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}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.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 {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
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.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
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.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
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.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; }
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<p style="margin: 0; padding-top: 22px; text-align:right;">M2.851 · Tipología y ciclo de vida de los datos · PRAC 2</p>
<p style="margin: 0; text-align:right;">2018-2 · Máster universitario en Ciencia de datos (Data science)</p>
<p style="margin: 0; text-align:right; padding-button: 100px;">Estudios de Informática, Multimedia y Telecomunicación</p>
<p style="margin: 0; text-align:right; padding-button: 100px;">Autores:</p>
<p style="margin: 0; text-align:right; padding-button: 100px;">Jon Ander Díez</p>
<p style="margin: 0; text-align:right; padding-button: 100px;">Beñat Aranburu</p>
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<div style="width:100%;">&nbsp;</div><h1 id="PRAC-2:-Limpieza.">PRAC 2: Limpieza.<a class="anchor-link" href="#PRAC-2:-Limpieza.">&#182;</a></h1><p>En esta práctica se elabora un caso práctico orientado a aprender a identificar los datos relevantes para un proyecto analítico y usar las herramientas de integración, limpieza, validación y análisis de las mismas.</p>
<ol start="1">
  <li>Descripción del dataset.</li>
  <li>Integración y selección de los datos de interés a analizar.</li>
  <li>Limpieza de los datos.</li>
  <li>Análisis de los datos.</li>
  <li>Representación de los resultados a partir de tablas y gráficas.</li>
  <li>Resolución del problema.</li>
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<p>Importamos las librerías necesarias:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="k">import</span> <span class="n">shapiro</span><span class="p">,</span> <span class="n">kstest</span><span class="p">,</span> <span class="n">fligner</span><span class="p">,</span> <span class="n">wilcoxon</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LogisticRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">classification_report</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">confusion_matrix</span>

<span class="c1"># Desactivamos los warnings</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">)</span>
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<h2 id="Descripci&#243;n-del-dataset">Descripci&#243;n del dataset<a class="anchor-link" href="#Descripci&#243;n-del-dataset">&#182;</a></h2>
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<ul>
<li>Descripción del origen de los datos</li>
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<p>Los datos han sido descargados directamente del enlace que se muestra más abajo y que forma parte de una competición para la que se aporta además del conjunto de train y test un conjunto de datos llamado <strong>gender_submission.csv</strong> que no vamos a usar dado que sólo indica el formato en el que quiere la competición que demos respuesta a la pregunta que se realiza.</p>
<p><a href="https://www.kaggle.com/c/titanic/data">https://www.kaggle.com/c/titanic/data</a></p>

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<ul>
<li>Descripción de las dimensiones</li>
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<p>Las dimensiones que tiene nuestro conjunto de datos el siguiente:</p>
<p><strong>PassengerId</strong>: Identificador del pasajero. Número entero incremental.</p>
<p><strong>Pclass</strong>: Primera, segunda o tercera clase. Número entero.</p>
<p><strong>Name</strong>: Nombre del pasajero.</p>
<p><strong>Sex</strong>: Género del pasajero. Masculino / femenino.</p>
<p><strong>Age</strong>: Edad del pasajero. Número con decimales.</p>
<p><strong>Sibsp</strong>: Número de hermanos o cónyuges abordo del Titanic. Número entero.</p>
<p><strong>Parch</strong>: Número de padres o hermanos abordo del Titanic. Número entero.</p>
<p><strong>Ticket</strong>: Número del ticket. Char.</p>
<p><strong>Fare</strong>: Tarifa del pase. Número con decimales.</p>
<p><strong>Cabin</strong>: Número de la cabina. Char.</p>
<p><strong>Embarked</strong>: Puerto de embarque, siendo C = Cherbourg, Q = Queenstown, S = Southampton. Char.</p>
<p>Además, tenemos una columna que hace referencia a los pasajeros que han sobrevivido, pero solo en el conjunto de train.</p>
<p><strong>Survival</strong>: Indica mediante valores booleanos si el pasajero ha sobrevivido o no.</p>
<p><strong>NOTA</strong>: Vamos a usar <em>PassengerId</em> como Primary key, pero para eso, vamos a asegurarnos de que realmente es un primary key y que no tiene valores repetidos.</p>

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<ul>
<li>¿Por qué es importante y qué pregunta/problema pretende responder?</li>
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<p>Tener limpia esta base de datos da lugar a poder predecir los perfiles de pasajeros que pudieron sobrevivir mediante técnicas de minería. El objetivo es poder predecir si un cierto perfil sobreviviría en la catástrofe del titanic o no.</p>
<p>Además, aunque en la competición de Kaggle se suponga que se ha realizado adecuadamente la división del conjunto train y test, podemos comprobar que efectivamente la división en ambos conjuntos no esté sesgado y sea aleatoria.</p>

