DA_project_final.html

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<title>Notebook</title>

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}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.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 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
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/**
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 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
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<h1 id="Machine-Learning-aided-Record-Linkage">Machine Learning aided Record Linkage<a class="anchor-link" href="#Machine-Learning-aided-Record-Linkage">&#182;</a></h1><h2 id="Group-Components">Group Components<a class="anchor-link" href="#Group-Components">&#182;</a></h2><ul>
<li><strong>Francesco Porto</strong> f.porto2@campus.unimib.it (816042)</li>
<li><strong>Francesco Stranieri</strong> f.stranieri1@campus.unimib.it (816551)</li>
<li><strong>Mattia Vincenzi</strong> m.vincenzi14@campus.unimib.it (860579)</li>
</ul>
<h2 id="Abstract">Abstract<a class="anchor-link" href="#Abstract">&#182;</a></h2><p>Record Linkage is the process of finding records in one or more datasets that refer to the same entity across different data sources. Traditionally, it is done by applying comparison rules between pairs of attributes from each dataset. In this project we investigate some possible Machine Learning applications to Record Linkage (and Data deduplication) by doing <strong>two different experiments</strong>. In the first experiment, we compare two different Indexing methods (Full vs Block) to figure out which one works better for our models in terms of time and quality of results. In the second experiment, we try to investigate the re-usability of the models we create, training on a dataset and testing on the other, and their viability in real-case scenarios.</p>

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<h2 id="Python-Record-Linkage-Toolkit">Python Record Linkage Toolkit<a class="anchor-link" href="#Python-Record-Linkage-Toolkit">&#182;</a></h2><p>Throughout the project, we make use of a Python library called <a href="https://github.com/J535D165/recordlinkage/blob/master/docs/index.rst">"Python Record Linkage Toolkit"</a>, which provides a simple framework to facilitate the process of Record Linkage. In the context of this library, the Record Linkage process is divided into 5 steps:</p>
<ul>
<li><strong>Preprocessing (optional)</strong>: clean the datasets in order to improve the odds of finding matches.</li>
<li><strong>Indexing</strong>: create record pairs (R1, R2) such that R1 belongs to the first dataset and R2 belongs to the second one. Such pairs are called "<em>candidate links</em>", and can be obtained via different methods (e.g. Full Index or Block Index)</li>
<li><strong>Comparison</strong>: compare record pairs via different metrics and thresholds, in order to obtain measures of similarity between each pair. Note that no cardinality reduction is performed in this phase.</li>
<li><strong>Classification</strong>: classify record pairs, according to their measure of similarity, into matches or non-matches. It can be done either by using a deterministic approach or different Machine Learning algorithms.</li>
<li><strong>Evaluation</strong>: evaluate the results of the Classification phase via Confusion Matrices.</li>
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<h3 id="Helper-Functions">Helper Functions<a class="anchor-link" href="#Helper-Functions">&#182;</a></h3><p>We have defined a few helper functions that allow us to streamline the Record Linkage process:</p>
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<li><strong>Indexing_dataset</strong> : given two datasets, returns the result of the indexing process (either <em>full</em> or <em>block</em>) on the given attributes</li>
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<li><strong>Compare_records</strong> : given two datasets, a set of rules specifying how to compare some attributes, and a list of attributes that must match exactly, returns a multi index containing the comparisons' results.</li>
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<h1 id="Experiment-1:-Comparison-between-Full-Index-and-Block-Index">Experiment 1: Comparison between Full Index and Block Index<a class="anchor-link" href="#Experiment-1:-Comparison-between-Full-Index-and-Block-Index">&#182;</a></h1><p>In this experiment we present two examples of Record Linkage, the first one using a <strong>Full Index</strong>, that is we make the cartesian product of the records in the first dataset and the records in the second one; the second one uses <strong>Blocking</strong>, that only finds a subset of the cartesian product.</p>
<h2 id="Part-1:-Using-a-Full-Index">Part 1: Using a Full Index<a class="anchor-link" href="#Part-1:-Using-a-Full-Index">&#182;</a></h2><h3 id="Dataset-description">Dataset description<a class="anchor-link" href="#Dataset-description">&#182;</a></h3><p>We use the FEBRL (Freely Extensible Biomedical Record Linkage) dataset since it provides the <em>true links</em> for optimal Record Linkage. The paper used as reference is available <a href="http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.481.8577&amp;rep=rep1&amp;type=pdf">here</a>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">recordlinkage.datasets</span> <span class="k">import</span> <span class="n">load_febrl4</span>
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<p>This dataset contains 10000 records (5000 originals and 5000 duplicates, with one duplicate per original); the originals have been split from the duplicates into dataset4a.csv (containing the 5000 original records) and dataset4b.csv (containing the 5000 duplicate records).</p>

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<pre>Loading data...
5000 records in dataset A
5000 records in dataset B
5000 links between dataset A and B
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<p>We take a first look at the dataset. It contains auto-generated records about patients. There are 11 fields:</p>
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<li><strong>rec_id</strong>: the id of the record</li>
<li><strong>given_name</strong>: the name of the patient</li>
<li><strong>street_number</strong>: the street number of the patient's house</li>
<li><strong>address_1</strong>: the road where the patient lives</li>
<li><strong>address_2</strong>: the city where the patient lives</li>
<li><strong>suburb</strong>: the suburb in the city where the patient lives</li>
<li><strong>postcode</strong>: the postcode of the city where the patient lives</li>
<li><strong>state</strong>: the state where the patient lives</li>
<li><strong>date_of_birth</strong>: the date of birth of the patient</li>
<li><strong>soc_sec_id</strong>: the social security number of the patient</li>
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      <th>given_name</th>
      <th>surname</th>
      <th>street_number</th>
      <th>address_1</th>
      <th>address_2</th>
      <th>suburb</th>
      <th>postcode</th>
      <th>state</th>
      <th>date_of_birth</th>
      <th>soc_sec_id</th>
    </tr>
    <tr>
      <th>rec_id</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>rec-1070-org</td>
      <td>michaela</td>
      <td>neumann</td>
      <td>8</td>
      <td>stanley street</td>
      <td>miami</td>
      <td>winston hills</td>
      <td>4223</td>
      <td>nsw</td>
      <td>19151111</td>
      <td>5304218</td>
    </tr>
    <tr>
      <td>rec-1016-org</td>
      <td>courtney</td>
      <td>painter</td>
      <td>12</td>
      <td>pinkerton circuit</td>
      <td>bega flats</td>
      <td>richlands</td>
      <td>4560</td>
      <td>vic</td>
      <td>19161214</td>
      <td>4066625</td>
    </tr>
    <tr>
      <td>rec-4405-org</td>
      <td>charles</td>
      <td>green</td>
      <td>38</td>
      <td>salkauskas crescent</td>
      <td>kela</td>
      <td>dapto</td>
      <td>4566</td>
      <td>nsw</td>
      <td>19480930</td>
      <td>4365168</td>
    </tr>
    <tr>
      <td>rec-1288-org</td>
      <td>vanessa</td>
      <td>parr</td>
      <td>905</td>
      <td>macquoid place</td>
      <td>broadbridge manor</td>
      <td>south grafton</td>
      <td>2135</td>
      <td>sa</td>
      <td>19951119</td>
      <td>9239102</td>
    </tr>
    <tr>
      <td>rec-3585-org</td>
      <td>mikayla</td>
      <td>malloney</td>
      <td>37</td>
      <td>randwick road</td>
      <td>avalind</td>
      <td>hoppers crossing</td>
      <td>4552</td>
      <td>vic</td>
      <td>19860208</td>
      <td>7207688</td>
    </tr>
    <tr>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <td>rec-2153-org</td>
      <td>annabel</td>
      <td>grierson</td>
      <td>97</td>
      <td>mclachlan crescent</td>
      <td>lantana lodge</td>
      <td>broome</td>
      <td>2480</td>
      <td>nsw</td>
      <td>19840224</td>
      <td>7676186</td>
    </tr>
    <tr>
      <td>rec-1604-org</td>
      <td>sienna</td>
      <td>musolino</td>
      <td>22</td>
      <td>smeaton circuit</td>
      <td>pangani</td>
      <td>mckinnon</td>
      <td>2700</td>
      <td>nsw</td>
      <td>19890525</td>
      <td>4971506</td>
    </tr>
    <tr>
      <td>rec-1003-org</td>
      <td>bradley</td>
      <td>matthews</td>
      <td>2</td>
      <td>jondol place</td>
      <td>horseshoe ck</td>
      <td>jacobs well</td>
      <td>7018</td>
      <td>sa</td>
      <td>19481122</td>
      <td>8927667</td>
    </tr>
    <tr>
      <td>rec-4883-org</td>
      <td>brodee</td>
      <td>egan</td>
      <td>88</td>
      <td>axon street</td>
      <td>greenslopes</td>
      <td>wamberal</td>
      <td>2067</td>
      <td>qld</td>
      <td>19121113</td>
      <td>6039042</td>
    </tr>
    <tr>
      <td>rec-66-org</td>
      <td>koula</td>
      <td>houweling</td>
      <td>3</td>
      <td>mileham street</td>
      <td>old airdmillan road</td>
      <td>williamstown</td>
      <td>2350</td>
      <td>nsw</td>
      <td>19440718</td>
      <td>6375537</td>
    </tr>
  </tbody>
</table>
<p>5000 rows × 10 columns</p>
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<p>We notice that the records having the same numeric id represent the same entity.</p>

