span class="n">mult</span><span class="o">==</span><span class="mi">1</span><span class="p">:</span>
        <span class="n">mult</span><span class="o">+=</span><span class="mi">9</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">mult</span><span class="o">+=</span><span class="mi">10</span>
<span class="n">f1_mult_lr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_f1_by_sample_lr</span><span class="p">(</span><span class="n">_</span><span class="p">,</span> <span class="n">is_sample</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f1_mult_lr_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">json</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">f1_mult_lr</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot_f1</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
    <span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="s1">&#39;train_f1_score&#39;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="s1">&#39;valid_f1_score&#39;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">df</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="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]):</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">x</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;train_f1_score&#39;</span><span class="p">],</span> <span class="s1">&#39;</span><span class="si">%.2f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;train_f1_score&#39;</span><span class="p">],</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span> <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;bottom&#39;</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">x</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;valid_f1_score&#39;</span><span class="p">],</span> <span class="s1">&#39;</span><span class="si">%.2f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;valid_f1_score&#39;</span><span class="p">],</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span> <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;bottom&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_f1</span><span class="p">(</span><span class="n">f1_mult_lr_df</span><span class="p">,</span> <span class="s1">&#39;sample_frac&#39;</span><span class="p">)</span>
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<p>Logistic regression is probably too simple a model for this problem. Let's look at another model.</p>
<h2 id="Model-Selection---Random-Forest">Model Selection - Random Forest<a class="anchor-link" href="#Model-Selection---Random-Forest">&#182;</a></h2><p>A more complex model which also allows a bit more customization is random forest. We will use these customizations to further improve the model performance</p>

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<div class="prompt input_prompt">In&nbsp;[55]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_f1_by_sample_rf</span><span class="p">(</span><span class="n">mult</span><span class="p">,</span> <span class="n">is_sample</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">is_sample</span><span class="p">:</span>
        <span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span> <span class="o">=</span> <span class="n">select_sample</span><span class="p">(</span><span class="n">mult</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span> <span class="o">=</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span>
    <span class="n">rfclassifier</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">n_estimators</span> <span class="o">=</span> <span class="mi">50</span><span class="p">,</span> <span class="n">max_features</span> <span class="o">=</span> <span class="mi">10</span><span class="p">)</span>
    <span class="n">rfclassifier</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span><span class="p">)</span>
    <span class="n">train_f1_score</span><span class="p">,</span> <span class="n">valid_f1_score</span> <span class="o">=</span> <span class="n">get_f1_score</span><span class="p">(</span><span class="n">rfclassifier</span><span class="p">,</span> <span class="n">X_train_sample</span><span class="p">,</span> <span class="n">X_valid</span><span class="p">,</span> <span class="n">y_train_sample</span><span class="p">,</span> <span class="n">y_valid</span><span class="p">)</span>
    
    
    <span class="k">return</span> <span class="p">{</span><span class="s1">&#39;sample_frac&#39;</span><span class="p">:</span> <span class="n">X_train_sample</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">/</span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="s1">&#39;train_f1_score&#39;</span><span class="p">:</span> <span class="n">train_f1_score</span><span class="p">,</span> <span class="s1">&#39;valid_f1_score&#39;</span><span class="p">:</span> <span class="n">valid_f1_score</span><span class="p">}</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f1_mult_rf</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">mult</span> <span class="o">=</span> <span class="mi">1</span>
<span class="k">while</span> <span class="n">mult</span> <span class="o">&lt;</span> <span class="n">num_mults</span><span class="p">:</span>
    <span class="n">f1_mult_rf</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_f1_by_sample_rf</span><span class="p">(</span><span class="n">mult</span><span class="p">))</span>
    <span class="k">if</span> <span class="n">mult</span><span class="o">==</span><span class="mi">1</span><span class="p">:</span>
        <span class="n">mult</span><span class="o">+=</span><span class="mi">9</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">mult</span><span class="o">+=</span><span class="mi">10</span>
<span class="n">f1_mult_rf</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">get_f1_by_sample_rf</span><span class="p">(</span><span class="n">_</span><span class="p">,</span> <span class="n">is_sample</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f1_mult_rf</span>
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<pre>[{&#39;sample_frac&#39;: 0.033428571428571426,
  &#39;train_f1_score&#39;: 0.9992872416250891,
  &#39;valid_f1_score&#39;: 0.3571873055382701},
 {&#39;sample_frac&#39;: 0.18385714285714286,
  &#39;train_f1_score&#39;: 0.9992872416250891,
  &#39;valid_f1_score&#39;: 0.6066897347174163},
 {&#39;sample_frac&#39;: 0.351,
  &#39;train_f1_score&#39;: 1.0,
  &#39;valid_f1_score&#39;: 0.7300150829562595},
 {&#39;sample_frac&#39;: 0.5181428571428571,
  &#39;train_f1_score&#39;: 1.0,
  &#39;valid_f1_score&#39;: 0.7582781456953641},
 {&#39;sample_frac&#39;: 0.6852857142857143,
  &#39;train_f1_score&#39;: 0.9992872416250891,
  &#39;valid_f1_score&#39;: 0.7830687830687831},
 {&#39;sample_frac&#39;: 0.8524285714285714,
  &#39;train_f1_score&#39;: 0.9992872416250891,
  &#39;valid_f1_score&#39;: 0.7876588021778584},
 {&#39;sample_frac&#39;: 1.0,
  &#39;train_f1_score&#39;: 0.9992872416250891,
  &#39;valid_f1_score&#39;: 0.7480620155038761}]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f1_mult_rf_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">json</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">f1_mult_rf</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_f1</span><span class="p">(</span><span class="n">f1_mult_rf_df</span><span class="p">,</span> <span class="s1">&#39;sample_frac&#39;</span><span class="p">)</span>
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<p>As it can be seen the performance initially improves but plateaus after multiplier is 20. So we will use this multiple to select the sample from data.</p>
<p>Now we will try to change other parameters in random forest to see if that improves performance.</p>