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<ul>
<li>Carga de los datos.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Cargamos los datos</span>
<span class="n">train</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;train.csv&#39;</span><span class="p">)</span>
<span class="n">test</span><span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;test.csv&#39;</span><span class="p">)</span>
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<li>Primer vistazo al conjunto de datos</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Mostramos información relativa al dataset train.</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- </span><span class="se">\&#39;</span><span class="s1">train</span><span class="se">\&#39;</span><span class="s1"> es del tipo: &#39;</span><span class="p">,</span><span class="nb">type</span><span class="p">(</span><span class="n">train</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Las dimensiones de </span><span class="se">\&#39;</span><span class="s1">train</span><span class="se">\&#39;</span><span class="s1"> son: &#39;</span><span class="p">,</span> <span class="n">train</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Las primeras 5 filas de </span><span class="se">\&#39;</span><span class="s1">train</span><span class="se">\&#39;</span><span class="s1"> son:&#39;</span><span class="p">)</span>
<span class="n">train</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>- &#39;train&#39; es del tipo:  &lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
- Las dimensiones de &#39;train&#39; son:  (891, 12)
- Las primeras 5 filas de &#39;train&#39; son:
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<style scoped>
    .dataframe tbody tr th:only-of-type {
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PassengerId</th>
      <th>Survived</th>
      <th>Pclass</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Fare</th>
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      <th>count</th>
      <td>891.000000</td>
      <td>891.000000</td>
      <td>891.000000</td>
      <td>714.000000</td>
      <td>891.000000</td>
      <td>891.000000</td>
      <td>891.000000</td>
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      <th>mean</th>
      <td>446.000000</td>
      <td>0.383838</td>
      <td>2.308642</td>
      <td>29.699118</td>
      <td>0.523008</td>
      <td>0.381594</td>
      <td>32.204208</td>
    </tr>
    <tr>
      <th>std</th>
      <td>257.353842</td>
      <td>0.486592</td>
      <td>0.836071</td>
      <td>14.526497</td>
      <td>1.102743</td>
      <td>0.806057</td>
      <td>49.693429</td>
    </tr>
    <tr>
      <th>min</th>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.420000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>223.500000</td>
      <td>0.000000</td>
      <td>2.000000</td>
      <td>20.125000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>7.910400</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>446.000000</td>
      <td>0.000000</td>
      <td>3.000000</td>
      <td>28.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>14.454200</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>668.500000</td>
      <td>1.000000</td>
      <td>3.000000</td>
      <td>38.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>31.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>891.000000</td>
      <td>1.000000</td>
      <td>3.000000</td>
      <td>80.000000</td>
      <td>8.000000</td>
      <td>6.000000</td>
      <td>512.329200</td>
    </tr>
  </tbody>
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<p>Vamos a mostrar también la cabecera para poder comprobar si los formatos en ambos conjuntos son los mismos.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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      <th>PassengerId</th>
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      <th>Name</th>
      <th>Sex</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
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      <th>0</th>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>Braund, Mr. Owen Harris</td>
      <td>male</td>
      <td>22.0</td>
      <td>1</td>
      <td>0</td>
      <td>A/5 21171</td>
      <td>7.2500</td>
      <td>NaN</td>
      <td>S</td>
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      <th>1</th>
      <td>2</td>
      <td>1</td>
      <td>1</td>
      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>
      <td>female</td>
      <td>38.0</td>
      <td>1</td>
      <td>0</td>
      <td>PC 17599</td>
      <td>71.2833</td>
      <td>C85</td>
      <td>C</td>
    </tr>
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      <th>2</th>
      <td>3</td>
      <td>1</td>
      <td>3</td>
      <td>Heikkinen, Miss. Laina</td>
      <td>female</td>
      <td>26.0</td>
      <td>0</td>
      <td>0</td>
      <td>STON/O2. 3101282</td>
      <td>7.9250</td>
      <td>NaN</td>
      <td>S</td>
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      <th>3</th>
      <td>4</td>
      <td>1</td>
      <td>1</td>
      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>
      <td>female</td>
      <td>35.0</td>
      <td>1</td>
      <td>0</td>
      <td>113803</td>
      <td>53.1000</td>
      <td>C123</td>
      <td>S</td>
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      <th>4</th>
      <td>5</td>
      <td>0</td>
      <td>3</td>
      <td>Allen, Mr. William Henry</td>
      <td>male</td>
      <td>35.0</td>
      <td>0</td>
      <td>0</td>
      <td>373450</td>
      <td>8.0500</td>
      <td>NaN</td>
      <td>S</td>
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<p>Miramos los valors nulos en el conjunto train:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>PassengerId      0
Survived         0
Pclass           0
Name             0
Sex              0
Age            177
SibSp            0
Parch            0
Ticket           0
Fare             0
Cabin          687
Embarked         2
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Mostramos información relativa al dataset test.</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- </span><span class="se">\&#39;</span><span class="s1">test</span><span class="se">\&#39;</span><span class="s1"> es del tipo: &#39;</span><span class="p">,</span><span class="nb">type</span><span class="p">(</span><span class="n">test</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Las dimensiones de </span><span class="se">\&#39;</span><span class="s1">test</span><span class="se">\&#39;</span><span class="s1"> son: &#39;</span><span class="p">,</span> <span class="n">test</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Las primeras 5 filas de </span><span class="se">\&#39;</span><span class="s1">test</span><span class="se">\&#39;</span><span class="s1"> son:&#39;</span><span class="p">)</span>
<span class="n">test</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>- &#39;test&#39; es del tipo:  &lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
- Las dimensiones de &#39;test&#39; son:  (418, 11)
- Las primeras 5 filas de &#39;test&#39; son:
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PassengerId</th>
      <th>Pclass</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Fare</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>418.000000</td>
      <td>418.000000</td>
      <td>332.000000</td>
      <td>418.000000</td>
      <td>418.000000</td>
      <td>417.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>1100.500000</td>
      <td>2.265550</td>
      <td>30.272590</td>
      <td>0.447368</td>
      <td>0.392344</td>
      <td>35.627188</td>
    </tr>
    <tr>
      <th>std</th>
      <td>120.810458</td>
      <td>0.841838</td>
      <td>14.181209</td>
      <td>0.896760</td>
      <td>0.981429</td>
      <td>55.907576</td>
    </tr>
    <tr>
      <th>min</th>
      <td>892.000000</td>
      <td>1.000000</td>
      <td>0.170000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>996.250000</td>
      <td>1.000000</td>
      <td>21.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>7.895800</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>1100.500000</td>
      <td>3.000000</td>
      <td>27.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>14.454200</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>1204.750000</td>
      <td>3.000000</td>
      <td>39.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>31.500000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>1309.000000</td>
      <td>3.000000</td>
      <td>76.000000</td>
      <td>8.000000</td>
      <td>9.000000</td>
      <td>512.329200</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PassengerId</th>
      <th>Pclass</th>
      <th>Name</th>
      <th>Sex</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Ticket</th>
      <th>Fare</th>
      <th>Cabin</th>
      <th>Embarked</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>892</td>
      <td>3</td>
      <td>Kelly, Mr. James</td>
      <td>male</td>
      <td>34.5</td>
      <td>0</td>
      <td>0</td>
      <td>330911</td>
      <td>7.8292</td>
      <td>NaN</td>
      <td>Q</td>
    </tr>
    <tr>
      <th>1</th>
      <td>893</td>
      <td>3</td>
      <td>Wilkes, Mrs. James (Ellen Needs)</td>
      <td>female</td>
      <td>47.0</td>
      <td>1</td>
      <td>0</td>
      <td>363272</td>
      <td>7.0000</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
    <tr>
      <th>2</th>
      <td>894</td>
      <td>2</td>
      <td>Myles, Mr. Thomas Francis</td>
      <td>male</td>
      <td>62.0</td>
      <td>0</td>
      <td>0</td>
      <td>240276</td>
      <td>9.6875</td>
      <td>NaN</td>
      <td>Q</td>
    </tr>
    <tr>
      <th>3</th>
      <td>895</td>
      <td>3</td>
      <td>Wirz, Mr. Albert</td>
      <td>male</td>
      <td>27.0</td>
      <td>0</td>
      <td>0</td>
      <td>315154</td>
      <td>8.6625</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
    <tr>
      <th>4</th>
      <td>896</td>
      <td>3</td>
      <td>Hirvonen, Mrs. Alexander (Helga E Lindqvist)</td>
      <td>female</td>
      <td>22.0</td>
      <td>1</td>
      <td>1</td>
      <td>3101298</td>
      <td>12.2875</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
  </tbody>
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<p>Miramos los valors nulos en el conjunto test:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>PassengerId      0
Pclass           0
Name             0
Sex              0
Age             86
SibSp            0
Parch            0
Ticket           0
Fare             1
Cabin          327
Embarked         0
dtype: int64</pre>
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<ul>
<li>Unificar formatos</li>
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<p>Con las dos cabeceras anteriores podemos ver que las diferentes dimensiones tienen el mismo formato en ambos conjuntos a fusionar. Por ejemplo, para la columna <em>Sex</em> tenemos que en ambos casos pone <em>male</em> para los hombres y <em>famale</em> para las mujeres en vez de <em>H</em> y <em>M</em> o algo por el estilo. Lo mismo pasa para el precio de los billetes, que se encuentran en la misma moneda. De no ser así, habría que unificar formatos al hacer la fusión, pero en este caso no existe ese problema.</p>