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<pre>given_name             michaela
surname                 neumann
street_number                 8
address_1        stanley street
address_2                 miami
suburb            winston hills
postcode                   4223
state                       nsw
date_of_birth          19151111
soc_sec_id              5304218
Name: rec-1070-org, dtype: object</pre>
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<pre>given_name             michafla
surname                 jakimow
street_number                 8
address_1        stanleykstreet
address_2                 miami
suburb            winstonbhills
postcode                   4223
state                       NaN
date_of_birth          19151111
soc_sec_id              5304218
Name: rec-1070-dup-0, dtype: object</pre>
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<h3 id="Indexing-(Full)">Indexing (Full)<a class="anchor-link" href="#Indexing-(Full)">&#182;</a></h3><p>Indexing is the process of creating all the possible links, also called <strong>candidate links</strong>, between the two datasets. In this specific example, we use a technique called <strong>Full Indexing</strong>, which returns the cartesian products of the records from each dataset.</p>

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<p><img 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" alt="Schermata%202020-02-15%20alle%2010.09.02.png"></p>

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<pre>WARNING:recordlinkage:indexing - performance warning - A full index can result in large number of record pairs.
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<pre>WARNING:recordlinkage:indexing - performance warning - A full index can result in large number of record pairs.
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<pre>MultiIndex([(&#39;rec-1070-org&#39;,  &#39;rec-561-dup-0&#39;),
            (&#39;rec-1070-org&#39;, &#39;rec-2642-dup-0&#39;),
            (&#39;rec-1070-org&#39;,  &#39;rec-608-dup-0&#39;),
            (&#39;rec-1070-org&#39;, &#39;rec-3239-dup-0&#39;),
            (&#39;rec-1070-org&#39;, &#39;rec-2886-dup-0&#39;),
            (&#39;rec-1070-org&#39;, &#39;rec-4285-dup-0&#39;),
            (&#39;rec-1070-org&#39;,  &#39;rec-929-dup-0&#39;),
            (&#39;rec-1070-org&#39;, &#39;rec-4833-dup-0&#39;),
            (&#39;rec-1070-org&#39;,  &#39;rec-717-dup-0&#39;),
            (&#39;rec-1070-org&#39;, &#39;rec-3984-dup-0&#39;),
            ...
            (  &#39;rec-66-org&#39;,  &#39;rec-670-dup-0&#39;),
            (  &#39;rec-66-org&#39;, &#39;rec-4134-dup-0&#39;),
            (  &#39;rec-66-org&#39;, &#39;rec-3866-dup-0&#39;),
            (  &#39;rec-66-org&#39;, &#39;rec-3152-dup-0&#39;),
            (  &#39;rec-66-org&#39;, &#39;rec-3363-dup-0&#39;),
            (  &#39;rec-66-org&#39;, &#39;rec-4495-dup-0&#39;),
            (  &#39;rec-66-org&#39;, &#39;rec-4211-dup-0&#39;),
            (  &#39;rec-66-org&#39;, &#39;rec-3131-dup-0&#39;),
            (  &#39;rec-66-org&#39;, &#39;rec-3815-dup-0&#39;),
            (  &#39;rec-66-org&#39;,  &#39;rec-493-dup-0&#39;)],
           names=[&#39;rec_id_1&#39;, &#39;rec_id_2&#39;], length=25000000)</pre>
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<h3 id="Comparison">Comparison<a class="anchor-link" href="#Comparison">&#182;</a></h3><p><strong>Comparison</strong> refers to the process of evaluating all the possible candidate links in order to figure out all the attributes having the same value. In order to compare attributes, we need to specify (for each attribute):</p>
<ul>
<li>A <strong>metric</strong> to be used for evaluating the similarity between each pair of the same attributes of the different dataset</li>
<li>A <strong>threshold</strong> to decide under which circumstances the metric shall return 1 or 0</li>
</ul>
<p>The <em>similarity</em> is 1 in case of agreement or 0 in case of complete disagreement.</p>

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<p>In this specific example we used the Jaro-Winkler method since, according to the documentation, it is faster than the Levenshtein distance and much faster than the Damerau-Levenshtein distance. Since comparing strings is computationally expensive, we chose a subset of attributes on which some errors are permitted.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comparison</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;surname&#39;</span><span class="p">:[</span><span class="s1">&#39;jarowinkler&#39;</span><span class="p">,</span><span class="mf">0.85</span><span class="p">],</span>
              <span class="s1">&#39;address_1&#39;</span><span class="p">:[</span><span class="s1">&#39;jarowinkler&#39;</span><span class="p">,</span><span class="mf">0.85</span><span class="p">],</span> 
              <span class="s1">&#39;address_2&#39;</span><span class="p">:[</span><span class="s1">&#39;jarowinkler&#39;</span><span class="p">,</span><span class="mf">0.85</span><span class="p">]</span> <span class="p">}</span>
<span class="n">exact</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;given_name&#39;</span><span class="p">,</span> <span class="s1">&#39;date_of_birth&#39;</span><span class="p">,</span> <span class="s1">&#39;suburb&#39;</span><span class="p">,</span> <span class="s1">&#39;state&#39;</span><span class="p">]</span>

<span class="n">features_full</span> <span class="o">=</span> <span class="n">compare_records</span><span class="p">(</span><span class="n">candidate_links_full</span><span class="p">,</span> <span class="n">dfA</span><span class="p">,</span> <span class="n">dfB</span><span class="p">,</span> <span class="n">comparison</span><span class="p">,</span> <span class="n">exact</span><span class="p">)</span>
<span class="n">features_full</span>
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      <th></th>
      <th></th>
      <th>surname</th>
      <th>address_1</th>
      <th>address_2</th>
      <th>given_name</th>
      <th>date_of_birth</th>
      <th>suburb</th>
      <th>state</th>
    </tr>
    <tr>
      <th>rec_id_1</th>
      <th>rec_id_2</th>
      <th></th>
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      <td rowspan="5" valign="top">rec-1070-org</td>
      <td>rec-561-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-2642-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-608-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-3239-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-2886-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
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      <td rowspan="5" valign="top">rec-66-org</td>
      <td>rec-4495-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
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      <td>rec-4211-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
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      <td>rec-3131-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-3815-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
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      <td>rec-493-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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<p>25000000 rows × 7 columns</p>
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<p><strong>Note</strong>: no cardinality reduction is employed. The output of indexing phase has the same cardinality of the comparison phase. The columns represent the results of the comparison.</p>

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<h3 id="Classification">Classification<a class="anchor-link" href="#Classification">&#182;</a></h3><p>In this phase, candidate links are classified into matches or non-matches. We analyze 3 different classification methods:</p>
<ul>
<li><strong>Deterministic approach</strong> (no Machine Learning used)</li>
<li><strong>Naive Bayes</strong> (Supervised Learning)</li>
<li><strong>Expectation-Conditional Maximisation</strong> (Unsupervised Learning)</li>
</ul>
<h4 id="Deterministic-approach">Deterministic approach<a class="anchor-link" href="#Deterministic-approach">&#182;</a></h4><p>In the deterministic approach, we consider all the records that agree on at least a certain amount of attributes according to the rules we have previously specified.</p>

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<pre>7.0        1304
6.0        1860
5.0        1260
4.0         441
3.0         452
2.0       69727
1.0     5634539
0.0    19290417
dtype: int64</pre>
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<p>We notice that 1304 records have 7 common attributes, according to the comparison metrics that we chose. 1860 records have 6 common attributes instead, and so on.</p>

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<p>We consider a match all the pairs that agree on at least 4 attributes. In the following table, the matches according to this rule are shown.</p>