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<h3 id="Number-of-estimators">Number of estimators<a class="anchor-link" href="#Number-of-estimators">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[71]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span> <span class="o">=</span> <span class="n">select_sample</span><span class="p">(</span><span class="n">mult</span><span class="o">=</span><span class="mi">50</span><span class="p">)</span>
<span class="n">f1_est</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">num_estimators</span> <span class="o">=</span> <span class="mi">10</span>
<span class="k">while</span> <span class="n">num_estimators</span> <span class="o">&lt;=</span> <span class="mi">100</span><span class="p">:</span>
    <span class="n">rfclassifier</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">n_estimators</span> <span class="o">=</span> <span class="n">num_estimators</span><span class="p">,</span> <span class="n">max_features</span> <span class="o">=</span> <span class="mi">10</span><span class="p">)</span>
    <span class="n">rfclassifier</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span><span class="p">)</span>
    <span class="n">train_f1_score</span><span class="p">,</span> <span class="n">valid_f1_score</span> <span class="o">=</span> <span class="n">get_f1_score</span><span class="p">(</span><span class="n">rfclassifier</span><span class="p">,</span> <span class="n">X_train_sample</span><span class="p">,</span> <span class="n">X_valid</span><span class="p">,</span> <span class="n">y_train_sample</span><span class="p">,</span> <span class="n">y_valid</span><span class="p">)</span>
    <span class="n">f1_est</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s1">&#39;num_estimators&#39;</span><span class="p">:</span> <span class="n">num_estimators</span><span class="p">,</span> <span class="s1">&#39;train_f1_score&#39;</span><span class="p">:</span> <span class="n">train_f1_score</span><span class="p">,</span> <span class="s1">&#39;valid_f1_score&#39;</span><span class="p">:</span> <span class="n">valid_f1_score</span><span class="p">})</span>
    <span class="n">num_estimators</span><span class="o">+=</span><span class="mi">10</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f1_est</span>
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<pre>[{&#39;num_estimators&#39;: 10,
  &#39;train_f1_score&#39;: 0.9848156182212581,
  &#39;valid_f1_score&#39;: 0.725598526703499},
 {&#39;num_estimators&#39;: 20,
  &#39;train_f1_score&#39;: 0.9949892627057982,
  &#39;valid_f1_score&#39;: 0.7568555758683729},
 {&#39;num_estimators&#39;: 30,
  &#39;train_f1_score&#39;: 0.9978586723768736,
  &#39;valid_f1_score&#39;: 0.7719928186714541},
 {&#39;num_estimators&#39;: 40,
  &#39;train_f1_score&#39;: 1.0,
  &#39;valid_f1_score&#39;: 0.7706093189964157},
 {&#39;num_estimators&#39;: 50,
  &#39;train_f1_score&#39;: 0.9992872416250891,
  &#39;valid_f1_score&#39;: 0.7659574468085105},
 {&#39;num_estimators&#39;: 60,
  &#39;train_f1_score&#39;: 1.0,
  &#39;valid_f1_score&#39;: 0.7843137254901962},
 {&#39;num_estimators&#39;: 70,
  &#39;train_f1_score&#39;: 0.9992872416250891,
  &#39;valid_f1_score&#39;: 0.7785714285714287},
 {&#39;num_estimators&#39;: 80,
  &#39;train_f1_score&#39;: 0.9992872416250891,
  &#39;valid_f1_score&#39;: 0.7885304659498207},
 {&#39;num_estimators&#39;: 90,
  &#39;train_f1_score&#39;: 1.0,
  &#39;valid_f1_score&#39;: 0.793594306049822},
 {&#39;num_estimators&#39;: 100,
  &#39;train_f1_score&#39;: 1.0,
  &#39;valid_f1_score&#39;: 0.773381294964029}]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f1_est_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">json</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">f1_est</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_f1</span><span class="p">(</span><span class="n">f1_est_df</span><span class="p">,</span> <span class="s1">&#39;num_estimators&#39;</span><span class="p">)</span>
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
"
>
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<div class="prompt input_prompt">In&nbsp;[75]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span> <span class="o">=</span> <span class="n">select_sample</span><span class="p">(</span><span class="n">mult</span><span class="o">=</span><span class="mi">50</span><span class="p">)</span>
<span class="n">f1_feat</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">max_features</span> <span class="o">=</span> <span class="mi">2</span>
<span class="k">while</span> <span class="n">max_features</span> <span class="o">&lt;=</span> <span class="mi">20</span><span class="p">:</span>
    <span class="n">rfclassifier</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">n_estimators</span> <span class="o">=</span> <span class="mi">60</span><span class="p">,</span> <span class="n">max_features</span> <span class="o">=</span> <span class="n">max_features</span><span class="p">)</span>
    <span class="n">rfclassifier</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span><span class="p">)</span>
    <span class="n">train_f1_score</span><span class="p">,</span> <span class="n">valid_f1_score</span> <span class="o">=</span> <span class="n">get_f1_score</span><span class="p">(</span><span class="n">rfclassifier</span><span class="p">,</span> <span class="n">X_train_sample</span><span class="p">,</span> <span class="n">X_valid</span><span class="p">,</span> <span class="n">y_train_sample</span><span class="p">,</span> <span class="n">y_valid</span><span class="p">)</span>
    <span class="n">f1_feat</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s1">&#39;max_features&#39;</span><span class="p">:</span> <span class="n">max_features</span><span class="p">,</span> <span class="s1">&#39;train_f1_score&#39;</span><span class="p">:</span> <span class="n">train_f1_score</span><span class="p">,</span> <span class="s1">&#39;valid_f1_score&#39;</span><span class="p">:</span> <span class="n">valid_f1_score</span><span class="p">})</span>
    <span class="n">max_features</span><span class="o">+=</span><span class="mi">1</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[76]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f1_feat_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">json</span><span class="o">.</span><span class="n">json_normalize</span><span class="p">(</span><span class="n">f1_feat</span><span class="p">)</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[79]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f1_feat_df</span>
</pre></div>