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<h2 id="Integraci&#243;n-y-selecci&#243;n-de-los-datos-de-inter&#233;s-a-analizar.">Integraci&#243;n y selecci&#243;n de los datos de inter&#233;s a analizar.<a class="anchor-link" href="#Integraci&#243;n-y-selecci&#243;n-de-los-datos-de-inter&#233;s-a-analizar.">&#182;</a></h2>
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<ul>
<li>Integración -&gt; Fusión de los datos.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Dado que nos interesa limpiar los datos, los vamos a juntar en un único DataFrame.</span>
<span class="n">frame</span> <span class="o">=</span> <span class="p">[</span><span class="n">train</span><span class="p">,</span> <span class="n">test</span><span class="p">]</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">frame</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Mostramos información relativa al dataset.</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- </span><span class="se">\&#39;</span><span class="s1">data</span><span class="se">\&#39;</span><span class="s1"> es del tipo: &#39;</span><span class="p">,</span><span class="nb">type</span><span class="p">(</span><span class="n">data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Las dimensiones de </span><span class="se">\&#39;</span><span class="s1">data</span><span class="se">\&#39;</span><span class="s1"> son: &#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Las primeras 5 filas de </span><span class="se">\&#39;</span><span class="s1">data</span><span class="se">\&#39;</span><span class="s1"> son:&#39;</span><span class="p">)</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<pre>- &#39;data&#39; es del tipo:  &lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
- Las dimensiones de &#39;data&#39; son:  (1309, 12)
- Las primeras 5 filas de &#39;data&#39; son:
</pre>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Age</th>
      <th>Cabin</th>
      <th>Embarked</th>
      <th>Fare</th>
      <th>Name</th>
      <th>Parch</th>
      <th>PassengerId</th>
      <th>Pclass</th>
      <th>Sex</th>
      <th>SibSp</th>
      <th>Survived</th>
      <th>Ticket</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>22.0</td>
      <td>NaN</td>
      <td>S</td>
      <td>7.2500</td>
      <td>Braund, Mr. Owen Harris</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>male</td>
      <td>1</td>
      <td>0.0</td>
      <td>A/5 21171</td>
    </tr>
    <tr>
      <th>1</th>
      <td>38.0</td>
      <td>C85</td>
      <td>C</td>
      <td>71.2833</td>
      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>female</td>
      <td>1</td>
      <td>1.0</td>
      <td>PC 17599</td>
    </tr>
    <tr>
      <th>2</th>
      <td>26.0</td>
      <td>NaN</td>
      <td>S</td>
      <td>7.9250</td>
      <td>Heikkinen, Miss. Laina</td>
      <td>0</td>
      <td>3</td>
      <td>3</td>
      <td>female</td>
      <td>0</td>
      <td>1.0</td>
      <td>STON/O2. 3101282</td>
    </tr>
    <tr>
      <th>3</th>
      <td>35.0</td>
      <td>C123</td>
      <td>S</td>
      <td>53.1000</td>
      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>female</td>
      <td>1</td>
      <td>1.0</td>
      <td>113803</td>
    </tr>
    <tr>
      <th>4</th>
      <td>35.0</td>
      <td>NaN</td>
      <td>S</td>
      <td>8.0500</td>
      <td>Allen, Mr. William Henry</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>male</td>
      <td>0</td>
      <td>0.0</td>
      <td>373450</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 1309 entries, 0 to 417
Data columns (total 12 columns):
Age            1046 non-null float64
Cabin          295 non-null object
Embarked       1307 non-null object
Fare           1308 non-null float64
Name           1309 non-null object
Parch          1309 non-null int64
PassengerId    1309 non-null int64
Pclass         1309 non-null int64
Sex            1309 non-null object
SibSp          1309 non-null int64
Survived       891 non-null float64
Ticket         1309 non-null object
dtypes: float64(3), int64(4), object(5)
memory usage: 132.9+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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        vertical-align: middle;
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    }

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Age</th>
      <th>Fare</th>
      <th>Parch</th>
      <th>PassengerId</th>
      <th>Pclass</th>
      <th>SibSp</th>
      <th>Survived</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>1046.000000</td>
      <td>1308.000000</td>
      <td>1309.000000</td>
      <td>1309.000000</td>
      <td>1309.000000</td>
      <td>1309.000000</td>
      <td>891.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>29.881138</td>
      <td>33.295479</td>
      <td>0.385027</td>
      <td>655.000000</td>
      <td>2.294882</td>
      <td>0.498854</td>
      <td>0.383838</td>
    </tr>
    <tr>
      <th>std</th>
      <td>14.413493</td>
      <td>51.758668</td>
      <td>0.865560</td>
      <td>378.020061</td>
      <td>0.837836</td>
      <td>1.041658</td>
      <td>0.486592</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.170000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>21.000000</td>
      <td>7.895800</td>
      <td>0.000000</td>
      <td>328.000000</td>
      <td>2.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>28.000000</td>
      <td>14.454200</td>
      <td>0.000000</td>
      <td>655.000000</td>
      <td>3.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>39.000000</td>
      <td>31.275000</td>
      <td>0.000000</td>
      <td>982.000000</td>
      <td>3.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>80.000000</td>
      <td>512.329200</td>
      <td>9.000000</td>
      <td>1309.000000</td>
      <td>3.000000</td>
      <td>8.000000</td>
      <td>1.000000</td>
    </tr>
  </tbody>
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<li>Miramos valors vacíos de forma más explícita.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>Age             263
Cabin          1014
Embarked          2
Fare              1
Name              0
Parch             0
PassengerId       0
Pclass            0
Sex               0
SibSp             0
Survived        418
Ticket            0
dtype: int64</pre>
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<li>Integración -&gt; Identificador único.</li>
</ul>
<p>En éste apartado vamos a comprobar que tal y como parece, la dimensión PassengerID sea un identificador único:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">copia_id</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;PassengerId&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">copia_id</span><span class="p">))</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">copia_id</span><span class="p">):</span>
    <span class="n">respuesta_1</span> <span class="o">=</span> <span class="kc">True</span>
<span class="k">else</span><span class="p">:</span>
    <span class="n">respuesta_1</span> <span class="o">=</span> <span class="kc">False</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;¿Todos los valores de PassengerId son únicos? --&gt; &#39;</span><span class="p">,</span> <span class="n">respuesta_1</span><span class="p">)</span>
<span class="n">id_bueno</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span>  <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)]</span>
<span class="n">respuesta_2</span> <span class="o">=</span> <span class="p">(</span><span class="n">copia_id</span> <span class="o">==</span> <span class="n">id_bueno</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;¿Todos los valores de PassengerId son números crecientes sin espacios secuenciales? --&gt; &#39;</span><span class="p">,</span> <span class="n">respuesta_2</span><span class="p">)</span>
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<pre>¿Todos los valores de PassengerId son únicos? --&gt;  True
¿Todos los valores de PassengerId son números crecientes sin espacios secuenciales? --&gt;  True
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<li>Selección -&gt; Filtrado.</li>
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<p>En un principio no nos interesa realizar ningún tipo de filtrado por ningún valor o valores concretos de ninguna dimensión, de ser así, siempre existe la posibilidad de realizar dicha reducción en el procesamiento de los datos, sin ser necesaria su realización en esta etapa de preprocesado.</p>