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      <th></th>
      <th></th>
      <th>surname</th>
      <th>address_1</th>
      <th>address_2</th>
      <th>given_name</th>
      <th>date_of_birth</th>
      <th>suburb</th>
      <th>state</th>
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      <th>rec_id_1</th>
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      <td>rec-1016-org</td>
      <td>rec-1016-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
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      <td>rec-4405-org</td>
      <td>rec-4405-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
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      <td>rec-1288-org</td>
      <td>rec-1288-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
    </tr>
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      <td>rec-3585-org</td>
      <td>rec-3585-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
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      <td>rec-298-org</td>
      <td>rec-298-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
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      <td>...</td>
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      <td>rec-2153-org</td>
      <td>rec-2153-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
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      <td>rec-1604-org</td>
      <td>rec-1604-dup-0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
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      <td>rec-1003-org</td>
      <td>rec-1003-dup-0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
    </tr>
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      <td>rec-4883-org</td>
      <td>rec-4883-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-66-org</td>
      <td>rec-66-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
<p>4865 rows × 7 columns</p>
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<h4 id="Naive-Bayes">Naive Bayes<a class="anchor-link" href="#Naive-Bayes">&#182;</a></h4><p>Naive Bayes is a supervised-learning algorithm that provides a method for computing the probability of a given hypotesis on prior knowledge. It is based on the assumption that all features are conditionally independent.</p>

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<p>We initialise the NaiveBayesClassifier.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nb_full</span> <span class="o">=</span> <span class="n">rl</span><span class="o">.</span><span class="n">NaiveBayesClassifier</span><span class="p">()</span>
<span class="n">nb_full</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">features_full</span><span class="p">,</span> <span class="n">true_links</span><span class="p">)</span>
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<p>We print also the parameters that are trained.</p>
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<li>p is the probability P(Match)</li>
<li>m is the probability that P(x_i=1|Match)</li>
<li>u is the probability that P(x_i=1|Non-Match)</li>
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<pre>p probability P(Match): 0.00019999999999999985

m probabilities P(x_i=1|Match): {&#39;surname&#39;: {0.0: 0.14700001411999955, 1.0: 0.8529999858800007}, &#39;address_1&#39;: {0.0: 0.11280001548799944, 1.0: 0.8871999845120011}, &#39;address_2&#39;: {0.0: 0.23020001079199967, 1.0: 0.7697999892080011}, &#39;given_name&#39;: {0.0: 0.3426000062959999, 1.0: 0.6573999937040006}, &#39;date_of_birth&#39;: {0.0: 0.10620001575199943, 1.0: 0.8937999842480008}, &#39;suburb&#39;: {0.0: 0.25420000983199964, 1.0: 0.7457999901680004}, &#39;state&#39;: {0.0: 0.05860001765599933, 1.0: 0.9413999823440014}}

u probabilities P(x_i=1|Non-Match): {&#39;surname&#39;: {0.0: 0.9951189437847974, 1.0: 0.004881056215203998}, &#39;address_1&#39;: {0.0: 0.9971519903941033, 1.0: 0.0028480096058983977}, &#39;address_2&#39;: {0.0: 0.9987709141788471, 1.0: 0.0012290858211543999}, &#39;given_name&#39;: {0.0: 0.9970409281816627, 1.0: 0.002959071818339998}, &#39;date_of_birth&#39;: {0.0: 0.9999744748909813, 1.0: 2.5525109021600138e-05}, &#39;suburb&#39;: {0.0: 0.9991115823124727, 1.0: 0.0008884176875304002}, &#39;state&#39;: {0.0: 0.7817865973172118, 1.0: 0.21821340268279102}}

weights of features: {&#39;surname&#39;: {0.0: 0.14772104886367185, 1.0: 174.75725504307687}, &#39;address_1&#39;: {0.0: 0.11312218856768025, 1.0: 311.5157977959615}, &#39;address_2&#39;: {0.0: 0.230483294541333, 1.0: 626.3191519734385}, &#39;given_name&#39;: {0.0: 0.34361679306466497, 1.0: 222.1642575991257}, &#39;date_of_birth&#39;: {0.0: 0.10620272658817369, 1.0: 35016.50016427509}, &#39;suburb&#39;: {0.0: 0.2544260464318173, 1.0: 839.4699932653922}, &#39;state&#39;: {0.0: 0.07495653910810424, 1.0: 4.31412539637852}}
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<p>We tried to predict the matches starting by the output of the comparison phase, using the trained model. We know from the documentation that the total matches are 5000 and our model found 4958.</p>

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<pre>Predicted number of links: 4958
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<p>We predict the match probability for each pair in the dataset, since we apply the Full Index method.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">probs_bayes_full</span> <span class="o">=</span> <span class="n">nb_full</span><span class="o">.</span><span class="n">prob</span><span class="p">(</span><span class="n">features_full</span><span class="p">)</span>
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<pre>rec_id_1      rec_id_2      
rec-1070-org  rec-561-dup-0     5.362010e-10
              rec-2642-dup-0    3.086106e-08
              rec-608-dup-0     5.362010e-10
              rec-3239-dup-0    5.362010e-10
              rec-2886-dup-0    5.362010e-10
                                    ...     
rec-66-org    rec-4495-dup-0    3.086106e-08
              rec-4211-dup-0    5.362010e-10
              rec-3131-dup-0    5.362010e-10
              rec-3815-dup-0    5.362010e-10
              rec-493-dup-0     5.362010e-10
Length: 25000000, dtype: float64</pre>
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<h4 id="Expectation-Conditional-Maximisation">Expectation-Conditional Maximisation<a class="anchor-link" href="#Expectation-Conditional-Maximisation">&#182;</a></h4><p>Unsupervised learning with the ECM algorithm. This classifier doesn’t need training label since it is often hard to collect.</p>

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<p>We initialise the Expectation-Conditional Maximisation classifier.</p>

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<span class="n">ecm_full</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">features_full</span><span class="p">)</span>
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<p>We print the parameters that are trained (m, u and p).</p>

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<pre>p probability P(Match): 0.00019964038993562045

m probabilities P(x_i=1|Match): {&#39;surname&#39;: {0.0: 0.14559845395438062, 1.0: 0.8544015460456198}, &#39;address_1&#39;: {0.0: 0.11167423011028436, 1.0: 0.8883257698897149}, &#39;address_2&#39;: {0.0: 0.22930633589775026, 1.0: 0.7706936641022502}, &#39;given_name&#39;: {0.0: 0.3415113651654586, 1.0: 0.6584886348345418}, &#39;date_of_birth&#39;: {0.0: 0.10497269467212568, 1.0: 0.8950273053278734}, &#39;suburb&#39;: {0.0: 0.25371788422318436, 1.0: 0.7462821157768156}, &#39;state&#39;: {0.0: 0.05893559457665887, 1.0: 0.9410644054233418}}

u probabilities P(x_i=1|Non-Match): {&#39;surname&#39;: {0.0: 0.9951189185968193, 1.0: 0.0048810814031804844}, &#39;address_1&#39;: {0.0: 0.9971518971067167, 1.0: 0.002848102893281545}, &#39;address_2&#39;: {0.0: 0.9987708161888874, 1.0: 0.0012291838111130658}, &#39;given_name&#39;: {0.0: 0.9970409101739776, 1.0: 0.0029590898260201783}, &#39;date_of_birth&#39;: {0.0: 0.9999743984891409, 1.0: 2.5601510856925678e-05}, &#39;suburb&#39;: {0.0: 0.9991114106542701, 1.0: 0.0008885893457278089}, &#39;state&#39;: {0.0: 0.7817862701907439, 1.0: 0.21821372980925488}}

weights of features: {&#39;surname&#39;: {0.0: 0.1463126177519403, 1.0: 175.04349456022118}, &#39;address_1&#39;: {0.0: 0.11199319826228323, 1.0: 311.9008698685735}, &#39;address_2&#39;: {0.0: 0.22958854241730656, 1.0: 626.996269503714}, &#39;given_name&#39;: {0.0: 0.3425249271926735, 1.0: 222.53080289900313}, &#39;date_of_birth&#39;: {0.0: 0.10497538220051303, 1.0: 34959.94085387161}, &#39;suburb&#39;: {0.0: 0.253943535743463, 1.0: 839.8503981223914}, &#39;state&#39;: {0.0: 0.07538581428691435, 1.0: 4.312581093068459}}
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<pre>Predicted number of links: 4958
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<pre>rec_id_1      rec_id_2      
rec-1070-org  rec-561-dup-0     5.170889e-10
              rec-2642-dup-0    2.958100e-08
              rec-608-dup-0     5.170889e-10
              rec-3239-dup-0    5.170889e-10
              rec-2886-dup-0    5.170889e-10
                                    ...     
rec-66-org    rec-4495-dup-0    2.958100e-08
              rec-4211-dup-0    5.170889e-10
              rec-3131-dup-0    5.170889e-10
              rec-3815-dup-0    5.170889e-10
              rec-493-dup-0     5.170889e-10
Length: 25000000, dtype: float64
</pre>
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<h3 id="Evaluation">Evaluation<a class="anchor-link" href="#Evaluation">&#182;</a></h3><p>We compare the results of the deterministic method and the two ML-based ones (Naive Bayes and ECM)</p>