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<div class="output_area">

<div class="prompt output_prompt">Out[79]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>max_features</th>
      <th>train_f1_score</th>
      <th>valid_f1_score</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2</td>
      <td>1.000000</td>
      <td>0.752727</td>
    </tr>
    <tr>
      <th>1</th>
      <td>3</td>
      <td>1.000000</td>
      <td>0.767273</td>
    </tr>
    <tr>
      <th>2</th>
      <td>4</td>
      <td>0.998573</td>
      <td>0.754513</td>
    </tr>
    <tr>
      <th>3</th>
      <td>5</td>
      <td>0.999287</td>
      <td>0.755396</td>
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    <tr>
      <th>4</th>
      <td>6</td>
      <td>0.999287</td>
      <td>0.771429</td>
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    <tr>
      <th>5</th>
      <td>7</td>
      <td>0.999287</td>
      <td>0.776770</td>
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    <tr>
      <th>6</th>
      <td>8</td>
      <td>1.000000</td>
      <td>0.771171</td>
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    <tr>
      <th>7</th>
      <td>9</td>
      <td>1.000000</td>
      <td>0.767568</td>
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    <tr>
      <th>8</th>
      <td>10</td>
      <td>1.000000</td>
      <td>0.761566</td>
    </tr>
    <tr>
      <th>9</th>
      <td>11</td>
      <td>1.000000</td>
      <td>0.777778</td>
    </tr>
    <tr>
      <th>10</th>
      <td>12</td>
      <td>1.000000</td>
      <td>0.770053</td>
    </tr>
    <tr>
      <th>11</th>
      <td>13</td>
      <td>1.000000</td>
      <td>0.771681</td>
    </tr>
    <tr>
      <th>12</th>
      <td>14</td>
      <td>0.999287</td>
      <td>0.775439</td>
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    <tr>
      <th>13</th>
      <td>15</td>
      <td>0.999287</td>
      <td>0.778761</td>
    </tr>
    <tr>
      <th>14</th>
      <td>16</td>
      <td>0.999287</td>
      <td>0.773050</td>
    </tr>
    <tr>
      <th>15</th>
      <td>17</td>
      <td>0.999287</td>
      <td>0.770318</td>
    </tr>
    <tr>
      <th>16</th>
      <td>18</td>
      <td>1.000000</td>
      <td>0.777385</td>
    </tr>
    <tr>
      <th>17</th>
      <td>19</td>
      <td>0.999287</td>
      <td>0.792254</td>
    </tr>
    <tr>
      <th>18</th>
      <td>20</td>
      <td>0.998573</td>
      <td>0.783217</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_f1</span><span class="p">(</span><span class="n">f1_feat_df</span><span class="p">,</span> <span class="s1">&#39;max_features&#39;</span><span class="p">)</span>
</pre></div>