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<li>Selección -&gt; Nuevas variables.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Atributo que dice si un pasajero tiene una cabina en el Titanic</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Con_Cabina&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s2">&quot;Cabin&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="mi">0</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="nb">float</span> <span class="k">else</span> <span class="mi">1</span><span class="p">)</span>

<span class="c1"># Atributo que especifica el tamaño total de la familia.</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;TamanioFamilia&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;SibSp&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Parch&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span>

<span class="c1"># Atributo que especifica el título del pasajero.</span>
<span class="k">def</span> <span class="nf">titulo</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
    <span class="n">titulo</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="s1">&#39; ([A-Za-z]+)\.&#39;</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">titulo</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">titulo</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
    <span class="k">return</span> <span class="s2">&quot;&quot;</span>
<span class="c1">## Aplicamos la función</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">titulo</span><span class="p">)</span>
<span class="c1">## Aglutinamos los títulos.</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">([</span><span class="s1">&#39;Lady&#39;</span><span class="p">,</span> <span class="s1">&#39;Countess&#39;</span><span class="p">,</span><span class="s1">&#39;Capt&#39;</span><span class="p">,</span> <span class="s1">&#39;Col&#39;</span><span class="p">,</span><span class="s1">&#39;Don&#39;</span><span class="p">,</span> <span class="s1">&#39;Dr&#39;</span><span class="p">,</span> <span class="s1">&#39;Major&#39;</span><span class="p">,</span> <span class="s1">&#39;Rev&#39;</span><span class="p">,</span> <span class="s1">&#39;Sir&#39;</span><span class="p">,</span> <span class="s1">&#39;Jonkheer&#39;</span><span class="p">,</span> <span class="s1">&#39;Dona&#39;</span><span class="p">],</span> <span class="s1">&#39;Otros&#39;</span><span class="p">)</span>
<span class="c1">## Ya que nos ponemos a crear, vamos a hacerlo sin que dos clases iguales aparezcan distinto.</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">([</span><span class="s1">&#39;Mlle&#39;</span><span class="p">,</span><span class="s1">&#39;Ms&#39;</span><span class="p">]</span> <span class="p">,</span> <span class="s1">&#39;Miss&#39;</span><span class="p">)</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;Mme&#39;</span><span class="p">,</span> <span class="s1">&#39;Mrs&#39;</span><span class="p">)</span>

<span class="c1"># Visualizamos las nuevas columnas</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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    <tr style="text-align: right;">
      <th></th>
      <th>Age</th>
      <th>Cabin</th>
      <th>Embarked</th>
      <th>Fare</th>
      <th>Name</th>
      <th>Parch</th>
      <th>PassengerId</th>
      <th>Pclass</th>
      <th>Sex</th>
      <th>SibSp</th>
      <th>Survived</th>
      <th>Ticket</th>
      <th>Con_Cabina</th>
      <th>TamanioFamilia</th>
      <th>Titulo</th>
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    <tr>
      <th>0</th>
      <td>22.0</td>
      <td>NaN</td>
      <td>S</td>
      <td>7.2500</td>
      <td>Braund, Mr. Owen Harris</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>male</td>
      <td>1</td>
      <td>0.0</td>
      <td>A/5 21171</td>
      <td>0</td>
      <td>2</td>
      <td>Mr</td>
    </tr>
    <tr>
      <th>1</th>
      <td>38.0</td>
      <td>C85</td>
      <td>C</td>
      <td>71.2833</td>
      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>female</td>
      <td>1</td>
      <td>1.0</td>
      <td>PC 17599</td>
      <td>1</td>
      <td>2</td>
      <td>Mrs</td>
    </tr>
    <tr>
      <th>2</th>
      <td>26.0</td>
      <td>NaN</td>
      <td>S</td>
      <td>7.9250</td>
      <td>Heikkinen, Miss. Laina</td>
      <td>0</td>
      <td>3</td>
      <td>3</td>
      <td>female</td>
      <td>0</td>
      <td>1.0</td>
      <td>STON/O2. 3101282</td>
      <td>0</td>
      <td>1</td>
      <td>Miss</td>
    </tr>
    <tr>
      <th>3</th>
      <td>35.0</td>
      <td>C123</td>
      <td>S</td>
      <td>53.1000</td>
      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>female</td>
      <td>1</td>
      <td>1.0</td>
      <td>113803</td>
      <td>1</td>
      <td>2</td>
      <td>Mrs</td>
    </tr>
    <tr>
      <th>4</th>
      <td>35.0</td>
      <td>NaN</td>
      <td>S</td>
      <td>8.0500</td>
      <td>Allen, Mr. William Henry</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>male</td>
      <td>0</td>
      <td>0.0</td>
      <td>373450</td>
      <td>0</td>
      <td>1</td>
      <td>Mr</td>
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<li>Selección -&gt; Screening o exploración de los datos.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># sns.pairplot(data)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="c1"># Visualización de correlación entre variables.</span>
<span class="k">def</span> <span class="nf">correlation_heatmap</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="n">_</span> <span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="mi">14</span><span class="p">))</span>
    <span class="n">colormap</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">diverging_palette</span><span class="p">(</span><span class="mi">220</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="n">as_cmap</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
    