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" alt="U0hjG.png"></p>

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<pre>Deterministic approach 

Confusion matrix: 
 [[    4865      135]
 [       0 24995000]]
Fscore: 0.9863152559553979
Recall: 0.973
Precision: 1.0
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<pre>Naive Bayes 

Confusion matrix: 
 [[    4954       46]
 [       4 24994996]]
Fscore: 0.9949789114279977
Recall: 0.9908
Precision: 0.9991932230738201
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<pre>Expectation-Conditional Maximisation 

Confusion matrix: 
 [[    4954       46]
 [       4 24994996]]
Fscore: 0.9949789114279977
Recall: 0.9908
Precision: 0.9991932230738201
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<h2 id="Part-2-:-Using-a-Block-Index">Part 2 : Using a Block Index<a class="anchor-link" href="#Part-2-:-Using-a-Block-Index">&#182;</a></h2><h3 id="Indexing-(Block)">Indexing (Block)<a class="anchor-link" href="#Indexing-(Block)">&#182;</a></h3><p>Indexing is the process of creating all the possible links between the two datasets. In this specific example, we use a technique called <strong>Blocking</strong>, which groups together all the records that agree on AT LEAST one of the specified attributes.</p>
<p>We have decided to use <strong>surname</strong>, <strong>date_of_birth</strong> and <strong>soc_sec_id</strong> as discriminating variables. By doing that, the resulting records will agree on at least one of these attributes.</p>

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<p><strong>Note</strong>: the cardinality using the Block Index method is way less than the Full Index method.</p>

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<pre>MultiIndex([(  &#39;rec-0-org&#39;,    &#39;rec-0-dup-0&#39;),
            (  &#39;rec-0-org&#39;, &#39;rec-1505-dup-0&#39;),
            (  &#39;rec-0-org&#39;, &#39;rec-1636-dup-0&#39;),
            (  &#39;rec-0-org&#39;, &#39;rec-2074-dup-0&#39;),
            (  &#39;rec-0-org&#39;, &#39;rec-2683-dup-0&#39;),
            (  &#39;rec-0-org&#39;, &#39;rec-2724-dup-0&#39;),
            (  &#39;rec-0-org&#39;, &#39;rec-2894-dup-0&#39;),
            (  &#39;rec-1-org&#39;,    &#39;rec-1-dup-0&#39;),
            (  &#39;rec-1-org&#39;, &#39;rec-1052-dup-0&#39;),
            (  &#39;rec-1-org&#39;, &#39;rec-2552-dup-0&#39;),
            ...
            (&#39;rec-999-org&#39;, &#39;rec-3685-dup-0&#39;),
            (&#39;rec-999-org&#39;,  &#39;rec-370-dup-0&#39;),
            (&#39;rec-999-org&#39;, &#39;rec-3766-dup-0&#39;),
            (&#39;rec-999-org&#39;, &#39;rec-3862-dup-0&#39;),
            (&#39;rec-999-org&#39;, &#39;rec-3913-dup-0&#39;),
            (&#39;rec-999-org&#39;, &#39;rec-3940-dup-0&#39;),
            (&#39;rec-999-org&#39;, &#39;rec-4941-dup-0&#39;),
            (&#39;rec-999-org&#39;,  &#39;rec-859-dup-0&#39;),
            (&#39;rec-999-org&#39;,  &#39;rec-911-dup-0&#39;),
            (&#39;rec-999-org&#39;,  &#39;rec-999-dup-0&#39;)],
           names=[&#39;rec_id_1&#39;, &#39;rec_id_2&#39;], length=87132)</pre>
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<p>We verify that a pair of candidate links agree on the given attributes:</p>

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<pre>given_name               rachael
surname                     dent
street_number                  1
address_1            knox street
address_2        lakewood estate
suburb                    byford
postcode                    4129
state                        vic
date_of_birth           19280722
soc_sec_id               1683994
Name: rec-0-org, dtype: object</pre>
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<pre>given_name               rachael
surname                     dent
street_number                  4
address_1            knox street
address_2        lakewood estate
suburb                    byford
postcode                    4129
state                        vic
date_of_birth           19280722
soc_sec_id               1683994
Name: rec-0-dup-0, dtype: object</pre>
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<h3 id="Comparison">Comparison<a class="anchor-link" href="#Comparison">&#182;</a></h3><p>We used the same metrics and threshold for each pair of attributes used in the previous experiment.</p>

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

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

    .dataframe thead th {
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th></th>
      <th>surname</th>
      <th>address_1</th>
      <th>address_2</th>
      <th>given_name</th>
      <th>date_of_birth</th>
      <th>suburb</th>
      <th>state</th>
    </tr>
    <tr>
      <th>rec_id_1</th>
      <th>rec_id_2</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
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    <tr>
      <td rowspan="5" valign="top">rec-0-org</td>
      <td>rec-0-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-1505-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-1636-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-2074-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-2683-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
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      <td rowspan="5" valign="top">rec-999-org</td>
      <td>rec-3940-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-4941-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-859-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-911-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
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      <td>rec-999-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
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<p>87132 rows × 7 columns</p>
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<h3 id="Classification">Classification<a class="anchor-link" href="#Classification">&#182;</a></h3><h4 id="Deterministic-approach">Deterministic approach<a class="anchor-link" href="#Deterministic-approach">&#182;</a></h4><p>Also in this case, we consider a match all the pairs that agree on at least 4 attributes.</p>

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<pre>7.0     1304
6.0     1857
5.0     1257
4.0      438
3.0      268
2.0    18304
1.0    63704
dtype: int64</pre>
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<h4 id="Naive-Bayes">Naive Bayes<a class="anchor-link" href="#Naive-Bayes">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Initialise the NaiveBayesClassifier.</span>
<span class="n">nb_block</span> <span class="o">=</span> <span class="n">rl</span><span class="o">.</span><span class="n">NaiveBayesClassifier</span><span class="p">()</span>
<span class="n">nb_block</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">features_block</span><span class="p">,</span> <span class="n">true_links</span><span class="p">)</span>
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<pre>p probability P(Match): 0.05726943028967549

m probabilities P(x_i=1|Match): {&#39;surname&#39;: {0.0: 0.1462925993469899, 1.0: 0.8537074006530102}, &#39;address_1&#39;: {0.0: 0.11302606761418561, 1.0: 0.8869739323858145}, &#39;address_2&#39;: {0.0: 0.23026053185328524, 1.0: 0.7697394681467138}, &#39;given_name&#39;: {0.0: 0.34268537704667806, 1.0: 0.6573146229533218}, &#39;date_of_birth&#39;: {0.0: 0.10440883349062785, 1.0: 0.8955911665093714}, &#39;suburb&#39;: {0.0: 0.25430862708181856, 1.0: 0.7456913729181811}, &#39;state&#39;: {0.0: 0.05871745255641471, 1.0: 0.941282547443585}}

u probabilities P(x_i=1|Non-Match): {&#39;surname&#39;: {0.0: 0.0077305166474385435, 1.0: 0.9922694833525615}, &#39;address_1&#39;: {0.0: 0.9970904032112915, 1.0: 0.002909596788708342}, &#39;address_2&#39;: {0.0: 0.9987338986176765, 1.0: 0.001266101382323047}, &#39;given_name&#39;: {0.0: 0.9970173589710086, 1.0: 0.002982641028992133}, &#39;date_of_birth&#39;: {0.0: 0.9922329612324204, 1.0: 0.007767038767580439}, &#39;suburb&#39;: {0.0: 0.9990382496188591, 1.0: 0.0009617503811405855}, &#39;state&#39;: {0.0: 0.7818777232551495, 1.0: 0.21812227674485082}}