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<h3 id="Max-features">Max features<a class="anchor-link" href="#Max-features">&#182;</a></h3>
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<h2 id="Creating-the-submission">Creating the submission<a class="anchor-link" href="#Creating-the-submission">&#182;</a></h2><p>Now that we have selected the best model, we can use it on the test set.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_classifier</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">n_estimators</span> <span class="o">=</span> <span class="mi">60</span><span class="p">,</span> <span class="n">max_features</span> <span class="o">=</span> <span class="mi">19</span><span class="p">)</span>
<span class="n">final_classifier</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train_sample</span><span class="p">,</span> <span class="n">y_train_sample</span><span class="p">)</span>
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<pre>RandomForestClassifier(bootstrap=True, class_weight=None, criterion=&#39;gini&#39;,
            max_depth=None, max_features=19, max_leaf_nodes=None,
            min_impurity_decrease=0.0, min_impurity_split=None,
            min_samples_leaf=1, min_samples_split=2,
            min_weight_fraction_leaf=0.0, n_estimators=60, n_jobs=1,
            oob_score=False, random_state=None, verbose=0,
            warm_start=False)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_f1_score</span><span class="p">(</span><span class="n">final_classifier</span><span class="p">,</span> <span class="n">X_train_sample</span><span class="p">,</span> <span class="n">X_valid</span><span class="p">,</span> <span class="n">y_train_sample</span><span class="p">,</span> <span class="n">y_valid</span><span class="p">)</span>
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<pre>(0.9985734664764622, 0.7740805604203153)</pre>
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<p>Since we already carried out all the necessary transformations on the test dataset, we can use it directly</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_test</span> <span class="o">=</span> <span class="n">X</span><span class="p">[</span><span class="n">m</span><span class="p">:]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_test_preds</span> <span class="o">=</span> <span class="n">final_classifier</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">submission</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="s1">&#39;id&#39;</span><span class="p">:</span> <span class="n">test_og</span><span class="o">.</span><span class="n">id</span><span class="p">,</span> <span class="s1">&#39;target&#39;</span><span class="p">:</span> <span class="n">y_test_preds</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)})</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">submission</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">submission</span><span class="o">.</span><span class="n">shape</span>
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<pre>(16001, 2)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">submission</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;submission_dk_201910192153.csv&#39;</span><span class="p">,</span><span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<h2 id="Reproducibility">Reproducibility<a class="anchor-link" href="#Reproducibility">&#182;</a></h2><p>Without knowing what the features actually mean, it is difficult to guess whether the model is reproducible</p>

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<h2 id="Deployment">Deployment<a class="anchor-link" href="#Deployment">&#182;</a></h2><p>Since we performed a lot of transformations on the original data before creating the model, if new data is given to them model, it will also have to undergo the same transformations</p>

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<h3 id="Remove-NAs">Remove NAs<a class="anchor-link" href="#Remove-NAs">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_sample</span> <span class="o">=</span> <span class="n">test_og</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_sample</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;na&#39;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_sample_nonna</span> <span class="o">=</span> <span class="n">test_sample</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
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<h3 id="Scaling">Scaling<a class="anchor-link" href="#Scaling">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_test_sample</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">test_sample_nonna</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">1</span><span class="p">:])</span>
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<pre>(10, 170)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_test_sample_preds</span> <span class="o">=</span> <span class="n">final_classifier</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test_sample</span><span class="p">)</span>
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<h3 id="Saving-model">Saving model<a class="anchor-link" href="#Saving-model">&#182;</a></h3><p>As seen above, we need the model, scaler and mean to go from raw data to prediction. Thus we will save all of these for deployment.</p>
<p>Finally, we will wrap every step into its respective functions and call them at the appropriate time.</p>

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<pre>[&#39;scaler.pkl&#39;]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">joblib</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">final_classifier</span><span class="p">,</span> <span class="s1">&#39;clf.pkl&#39;</span><span class="p">)</span>
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<pre>[&#39;clf.pkl&#39;]</pre>
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<p>Check out the <a href="https://equipfail.herokuapp.com/">deployment app</a></p>

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