    <span class="n">_</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span>
        <span class="n">df</span><span class="o">.</span><span class="n">corr</span><span class="p">(),</span> 
        <span class="n">cmap</span> <span class="o">=</span> <span class="n">colormap</span><span class="p">,</span>
        <span class="n">square</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> 
        <span class="n">cbar_kws</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;shrink&#39;</span><span class="p">:</span><span class="o">.</span><span class="mi">9</span> <span class="p">},</span> 
        <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span>
        <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> 
        <span class="n">linewidths</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span><span class="n">vmax</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">linecolor</span><span class="o">=</span><span class="s1">&#39;white&#39;</span><span class="p">,</span>
        <span class="n">annot_kws</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;fontsize&#39;</span><span class="p">:</span><span class="mi">12</span> <span class="p">}</span>
    <span class="p">)</span>
    
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Correlation of Features&#39;</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>

<span class="n">correlation_heatmap</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
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<p><strong>NOTA</strong>: Como podemos ver, en la visualización anterior solamente tenemos 9 dimensiones, de las cuales 3 las acabamos de añadir.</p>
<p>Aprovechamos ésta sección para mapear las dimensiones: <em>Sex</em>, <em>Titulo</em>, <em>Embarked</em>, <em>Fare</em> y <em>Age</em>. De ésta forma comprimimos el peso del dataset y facilitamos trabajar con ella.</p>

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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Mapeo de la dimensión Sex</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Sex&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Sex&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span> <span class="p">{</span><span class="s1">&#39;female&#39;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;male&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">}</span> <span class="p">)</span>

<span class="c1"># Mapeo de la dimensión titles</span>
<span class="n">title_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;Mr&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;Miss&quot;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Mrs&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;Master&quot;</span><span class="p">:</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;Otros&quot;</span><span class="p">:</span> <span class="mi">5</span><span class="p">}</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">title_mapping</span><span class="p">)</span>

<span class="c1"># Mapeo de la dimensión Embarked</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Embarked&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Embarked&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span> <span class="p">{</span><span class="s1">&#39;S&#39;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;C&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">&#39;Q&#39;</span><span class="p">:</span> <span class="mi">2</span><span class="p">}</span> <span class="p">)</span>

<span class="k">def</span> <span class="nf">mapeo_Fare_Age</span><span class="p">():</span>
    <span class="c1"># El objetivo de esta función es situar el código de mapeo aquí, pero que el mapeo se realice más tarde para las dimensiones</span>
    <span class="c1"># &quot;fare&quot; y &quot;age&quot;. El motivo es que si mapeamos ahora, en la fase de tratamiento de los outliers no podemos detectarlos.</span>
    <span class="c1"># Realmente estamos discretizando también.</span>
    
    <span class="c1"># fare_mem = data[&#39;Fare&#39;].mean() # -&gt; Este código solo es necesario si sacamos el mapeo de la función. ## BORRAR ##</span>
    
    <span class="c1"># Mapeo Fare</span>
    <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mf">7.91</span><span class="p">,</span> <span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mf">7.91</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mf">14.454</span><span class="p">),</span> <span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
    <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mf">14.454</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">31</span><span class="p">),</span> <span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">2</span>
    <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">31</span><span class="p">,</span> <span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">3</span>
    <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
    
    <span class="c1"># Mapeo de la dimensión Age</span>
    <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">16</span><span class="p">,</span> <span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">16</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">32</span><span class="p">),</span> <span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
    <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">32</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">48</span><span class="p">),</span> <span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">2</span>
    <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">48</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">64</span><span class="p">),</span> <span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">3</span>
    <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">64</span><span class="p">,</span> <span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">4</span>
    <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
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<ul>
<li>Reducción -&gt; Reducción de la dimensionalidad</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Eliminamos variables que no aportan a la construcción del modelo de entrenamiento.</span>
<span class="n">drop_elements</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Name&#39;</span><span class="p">,</span> <span class="s1">&#39;Ticket&#39;</span><span class="p">,</span> <span class="s1">&#39;Cabin&#39;</span><span class="p">,</span> <span class="s1">&#39;SibSp&#39;</span><span class="p">,</span> <span class="s1">&#39;Parch&#39;</span><span class="p">]</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">drop_elements</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
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<h2 id="Limpieza-de-los-datos.">Limpieza de los datos.<a class="anchor-link" href="#Limpieza-de-los-datos.">&#182;</a></h2>
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<ul>
<li>Tratamiento de valores vacíos</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## Primero miramos qué valores son numéricos y cuáles son objetos para poder usar isnull:</span>
<span class="n">data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 1309 entries, 0 to 417
Data columns (total 10 columns):
Age               1046 non-null float64
Embarked          1307 non-null float64
Fare              1308 non-null float64
PassengerId       1309 non-null int64
Pclass            1309 non-null int64
Sex               1309 non-null int64
Survived          891 non-null float64
Con_Cabina        1309 non-null int64
TamanioFamilia    1309 non-null int64
Titulo            1309 non-null int64
dtypes: float64(4), int64(6)
memory usage: 112.5 KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Buscamos el número de valores perdidos (NaN en dimensiones numéricas, None/NaN en dimensiones del tipo objeto.)</span>
<span class="n">data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>Age               263
Embarked            2
Fare                1
PassengerId         0
Pclass              0
Sex                 0
Survived          418
Con_Cabina          0
TamanioFamilia      0
Titulo              0
dtype: int64</pre>
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<p>Como podemos apreciar en el análisis anterior, nos damos cuenta que para empezar tenemos que tratar las dimensiones "Age", "Embarked", "Fare", y "Survived".</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Age</span>
<span class="c1">## Rellenamos los valores que faltan con valores aleatorios de entre [la media menos la desviación] </span>
<span class="c1">## y [la media más la desviación]</span>
<span class="n">age_avg</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">age_std</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>
<span class="n">age_null_count</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="n">age_null_random_list</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="n">age_avg</span> <span class="o">-</span> <span class="n">age_std</span><span class="p">,</span> <span class="n">age_avg</span> <span class="o">+</span> <span class="n">age_std</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="n">age_null_count</span><span class="p">)</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">][</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">])]</span> <span class="o">=</span> <span class="n">age_null_random_list</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
<span class="c1"># End (Age)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Embarked</span>
<span class="c1">## Vamos a ver si alguno de los puertos de embarque tiene una frecuencia de uso mucho mayor que la de sus competidores</span>
<span class="c1">## de forma que podamos asignarlo a los valores vacíos.</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span> 
<span class="n">embarked_counts</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Embarked&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span> 
<span class="n">points</span> <span class="o">=</span> <span class="n">embarked_counts</span><span class="o">.</span><span class="n">index</span> 
<span class="n">frequency</span> <span class="o">=</span> <span class="n">embarked_counts</span><span class="o">.</span><span class="n">values</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">points</span><span class="p">,</span> <span class="n">frequency</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Embarked - frequencies&#39;</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Points&#39;</span><span class="p">)</span> 
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
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<pre>Text(0, 0.5, &#39;Frequency&#39;)</pre>
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<p>Por lo tanto concluímos que es aceptable en éste caso en el que solo faltan 2 valores, rellenarlos con el embarcadero que hemos mapeado como "0", es decir, <strong>S</strong>, es decir, <strong>Southampton</strong>. Nosotros vamos a respetar lo mapeado y vamos a rellenar con 0.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Embarked&#39;</span><span class="p">][</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Embarked&#39;</span><span class="p">])]</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Embarked&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Embarked&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
<span class="c1"># End (Embarked)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Fare</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">][</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">])]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="c1"># End (Fare)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Survived</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">][</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">])]</span> <span class="o">=</span> <span class="s2">&quot;Incógnita&quot;</span> 
<span class="c1"># End (Survived)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Titulo</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">][</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">])]</span> <span class="o">=</span> <span class="mi">5</span> <span class="c1"># Recordamos que equivale a ==&gt; &quot;Otros&quot;</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Comprobamos que no tengamos de valores perdidos.</span>
<span class="n">data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>Age               0
Embarked          0
Fare              0
PassengerId       0
Pclass            0
Sex               0
Survived          0
Con_Cabina        0
TamanioFamilia    0
Titulo            0
dtype: int64</pre>
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<p>Ahora que ya hemos comprobado que no tenemos valores nulos, vamos a convertir los mapeos que ya tenemos realizados en valores enteros:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Casteamos</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Titulo&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Embarked&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Embarked&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
<span class="c1"># Visualizamos que todo esté como lo esperado.</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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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 {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Age</th>
      <th>Embarked</th>
      <th>Fare</th>
      <th>PassengerId</th>
      <th>Pclass</th>
      <th>Sex</th>
      <th>Survived</th>
      <th>Con_Cabina</th>
      <th>TamanioFamilia</th>
      <th>Titulo</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>22</td>
      <td>0</td>
      <td>7.2500</td>
      <td>1</td>
      <td>3</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>38</td>
      <td>1</td>
      <td>71.2833</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2</th>
      <td>26</td>
      <td>0</td>
      <td>7.9250</td>
      <td>3</td>
      <td>3</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
    </tr>
    <tr>
      <th>3</th>
      <td>35</td>
      <td>0</td>
      <td>53.1000</td>
      <td>4</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
      <td>3</td>
    </tr>
    <tr>
      <th>4</th>
      <td>35</td>
      <td>0</td>
      <td>8.0500</td>
      <td>5</td>
      <td>3</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
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<ul>
<li>Tratamiento de valores extremos.</li>
</ul>
<p>Son observaciones que se desvían tanto del resto que levantan sospechas sobre si fueron generadas mediante el mismo mecanismo. Asimismo, estos valores pueden afectar de forma adversa los resultados de los análisis posteriores, al incrementar el error en la varianza de los datos y sesgar significativamente los cálculos y estimaciones.</p>
<p>Un valor <em>outlier</em> generalmente se considera que cuando un valor se encuentra alejado 3 desviaciones estándar con respecto a la media del conjunto. Debido a esto primero de todo vamos a utilizar Boxplots con las dimensiones interesantes para ello.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">boxplot_dimention</span><span class="p">(</span><span class="n">text</span><span class="p">):</span>
    <span class="n">fig1</span><span class="p">,</span> <span class="n">ax1</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">text</span><span class="p">],</span> <span class="n">vert</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
    <span class="n">fig1</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">25</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">text</span> <span class="o">+</span> <span class="s1">&#39; boxplot&#39;</span><span class="p">)</span>
    