weights of features: {&#39;surname&#39;: {0.0: 18.924039106165434, 1.0: 0.8603584157084078}, &#39;address_1&#39;: {0.0: 0.11335588754055481, 1.0: 304.8442780209312}, &#39;address_2&#39;: {0.0: 0.2305524346094423, 1.0: 607.960372600173}, &#39;given_name&#39;: {0.0: 0.3437105422119764, 1.0: 220.38006470240086}, &#39;date_of_birth&#39;: {0.0: 0.10522612891325946, 1.0: 115.30664302173464}, &#39;suburb&#39;: {0.0: 0.2545534439535616, 1.0: 775.3481439059377}, &#39;state&#39;: {0.0: 0.07509799909883542, 1.0: 4.315389337993445}}
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<pre>Predicted number of links: 5107
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<pre>rec_id_1     rec_id_2      
rec-0-org    rec-0-dup-0       1.000000e+00
             rec-1505-dup-0    9.443910e-07
             rec-1636-dup-0    9.443910e-07
             rec-2074-dup-0    5.426506e-05
             rec-2683-dup-0    9.443910e-07
                                   ...     
rec-999-org  rec-3940-dup-0    9.443910e-07
             rec-4941-dup-0    9.443910e-07
             rec-859-dup-0     9.443910e-07
             rec-911-dup-0     5.426506e-05
             rec-999-dup-0     1.000000e+00
Length: 87132, dtype: float64</pre>
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<h4 id="Expectation-Conditional-Maximisation">Expectation-Conditional Maximisation<a class="anchor-link" href="#Expectation-Conditional-Maximisation">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Initialise the Expectation-Conditional Maximisation classifier.</span>
<span class="n">ecm_block</span> <span class="o">=</span> <span class="n">rl</span><span class="o">.</span><span class="n">ECMClassifier</span><span class="p">()</span>
<span class="n">ecm_block</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">features_block</span><span class="p">)</span>
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<pre>p probability P(Match): 0.05890218346289975

m probabilities P(x_i=1|Match): {&#39;surname&#39;: {0.0: 0.17208594081201783, 1.0: 0.8279140591879811}, &#39;address_1&#39;: {0.0: 0.1364062789961936, 1.0: 0.863593721003806}, &#39;address_2&#39;: {0.0: 0.25072440372196897, 1.0: 0.7492755962780303}, &#39;given_name&#39;: {0.0: 0.36109752267741557, 1.0: 0.6389024773225834}, &#39;date_of_birth&#39;: {0.0: 0.1019492644528454, 1.0: 0.8980507355471536}, &#39;suburb&#39;: {0.0: 0.2754889672490091, 1.0: 0.7245110327509904}, &#39;state&#39;: {0.0: 0.06435714759255907, 1.0: 0.9356428524074404}}

u probabilities P(x_i=1|Non-Match): {&#39;surname&#39;: {0.0: 0.00587574265639725, 1.0: 0.9941242573436027}, &#39;address_1&#39;: {0.0: 0.9971608673018983, 1.0: 0.002839132698101932}, &#39;address_2&#39;: {0.0: 0.9987863491894582, 1.0: 0.001213650810542423}, &#39;given_name&#39;: {0.0: 0.9970001958451015, 1.0: 0.002999804154898576}, &#39;date_of_birth&#39;: {0.0: 0.9939272291845378, 1.0: 0.006072770815462413}, &#39;suburb&#39;: {0.0: 0.9990046632627301, 1.0: 0.0009953367372699084}, &#39;state&#39;: {0.0: 0.7827793845853916, 1.0: 0.21722061541460944}}

weights of features: {&#39;surname&#39;: {0.0: 29.287521744108087, 1.0: 0.832807421277747}, &#39;address_1&#39;: {0.0: 0.13679465718031986, 1.0: 304.1751875779358}, &#39;address_2&#39;: {0.0: 0.25102906535060127, 1.0: 617.3732920288273}, &#39;given_name&#39;: {0.0: 0.3621840037567228, 1.0: 212.98139622857641}, &#39;date_of_birth&#39;: {0.0: 0.10257216168279153, 1.0: 147.88154581110624}, &#39;suburb&#39;: {0.0: 0.2757634447363513, 1.0: 727.9054470934519}, &#39;state&#39;: {0.0: 0.08221620147373528, 1.0: 4.307339110616076}}
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<pre>Predicted number of links: 5110
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<pre>rec_id_1     rec_id_2      
rec-0-org    rec-0-dup-0       1.000000
             rec-1505-dup-0    0.000002
             rec-1636-dup-0    0.000002
             rec-2074-dup-0    0.000079
             rec-2683-dup-0    0.000002
                                 ...   
rec-999-org  rec-3940-dup-0    0.000002
             rec-4941-dup-0    0.000002
             rec-859-dup-0     0.000002
             rec-911-dup-0     0.000079
             rec-999-dup-0     1.000000
Length: 87132, dtype: float64
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<h3 id="Evaluation">Evaluation<a class="anchor-link" href="#Evaluation">&#182;</a></h3>
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<pre>Deterministic approach 

Confusion matrix: 
 [[ 4856   144]
 [    0 82132]]
Fscore: 0.9853896103896103
Recall: 0.9712
Precision: 1.0
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<pre>Naive Bayes 

Confusion matrix: 
 [[ 4956    44]
 [  151 81981]]
Fscore: 0.9807064410804394
Recall: 0.9912
Precision: 0.9704327393773252
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<pre>Expectation-Conditional Maximisation 

Confusion matrix: 
 [[ 4959    41]
 [  151 81981]]
Fscore: 0.9810089020771513
Recall: 0.9918
Precision: 0.9704500978473581
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<h2 id="Results-Analysis">Results Analysis<a class="anchor-link" href="#Results-Analysis">&#182;</a></h2><p>From the previous two experiments, we noticed that:</p>
<ul>
<li>The cardinality of the candidate links with Full Index method is 25000000, with the Block Index is 87132. </li>
<li>This leads to a significative difference in the execution time: <ul>
<li>The Full Index takes 160 seconds circa for the comparison phase; the Block Index takes about 0.56 seconds instead. </li>
<li>Naive Bayes takes about 150s with Full Index and 0.23s with Block Index.</li>
<li>ECM takes about 92s with Full Index and 0.29s with Block Index.</li>
</ul>
</li>
<li>This does not lead to a significative difference in the evaluation results:<ul>
<li>The Full Index method brings a very small increase in the Fscore.  </li>
</ul>
</li>
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<p>We do not consider this result to be meaningful. Blocking should always be preferred, provided that it is clear what attributes should be used in the index.</p>

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<h1 id="Experiment-2:-Training-and-Testing-our-models-for-evaluating-re-usability">Experiment 2: Training and Testing our models for evaluating re-usability<a class="anchor-link" href="#Experiment-2:-Training-and-Testing-our-models-for-evaluating-re-usability">&#182;</a></h1><p>In this experiment, we ﬁrst train our models on a dataset. Then, we test the models on another one with the same attributes but with different records and a different duplicate distribution. We do that in order to investigate the <em>re-usability</em> of the models we create, and to evaluate their applications in real-case scenarios.</p>

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<h2 id="Part-1-:-Training">Part 1 : Training<a class="anchor-link" href="#Part-1-:-Training">&#182;</a></h2><h3 id="Dataset-description">Dataset description<a class="anchor-link" href="#Dataset-description">&#182;</a></h3><p>This data set contains 5000 records (4000 originals and 1000 duplicates), with a maximum of 5 duplicates based on one original record (and a poisson distribution of duplicate records). Distribution of duplicates: 19 originals records have 5 duplicate records 47 originals records have 4 duplicate records 107 originals records have 3 duplicate records 141 originals records have 2 duplicate records 114 originals records have 1 duplicate record 572 originals records have no duplicate record.</p>

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<pre>Loading data...
5000 records in dataset A
1934 links between dataset A and A
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      <th></th>
      <th>given_name</th>
      <th>surname</th>
      <th>street_number</th>
      <th>address_1</th>
      <th>address_2</th>
      <th>suburb</th>
      <th>postcode</th>
      <th>state</th>
      <th>date_of_birth</th>
      <th>soc_sec_id</th>
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      <th>rec_id</th>
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      <td>rec-2778-org</td>
      <td>sarah</td>
      <td>bruhn</td>
      <td>44</td>
      <td>forbes street</td>
      <td>wintersloe</td>
      <td>kellerberrin</td>
      <td>4510</td>
      <td>vic</td>
      <td>19300213</td>
      <td>7535316</td>
    </tr>
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      <td>rec-712-dup-0</td>
      <td>jacob</td>
      <td>lanyon</td>
      <td>5</td>
      <td>milne cove</td>
      <td>wellwod</td>
      <td>beaconsfield upper</td>
      <td>2602</td>
      <td>vic</td>
      <td>19080712</td>
      <td>9497788</td>
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      <td>rec-1321-org</td>
      <td>brinley</td>
      <td>efthimiou</td>
      <td>35</td>
      <td>sturdee crescent</td>
      <td>tremearne</td>
      <td>scarborough</td>
      <td>5211</td>
      <td>qld</td>
      <td>19940319</td>
      <td>6814956</td>
    </tr>
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      <td>rec-3004-org</td>
      <td>aleisha</td>
      <td>hobson</td>
      <td>54</td>
      <td>oliver street</td>
      <td>inglewood</td>
      <td>toowoomba</td>
      <td>3175</td>
      <td>qld</td>
      <td>19290427</td>
      <td>5967384</td>
    </tr>
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      <td>rec-1384-org</td>
      <td>ethan</td>
      <td>gazzola</td>
      <td>49</td>
      <td>sheaffe street</td>
      <td>bimby vale</td>
      <td>port pirie</td>
      <td>3088</td>
      <td>sa</td>
      <td>19631225</td>
      <td>3832742</td>
    </tr>
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      <td>...</td>
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      <td>rec-1487-org</td>
      <td>thomas</td>
      <td>green</td>
      <td>44</td>
      <td>tuthill place</td>
      <td>holmeleigh</td>
      <td>bonny hills</td>
      <td>4740</td>
      <td>vic</td>
      <td>19420210</td>
      <td>9334580</td>
    </tr>
    <tr>
      <td>rec-1856-org</td>
      <td>james</td>
      <td>mcneill</td>
      <td>42</td>
      <td>archibald street</td>
      <td>NaN</td>
      <td>evans head</td>
      <td>2250</td>
      <td>nsw</td>
      <td>19011207</td>
      <td>4837378</td>
    </tr>
    <tr>
      <td>rec-3307-org</td>
      <td>paige</td>
      <td>lock</td>
      <td>7</td>
      <td>a'beckett street</td>
      <td>camboon</td>
      <td>carina heights</td>
      <td>2290</td>
      <td>nsw</td>
      <td>19871002</td>
      <td>5142242</td>
    </tr>
    <tr>
      <td>rec-227-org</td>
      <td>antonio</td>
      <td>collier</td>
      <td>25</td>
      <td>govett place</td>
      <td>the rocks</td>
      <td>broken hill</td>
      <td>2304</td>
      <td>qld</td>
      <td>19400225</td>
      <td>3973395</td>
    </tr>
    <tr>
      <td>rec-1143-org</td>
      <td>harry</td>
      <td>ryan</td>
      <td>30</td>
      <td>van raalte place</td>
      <td>anana</td>
      <td>preston west</td>
      <td>2572</td>
      <td>wa</td>
      <td>19250425</td>
      <td>6392122</td>
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<p>5000 rows × 10 columns</p>
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<p>We notice that the records having the same numeric id represent the same entity but with some errors in various attributes.</p>

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<pre>given_name                    jacob
surname                      lanyon
street_number                     5
address_1                milne cove
address_2                  wellwood
suburb           beaconsfield upper
postcode                       2602
state                           vic
date_of_birth              19080712
soc_sec_id                  9497788
Name: rec-712-org, dtype: object</pre>
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<pre>given_name                    jacob
surname                      lanyon
street_number                     5
address_1                milne cove
address_2                   wellwod
suburb           beaconsfield upper
postcode                       2602
state                           vic
date_of_birth              19080712
soc_sec_id                  9497788
Name: rec-712-dup-0, dtype: object</pre>
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<pre>given_name                    jacob
surname                      lanyln
street_number                     5
address_1                milne cove
address_2                  wellwood
suburb           beaconsfieod upper
postcode                       2602
state                           vic
date_of_birth              19080712
soc_sec_id                  9497788
Name: rec-712-dup-1, dtype: object</pre>
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<h3 id="Indexing-(Block)">Indexing (Block)<a class="anchor-link" href="#Indexing-(Block)">&#182;</a></h3><p>We have decided to use <strong>surname</strong>, <strong>date_of_birth</strong> and <strong>soc_sec_id</strong> as discriminating variables. It's important to notice that the discriminating variables are the same throughout different experiments.</p>

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<pre>MultiIndex([(    &#39;rec-0-org&#39;, &#39;rec-3741-dup-0&#39;),
            (    &#39;rec-0-org&#39;,   &#39;rec-3741-org&#39;),
            (   &#39;rec-10-org&#39;,   &#39;rec-2162-org&#39;),
            (   &#39;rec-10-org&#39;,    &#39;rec-343-org&#39;),
            (   &#39;rec-10-org&#39;,    &#39;rec-956-org&#39;),
            (&#39;rec-100-dup-0&#39;,    &#39;rec-100-org&#39;),
            (&#39;rec-100-dup-1&#39;,  &#39;rec-100-dup-0&#39;),
            (&#39;rec-100-dup-1&#39;,    &#39;rec-100-org&#39;),
            (&#39;rec-100-dup-2&#39;,  &#39;rec-100-dup-0&#39;),
            (&#39;rec-100-dup-2&#39;,  &#39;rec-100-dup-1&#39;),
            ...
            (  &#39;rec-998-org&#39;,   &#39;rec-1578-org&#39;),
            (  &#39;rec-998-org&#39;,   &#39;rec-2112-org&#39;),
            (  &#39;rec-998-org&#39;,   &#39;rec-2273-org&#39;),
            (  &#39;rec-998-org&#39;,   &#39;rec-2670-org&#39;),
            (  &#39;rec-998-org&#39;,    &#39;rec-305-org&#39;),
            (  &#39;rec-998-org&#39;,    &#39;rec-345-org&#39;),
            (  &#39;rec-998-org&#39;,   &#39;rec-3803-org&#39;),
            (  &#39;rec-998-org&#39;,   &#39;rec-3936-org&#39;),
            (  &#39;rec-998-org&#39;,    &#39;rec-622-org&#39;),
            (  &#39;rec-999-org&#39;,   &#39;rec-3297-org&#39;)],
           names=[&#39;rec_id_1&#39;, &#39;rec_id_2&#39;], length=50929)</pre>
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<p>We show a pair of candidate links in order to verify that at least one of the values of the discriminating variables are equal.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">candidate_links</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]]</span>
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<pre>given_name              annabelle
surname                  friswell
street_number                 205
address_1            meares place
address_2        sunningdale farm
suburb              wildes meadow
postcode                     7018
state                          wa
date_of_birth            19761129
soc_sec_id                9016980
Name: rec-0-org, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">candidate_links</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">]]</span>
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<pre>given_name            michael
surname              shepherd
street_number              70
address_1        hurry nplace
address_2            tintagel
suburb                penguin
postcode                 4179
state                     vic
date_of_birth        19761129
soc_sec_id            8270855
Name: rec-3741-dup-0, dtype: object</pre>
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<h3 id="Comparison">Comparison<a class="anchor-link" href="#Comparison">&#182;</a></h3><p>We used the same metrics and threshold used in the first experiment.</p>

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th></th>
      <th>surname</th>
      <th>address_1</th>
      <th>address_2</th>
      <th>given_name</th>
      <th>date_of_birth</th>
      <th>suburb</th>
      <th>state</th>
    </tr>
    <tr>
      <th>rec_id_1</th>
      <th>rec_id_2</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td rowspan="2" valign="top">rec-0-org</td>
      <td>rec-3741-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-3741-org</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td rowspan="3" valign="top">rec-10-org</td>
      <td>rec-2162-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-343-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-956-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <td rowspan="4" valign="top">rec-998-org</td>
      <td>rec-345-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-3803-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-3936-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-622-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-999-org</td>
      <td>rec-3297-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>50929 rows × 7 columns</p>
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<h3 id="Classification">Classification<a class="anchor-link" href="#Classification">&#182;</a></h3><p>We train our ML models in order to acquire knowledge to classify records in the test set, considering the weights of the attributes.</p>