<span class="n">boxplot_dimention</span><span class="p">(</span><span class="s1">&#39;Age&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">boxplot_dimention</span><span class="p">(</span><span class="s1">&#39;Fare&#39;</span><span class="p">)</span>
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prZ2dkkyetf//pF9917772Llh944IEkyZ133rlo/e23376w/3G9fwyYmfnql5nxsY2+xuzsbO65556Fj6sqDz/88KLPe/jhh1NVix7ffffdl9nZ2TzwwAOZnZ3Nfffdt+hrjB7L0se2FnqP4Wz33XnnnYuO5Wis59rHSkzzOIwsPW8jVbXovI2Pbfx5e7F65+NcRs/Jngs5HyuxHs4dkzP+3F+tc3mhz5nxsZ1teSO4kHm+2kZ/z41eT5YuAwAwPX7eWqFlhqm5uLTFssSlLVZs0sfsUpe4RrJrJC+2Xq775BrJK7dezh0XzzWS14ZrJAMAsFx+3npJJnWN5CSPJ3k6yf9L8rkkD5zvc4TkdbQ/IfmSMzqehw8fXoi1s7Ozi2Lc+SLv6EVz9APw6Na7FvL5blXVDh8+vBArznUbH+eBAwcWvmZVLQoB44/vbJF6tJ/xeDONvxB6j2HpfUuP92isvX0s17SPw0jvvPXO46Ss9FiOYvJ49JnE+ViJ9XLuuHhLz+VqhdoLfc4sfX3eaBF5ZK3n6PksfW0XkQEA1g8/b81bbkhe1jWSV2r//v3t2LFjE9/vRlBVmeQxvej9bZBrJK/G8/BS5XgCAAAAsFxrfo1kAAAAAAA2JyEZAAAAAIAuIRkAAAAAgC4hGQAAAACALiEZAAAAAIAuIRkAAAAAgC4hecJaa9MeApc4z0EAAAAAJk1IBgAAAACgS0gGAAAAAKBLSAYAAAAAoEtIBgAAAACgS0gGAAAAAKBLSAYAAAAAoEtIBgAAAACgS0gGAAAAAKBr67QHwPlV1QV/bnv7Ky7q89fCVVddNe0hAAAAAAAdQvI611q7+H08cvHjAAAAAAAuXS5tAQAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQJeQDAAAAABAl5AMAAAAAECXkAwAAAAAQFe11ia/06pTSU5MfMcbw+4kz057EMCqML9hczK3YfMyv2FzMrdh8zK/p+O61tqe8220KiH5UlZVx1pr+6c9DmDyzG/YnMxt2LzMb9iczG3YvMzv9c2lLQAAAAAA6BKSAQAAAADoEpIn753THgCwasxv2JzMbdi8zG/YnMxt2LzM73XMNZIBAAAAAOjyjmQAAAAAALqE5Ampqrur6r9X1fGq+v5pjwdYmap6d1U9U1VPja3bWVUfqqpPDn9eNayvqvo3w3z/b1X1l6c3cqCnqq6tqg9X1Seq6o+q6m3DevMbNriq2lZVv1tVHx/m9w8O67+hqj46zO9frKqXDetnh+Xjw/1z0xw/0FdVW6rq96vqg8OyuQ2bQFV9pqr+sKr+oKqODet8b75BCMkTUFVbkvxUkr+W5MYkf6uqbpzuqIAVeizJ3UvWfX+SX2+t3ZDk14flZH6u3zDc3prk367RGIGV+3KS72utvTrJrUn+3vB3tPkNG98Xk9zRWvumJK9JcndV3Zrkh5P82DC/n0/ywLD9A0meb61dn+THhu2A9ettST4xtmxuw+bx7a2117TW9g/LvjffIITkyfjmJMdba59urX0pyX9M8h1THhOwAq21jyR5bsnq70jys8PHP5vk3rH1P9fmPZFkR1VdvTYjBVaitfZ0a+1jw8dfyPwPpF8f8xs2vGGe/tmweNlwa0nuSPLeYf3S+T2a9+9N8vqqqjUaLrACVXVNkr+e5F3DcsXchs3M9+YbhJA8GV+f5LNjy58b1gEb219orT2dzMeoJF87rDfnYQMa/qvrX0ry0ZjfsCkM//X9D5I8k+RDST6V5HRr7cvDJuNzeGF+D/e/kGTX2o4YWKYfT/KPk3xlWN4Vcxs2i5bk16rqyap667DO9+YbxNZpD2CTONu/drY1HwWwVsx52GCq6sokv5zk77fW/k/njUrmN2wgrbU/T/KaqtqR5H1JXn22zYY/zW/YAKrqjUmeaa09WVW3j1afZVNzGzamb2mtnayqr03yoar648625vc64x3Jk/G5JNeOLV+T5OSUxgJMzudH/21m+POZYb05DxtIVV2W+Yj8ntbafxpWm9+wibTWTic5mvlroe+oqtEbZsbn8ML8Hu7fnq++rBUwfd+S5GBVfSbzl428I/PvUDa3YRNorZ0c/nwm8/8I/M3xvfmGISRPxu8luWH4LbIvS/KmJB+Y8piAi/eBJG8ZPn5Lkv88tv57ht8ge2uSF0b/DQdYX4ZrJP5Mkk+01n507C7zGza4qtozvBM5VfU1Se7M/HXQP5zkvmGzpfN7NO/vS/IbrTXvaoJ1prX2cGvtmtbaXOZ/tv6N1trfibkNG15VXVFVLx99nORAkqfie/MNo7y+TkZV3ZP5fyXdkuTdrbV3THlIwApU1eNJbk+yO8nnk7w9yfuT/FKSfUn+Z5LvbK09N4Spn0xyd5IXk3xva+3YNMYN9FXVX03ym0n+MC9dZ/EHMn+dZPMbNrCquiXzv5BnS+bfIPNLrbV/VlWvzPy7GHcm+f0kb26tfbGqtiX5+cxfK/25JG9qrX16OqMHlmO4tMU/aq290dyGjW+Yx+8bFrcm+Q+ttXdU1a743nxDEJIBAAAAAOhyaQsAAAAAALqEZAAAAAAAuoRkAAAAAAC6hGQAAAAAALqEZAAAAAAAuoRkAAAAAAC6hGQAAAAAALqEZAAAAAAAuv4/99toCvxb6k8AAAAASUVORK5CYII=
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<p>En el siguiente bucle vamos a mirar el número de elementos diferentes que tiene cada dimensión.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Definimos una funicón que nos diga el número de elementos diferentes que tenemos por dimensión:</span>
<span class="k">def</span> <span class="nf">elementos_diferentes</span><span class="p">(</span><span class="n">data</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;</span><span class="si">%d</span><span class="s2"> / </span><span class="si">%d</span><span class="s2">: </span><span class="se">\t</span><span class="s2"> </span><span class="si">%s</span><span class="s2"> &quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">()</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">data</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">col</span><span class="p">))</span>