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<h4 id="Deterministic-approach">Deterministic approach<a class="anchor-link" href="#Deterministic-approach">&#182;</a></h4>
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<h4 id="Naive-Bayes">Naive Bayes<a class="anchor-link" href="#Naive-Bayes">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Initialise the NaiveBayesClassifier.</span>
<span class="n">nb</span> <span class="o">=</span> <span class="n">rl</span><span class="o">.</span><span class="n">NaiveBayesClassifier</span><span class="p">()</span>
<span class="n">nb</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">true_links</span><span class="p">)</span>
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<pre>p probability P(Match): 0.03769954250034364

m probabilities P(x_i=1|Match): {&#39;surname&#39;: {0.0: 0.19739586485459734, 1.0: 0.8026041351454025}, &#39;address_1&#39;: {0.0: 0.12031253955077714, 1.0: 0.879687460449223}, &#39;address_2&#39;: {0.0: 0.2984375209960916, 1.0: 0.7015624790039081}, &#39;given_name&#39;: {0.0: 0.3880208449978287, 1.0: 0.6119791550021711}, &#39;date_of_birth&#39;: {0.0: 0.13072920513237446, 1.0: 0.8692707948676252}, &#39;suburb&#39;: {0.0: 0.35468751513671715, 1.0: 0.645312484863283}, &#39;state&#39;: {0.0: 0.06197921229383207, 1.0: 0.9380207877061676}}

u probabilities P(x_i=1|Non-Match): {&#39;surname&#39;: {0.0: 0.006304966409006646, 1.0: 0.9936950335909945}, &#39;address_1&#39;: {0.0: 0.9959803281194052, 1.0: 0.004019671880594699}, &#39;address_2&#39;: {0.0: 0.9986533065410298, 1.0: 0.0013466934589700125}, &#39;given_name&#39;: {0.0: 0.9961435634428644, 1.0: 0.003856436557136706}, &#39;date_of_birth&#39;: {0.0: 0.9936746291755609, 1.0: 0.006325370824438895}, &#39;suburb&#39;: {0.0: 0.9990409904342437, 1.0: 0.0009590095657572717}, &#39;state&#39;: {0.0: 0.7887734894049123, 1.0: 0.2112265105950886}}

weights of features: {&#39;surname&#39;: {0.0: 31.3079962761764, 1.0: 0.8076966352996334}, &#39;address_1&#39;: {0.0: 0.12079810830997982, 1.0: 218.84558903824646}, &#39;address_2&#39;: {0.0: 0.29883996682469327, 1.0: 520.9518724034511}, &#39;given_name&#39;: {0.0: 0.38952301579578924, 1.0: 158.6903209569583}, &#39;date_of_birth&#39;: {0.0: 0.13156137964480266, 1.0: 137.42606069972751}, &#39;suburb&#39;: {0.0: 0.3550279903755986, 1.0: 672.8947321330616}, &#39;state&#39;: {0.0: 0.07857669296237643, 1.0: 4.440828876372956}}
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<h4 id="Expectation-Conditional-Maximisation">Expectation-Conditional Maximisation<a class="anchor-link" href="#Expectation-Conditional-Maximisation">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Initialise the Expectation-Conditional Maximisation classifier.</span>
<span class="n">ecm</span> <span class="o">=</span> <span class="n">rl</span><span class="o">.</span><span class="n">ECMClassifier</span><span class="p">()</span>
<span class="n">ecm</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">features</span><span class="p">)</span>
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<pre>p probability P(Match): 0.04422886741322979

m probabilities P(x_i=1|Match): {&#39;surname&#39;: {0.0: 0.30542655786279255, 1.0: 0.694573442137208}, &#39;address_1&#39;: {0.0: 0.2468825894881691, 1.0: 0.7531174105118315}, &#39;address_2&#39;: {0.0: 0.40047239991837746, 1.0: 0.5995276000816229}, &#39;given_name&#39;: {0.0: 0.4751710465591838, 1.0: 0.5248289534408166}, &#39;date_of_birth&#39;: {0.0: 0.12148308903836183, 1.0: 0.8785169109616388}, &#39;suburb&#39;: {0.0: 0.44839860553963623, 1.0: 0.551601394460364}, &#39;state&#39;: {0.0: 0.1612905703295032, 1.0: 0.8387094296704972}}

u probabilities P(x_i=1|Non-Match): {&#39;surname&#39;: {0.0: 3.4736045678538596e-07, 1.0: 0.9999996526395413}, &#39;address_1&#39;: {0.0: 0.9961053266705839, 1.0: 0.0038946733294151813}, &#39;address_2&#39;: {0.0: 0.9987150895414244, 1.0: 0.0012849104585748773}, &#39;given_name&#39;: {0.0: 0.9962650126166345, 1.0: 0.003734987383363294}, &#39;date_of_birth&#39;: {0.0: 0.9999976876787589, 1.0: 2.3123212408447907e-06}, &#39;suburb&#39;: {0.0: 0.9991063399654829, 1.0: 0.0008936600345149506}, &#39;state&#39;: {0.0: 0.7891428733450196, 1.0: 0.21085712665497933}}

weights of features: {&#39;surname&#39;: {0.0: 879278.4322353012, 1.0: 0.6945736834046412}, &#39;address_1&#39;: {0.0: 0.24784787600058097, 1.0: 193.37113714359157}, &#39;address_2&#39;: {0.0: 0.4009876331219353, 1.0: 466.59095665434324}, &#39;given_name&#39;: {0.0: 0.47695245797217506, 1.0: 140.51692805671993}, &#39;date_of_birth&#39;: {0.0: 0.1214833699469386, 1.0: 379928.57369622134}, &#39;suburb&#39;: {0.0: 0.4487996798770464, 1.0: 617.2385170606351}, &#39;state&#39;: {0.0: 0.20438703278891002, 1.0: 3.97761955204321}}
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<h3 id="Evaluation">Evaluation<a class="anchor-link" href="#Evaluation">&#182;</a></h3>
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<h2 id="Part-2-:-Testing">Part 2 : Testing<a class="anchor-link" href="#Part-2-:-Testing">&#182;</a></h2><h3 id="Dataset-description">Dataset description<a class="anchor-link" href="#Dataset-description">&#182;</a></h3><p>This data set contains 5000 records (2000 originals and 3000 duplicates), with a maximum of 5 duplicates based on one original record (and a Zipf distribution of duplicate records). Distribution of duplicates: 168 originals records have 5 duplicate records 161 originals records have 4 duplicate records 212 originals records have 3 duplicate records 256 originals records have 2 duplicate records 368 originals records have 1 duplicate record 1835 originals records have no duplicate record.</p>