<span class="c1"># Usamos la función</span>
<span class="n">elementos_diferentes</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
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<pre>73 / 1309: 	 Age 
3 / 1309: 	 Embarked 
282 / 1309: 	 Fare 
1309 / 1309: 	 PassengerId 
3 / 1309: 	 Pclass 
2 / 1309: 	 Sex 
3 / 1309: 	 Survived 
2 / 1309: 	 Con_Cabina 
9 / 1309: 	 TamanioFamilia 
5 / 1309: 	 Titulo 
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<p>En conclusión sacamos que tenemos 2 vías para detectar outliers en el dataset con el que nos hemos quedado:</p>
<ul>
<li>Outliers en los boxplot</li>
<li>Más tipos de datos que los mapeados (o discretizados) y que por tanto son valores fuera de los que se entienden como normales.</li>
</ul>
<p>Empezando con el primero se puede llegar a la conclusión de que todo está bien dado que el valor más extremo en la dimensión de <em>Años</em> es 80, edad que puede haber tenido un pasajero del Titanic, y no hay números negativos por lo que todo está bien en ésta dimensión. En la dimensión <em>Fare</em> sí que vemos precios muy dispares, es por ello que tenemos que investigar si son correctos, o por el contrario son datos que hay que corregir:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="p">[(</span><span class="n">train</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">200</span><span class="p">)]</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PassengerId</th>
      <th>Survived</th>
      <th>Pclass</th>
      <th>Name</th>
      <th>Sex</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Ticket</th>
      <th>Fare</th>
      <th>Cabin</th>
      <th>Embarked</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>27</th>
      <td>28</td>
      <td>0</td>
      <td>1</td>
      <td>Fortune, Mr. Charles Alexander</td>
      <td>male</td>
      <td>19.0</td>
      <td>3</td>
      <td>2</td>
      <td>19950</td>
      <td>263.0000</td>
      <td>C23 C25 C27</td>
      <td>S</td>
    </tr>
    <tr>
      <th>88</th>
      <td>89</td>
      <td>1</td>
      <td>1</td>
      <td>Fortune, Miss. Mabel Helen</td>
      <td>female</td>
      <td>23.0</td>
      <td>3</td>
      <td>2</td>
      <td>19950</td>
      <td>263.0000</td>
      <td>C23 C25 C27</td>
      <td>S</td>
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      <th>118</th>
      <td>119</td>
      <td>0</td>
      <td>1</td>
      <td>Baxter, Mr. Quigg Edmond</td>
      <td>male</td>
      <td>24.0</td>
      <td>0</td>
      <td>1</td>
      <td>PC 17558</td>
      <td>247.5208</td>
      <td>B58 B60</td>
      <td>C</td>
    </tr>
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      <th>258</th>
      <td>259</td>
      <td>1</td>
      <td>1</td>
      <td>Ward, Miss. Anna</td>
      <td>female</td>
      <td>35.0</td>
      <td>0</td>
      <td>0</td>
      <td>PC 17755</td>
      <td>512.3292</td>
      <td>NaN</td>
      <td>C</td>
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      <th>299</th>
      <td>300</td>
      <td>1</td>
      <td>1</td>
      <td>Baxter, Mrs. James (Helene DeLaudeniere Chaput)</td>
      <td>female</td>
      <td>50.0</td>
      <td>0</td>
      <td>1</td>
      <td>PC 17558</td>
      <td>247.5208</td>
      <td>B58 B60</td>
      <td>C</td>
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<p>Como era de esperar, los pasajeros con mayor coste de billetes disponían de más de un camarote. Aunque puede ser interesante analizar los billetes con precios mayores a 500:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="p">[(</span><span class="n">train</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">500</span><span class="p">)]</span>
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      <th></th>
      <th>PassengerId</th>
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      <th>Pclass</th>
      <th>Name</th>
      <th>Sex</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
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      <td>1</td>
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      <td>female</td>
      <td>35.0</td>
      <td>0</td>
      <td>0</td>
      <td>PC 17755</td>
      <td>512.3292</td>
      <td>NaN</td>
      <td>C</td>
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      <th>679</th>
      <td>680</td>
      <td>1</td>
      <td>1</td>
      <td>Cardeza, Mr. Thomas Drake Martinez</td>
      <td>male</td>
      <td>36.0</td>
      <td>0</td>
      <td>1</td>
      <td>PC 17755</td>
      <td>512.3292</td>
      <td>B51 B53 B55</td>
      <td>C</td>
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      <td>738</td>
      <td>1</td>
      <td>1</td>
      <td>Lesurer, Mr. Gustave J</td>
      <td>male</td>
      <td>35.0</td>
      <td>0</td>
      <td>0</td>
      <td>PC 17755</td>
      <td>512.3292</td>
      <td>B101</td>
      <td>C</td>
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<p>Resulta sospechoso que a <em>Lesurer, Mr. Gustave J</em> le saliese tan caro el billete teniendo únicamente un camarote, y siendo el sirviente de Thomas Cardeza. Para comprobar que no es un valor falso hemos recurrido a comprobar el dato en un registro externo:</p>
<p><a href="https://www.encyclopedia-titanica.org/titanic-survivor/gustave-lesueur.html#biography">https://www.encyclopedia-titanica.org/titanic-survivor/gustave-lesueur.html#biography</a></p>
<p>De forma que parece que el registro es correcto, y por tanto no vamos a aplicar correcciones.</p>