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<pre>Loading data...
5000 records in dataset A
6538 links between dataset A and A
</pre>
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  <thead>
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      <th></th>
      <th>given_name</th>
      <th>surname</th>
      <th>street_number</th>
      <th>address_1</th>
      <th>address_2</th>
      <th>suburb</th>
      <th>postcode</th>
      <th>state</th>
      <th>date_of_birth</th>
      <th>soc_sec_id</th>
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      <th>rec_id</th>
      <th></th>
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    <tr>
      <td>rec-1496-org</td>
      <td>mitchell</td>
      <td>green</td>
      <td>7</td>
      <td>wallaby place</td>
      <td>delmar</td>
      <td>cleveland</td>
      <td>2119</td>
      <td>sa</td>
      <td>19560409</td>
      <td>1804974</td>
    </tr>
    <tr>
      <td>rec-552-dup-3</td>
      <td>harley</td>
      <td>mccarthy</td>
      <td>177</td>
      <td>pridhamstreet</td>
      <td>milton</td>
      <td>marsden</td>
      <td>3165</td>
      <td>nsw</td>
      <td>19080419</td>
      <td>6089216</td>
    </tr>
    <tr>
      <td>rec-988-dup-1</td>
      <td>madeline</td>
      <td>mason</td>
      <td>54</td>
      <td>hoseason street</td>
      <td>lakefront retrmnt vlge</td>
      <td>granville</td>
      <td>4881</td>
      <td>nsw</td>
      <td>19081128</td>
      <td>2185997</td>
    </tr>
    <tr>
      <td>rec-1716-dup-1</td>
      <td>isabelle</td>
      <td>NaN</td>
      <td>23</td>
      <td>gundulu place</td>
      <td>currin ga</td>
      <td>utakarra</td>
      <td>2193</td>
      <td>wa</td>
      <td>19921119</td>
      <td>4314184</td>
    </tr>
    <tr>
      <td>rec-1213-org</td>
      <td>taylor</td>
      <td>hathaway</td>
      <td>7</td>
      <td>yuranigh court</td>
      <td>brentwood vlge</td>
      <td>NaN</td>
      <td>4220</td>
      <td>nsw</td>
      <td>19991207</td>
      <td>9144092</td>
    </tr>
    <tr>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <td>rec-937-org</td>
      <td>jack</td>
      <td>campbell</td>
      <td>169</td>
      <td>marr street</td>
      <td>rhosewyn</td>
      <td>oakleigh</td>
      <td>3356</td>
      <td>vic</td>
      <td>19770109</td>
      <td>1485686</td>
    </tr>
    <tr>
      <td>rec-1200-dup-0</td>
      <td>william</td>
      <td>lazaroff</td>
      <td>12</td>
      <td>leah ylose</td>
      <td>milwlood</td>
      <td>forbes</td>
      <td>7256</td>
      <td>qld</td>
      <td>NaN</td>
      <td>8072193</td>
    </tr>
    <tr>
      <td>rec-1756-org</td>
      <td>destynii</td>
      <td>bowerman</td>
      <td>12</td>
      <td>halford crescent</td>
      <td>sutton</td>
      <td>nollamara</td>
      <td>2431</td>
      <td>qld</td>
      <td>19880821</td>
      <td>6089424</td>
    </tr>
    <tr>
      <td>rec-1444-org</td>
      <td>gianni</td>
      <td>dooley</td>
      <td>38</td>
      <td>ashburton circuit</td>
      <td>brentwood vlge</td>
      <td>ryde</td>
      <td>6025</td>
      <td>qld</td>
      <td>19371212</td>
      <td>5854405</td>
    </tr>
    <tr>
      <td>rec-993-dup-0</td>
      <td>jake</td>
      <td>westbrook</td>
      <td>231</td>
      <td>booroondar a street</td>
      <td>jodayne</td>
      <td>salisbury east</td>
      <td>2074</td>
      <td>nsw</td>
      <td>19001115</td>
      <td>2330929</td>
    </tr>
  </tbody>
</table>
<p>5000 rows × 10 columns</p>
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<h3 id="Indexing">Indexing<a class="anchor-link" href="#Indexing">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">candidate_links</span> <span class="o">=</span> <span class="n">indexing_dataset</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;surname&#39;</span><span class="p">,</span><span class="s1">&#39;date_of_birth&#39;</span><span class="p">,</span> <span class="s1">&#39;soc_sec_id&#39;</span><span class="p">])</span>
<span class="n">candidate_links</span>
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<pre>MultiIndex([(   &#39;rec-1-org&#39;, &#39;rec-1963-dup-0&#39;),
            (   &#39;rec-1-org&#39;,  &#39;rec-567-dup-1&#39;),
            (   &#39;rec-1-org&#39;,  &#39;rec-910-dup-1&#39;),
            (&#39;rec-10-dup-0&#39;,   &#39;rec-10-dup-2&#39;),
            (&#39;rec-10-dup-1&#39;,   &#39;rec-10-dup-0&#39;),
            (&#39;rec-10-dup-1&#39;,   &#39;rec-10-dup-2&#39;),
            (&#39;rec-10-dup-1&#39;, &#39;rec-1411-dup-0&#39;),
            (&#39;rec-10-dup-1&#39;, &#39;rec-1411-dup-1&#39;),
            (&#39;rec-10-dup-1&#39;, &#39;rec-1411-dup-2&#39;),
            (&#39;rec-10-dup-1&#39;,   &#39;rec-1411-org&#39;),
            ...
            ( &#39;rec-997-org&#39;,   &#39;rec-66-dup-0&#39;),
            ( &#39;rec-997-org&#39;,     &#39;rec-66-org&#39;),
            ( &#39;rec-997-org&#39;,  &#39;rec-724-dup-0&#39;),
            ( &#39;rec-997-org&#39;,  &#39;rec-724-dup-4&#39;),
            ( &#39;rec-997-org&#39;,    &#39;rec-724-org&#39;),
            ( &#39;rec-997-org&#39;,    &#39;rec-849-org&#39;),
            ( &#39;rec-997-org&#39;,  &#39;rec-997-dup-0&#39;),
            ( &#39;rec-999-org&#39;,    &#39;rec-234-org&#39;),
            ( &#39;rec-999-org&#39;,  &#39;rec-679-dup-1&#39;),
            ( &#39;rec-999-org&#39;,    &#39;rec-679-org&#39;)],
           names=[&#39;rec_id_1&#39;, &#39;rec_id_2&#39;], length=40470)</pre>
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<h3 id="Comparison">Comparison<a class="anchor-link" href="#Comparison">&#182;</a></h3><p>Also in this case, we used the same metrics and threshold used in the previous experiments.</p>

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      <th></th>
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      <th>surname</th>
      <th>address_1</th>
      <th>address_2</th>
      <th>given_name</th>
      <th>date_of_birth</th>
      <th>suburb</th>
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    <tr>
      <td rowspan="3" valign="top">rec-1-org</td>
      <td>rec-1963-dup-0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-567-dup-1</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-910-dup-1</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-10-dup-0</td>
      <td>rec-10-dup-2</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-10-dup-1</td>
      <td>rec-10-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <td rowspan="2" valign="top">rec-997-org</td>
      <td>rec-849-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-997-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <td rowspan="3" valign="top">rec-999-org</td>
      <td>rec-234-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-679-dup-1</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <td>rec-679-org</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>40470 rows × 7 columns</p>
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<h3 id="Classification">Classification<a class="anchor-link" href="#Classification">&#182;</a></h3><h4 id="Deterministic-approach">Deterministic approach<a class="anchor-link" href="#Deterministic-approach">&#182;</a></h4>
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<p>We consider a match all the pairs that agree on at least 4 attributes.</p>

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<pre>7.0      969
6.0     2066
5.0     1955
4.0     1007
3.0      451
2.0     6929
1.0    27093
dtype: int64</pre>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th></th>
      <th>surname</th>
      <th>address_1</th>
      <th>address_2</th>
      <th>given_name</th>
      <th>date_of_birth</th>
      <th>suburb</th>
      <th>state</th>
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    <tr>
      <th>rec_id_1</th>
      <th>rec_id_2</th>
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      <td>rec-10-dup-0</td>
      <td>rec-10-dup-2</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
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      <td rowspan="2" valign="top">rec-10-dup-1</td>
      <td>rec-10-dup-0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-10-dup-2</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0</td>
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      <td>1</td>
      <td>1</td>
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    <tr>
      <td rowspan="2" valign="top">rec-10-org</td>
      <td>rec-10-dup-0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
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      <td>rec-10-dup-1</td>
      <td>1.0</td>
      <td>0.0</td>
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      <td>1</td>
      <td>1</td>
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      <td>...</td>
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      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
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      <td>rec-995-dup-0</td>
      <td>rec-995-org</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
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      <td>rec-996-dup-1</td>
      <td>rec-996-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
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      <td rowspan="2" valign="top">rec-996-org</td>
      <td>rec-996-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-996-dup-1</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>rec-997-org</td>
      <td>rec-997-dup-0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
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</table>
<p>5997 rows × 7 columns</p>
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<h4 id="Naive-Bayes">Naive Bayes<a class="anchor-link" href="#Naive-Bayes">&#182;</a></h4>
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<pre>Predicted number of links: 6428
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<h4 id="Expectation-Conditional-Maximisation">Expectation-Conditional Maximisation<a class="anchor-link" href="#Expectation-Conditional-Maximisation">&#182;</a></h4>
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<pre>Predicted number of links: 6750
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<h3 id="Evaluation">Evaluation<a class="anchor-link" href="#Evaluation">&#182;</a></h3>
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<pre>Deterministic approach 

Confusion matrix: 
 [[ 5997   541]
 [    0 33932]]
Fscore: 0.9568408456322298
Recall: 0.9172529825634751
Precision: 1.0
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<pre>Naive Bayes 

Confusion matrix: 
 [[ 6364   174]
 [   64 33868]]
Fscore: 0.9816443004781737
Recall: 0.9733863566840012
Precision: 0.9900435594275047
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<pre>Expectation-Conditional Maximisation 

Confusion matrix: 
 [[ 6436   102]
 [  314 33618]]
Fscore: 0.9686935580975315
Recall: 0.9843988987457938
Precision: 0.9534814814814815
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<h2 id="Results-analysis">Results analysis<a class="anchor-link" href="#Results-analysis">&#182;</a></h2><p>While the results of the Confusion Matrices may be a little flawed due to the "toy-like" nature of our datasets, we think that the approach can work in real-case scenarios. However, it does require:</p>
<ul>
<li>a large amount of data (which is not a problem anymore)</li>
<li>high computational power (again, not a problem anymore)</li>
<li>the <strong>true links</strong>, which may not be always available in pratice.
While it may be easy for humans to create true links, the sheer amount of time required for datasets with millions (or more) of records may be too high. The key to solving these problem may be to investigate the usage of unsupervised methods for non labelled problems, so that true links are not required in the first place.</li>
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