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<hr>
<p>En lo referente al otro tipo de valores <em>outliers</em> a analizar, nos tenemos que fijar en:</p>
<p>3 / 1309:    Embarked 
3 / 1309:    Pclass 
2 / 1309:    Sex 
3 / 1309:    Survived 
2 / 1309:    Con_Cabina 
9 / 1309:    TamanioFamilia 
5 / 1309:    Titulo</p>
<p>y comprobar que no hay más clases de las que hemos mapeado.</p>
<p>Embarked       -&gt; 3/3
Pclass         -&gt; 3/3
Sex            -&gt; 2/2
Survived       -&gt; 3/3 (1, 0, + "Incógnita")
Con_Cabina     -&gt; 2/2
TamanioFamilia -&gt; 5/5</p>
<p>Hemos comprobado que no hay valores sin mapear, y por tanto, no hay valores que no hayamos considerado, o <em>outliers</em>.</p>

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<p>Una vez realizado éste proceso, mapeamos las dimensiones <em>Age</em> y <em>Fare</em> con la función que habíamos preparado previamente:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mapeo_Fare_Age</span><span class="p">()</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <td>0</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_clean</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Incógnita&#39;</span> <span class="p">]</span>
<span class="n">test_clean</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;C:\Users\jonan\Documents\GitHub\data-cleaning\test_titanic_clean.csv&#39;</span><span class="p">,</span> <span class="n">index</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">header</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_clean</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s1">&#39;Incógnita&#39;</span> <span class="p">]</span>
<span class="n">train_clean</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;C:\Users\jonan\Documents\GitHub\data-cleaning\train_titanic_clean.csv&#39;</span><span class="p">,</span> <span class="n">index</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">header</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
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<h2 id="An&#225;lisis-de-los-datos.">An&#225;lisis de los datos.<a class="anchor-link" href="#An&#225;lisis-de-los-datos.">&#182;</a></h2><p>A continuación, realizaremos la comprobación de normalidad para las variables contínuas del dataset. Para ello, utilizaremos los test de Shapiro-Wilk y Kolmogorov-Smirnov:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_sh</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">frac</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">data_sub</span> <span class="o">=</span> <span class="n">data_sh</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span>

<span class="c1"># Test de normalidad de Shapiro-wilk para Fare</span>
<span class="n">stat</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">shapiro</span><span class="p">(</span><span class="n">data_sub</span><span class="o">.</span><span class="n">Fare</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Fare: Statistics=</span><span class="si">%.3f</span><span class="s1">, p=</span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">stat</span><span class="p">,</span> <span class="n">p</span><span class="p">))</span>

<span class="c1"># Test de normalidad de Shapiro-wilk para Age</span>
<span class="n">stat</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">shapiro</span><span class="p">(</span><span class="n">data_sub</span><span class="o">.</span><span class="n">Age</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Age: Statistics=</span><span class="si">%.3f</span><span class="s1">, p=</span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">stat</span><span class="p">,</span> <span class="n">p</span><span class="p">))</span>
    
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<pre>Fare: Statistics=0.851, p=0.000
Age: Statistics=0.874, p=0.000
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Test de normalidad de Kolmogorov-Smirnov para Fare</span>
<span class="n">stat</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">kstest</span><span class="p">(</span><span class="n">data_sub</span><span class="o">.</span><span class="n">Fare</span><span class="p">,</span><span class="s1">&#39;norm&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Fare: Statistics=</span><span class="si">%.3f</span><span class="s1">, p=</span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">stat</span><span class="p">,</span> <span class="n">p</span><span class="p">))</span>

<span class="c1"># Test de normalidad de Kolmogorov-Smirnov para Age</span>
<span class="n">stat</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">kstest</span><span class="p">(</span><span class="n">data_sub</span><span class="o">.</span><span class="n">Age</span><span class="p">,</span><span class="s1">&#39;norm&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Age: Statistics=</span><span class="si">%.3f</span><span class="s1">, p=</span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">stat</span><span class="p">,</span> <span class="n">p</span><span class="p">))</span>
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<pre>Fare: Statistics=0.581, p=0.000
Age: Statistics=0.701, p=0.000
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<p>El p-value de Age y Fare es menor que 0.05 para ambos test, así que rechazamos la hipótesis nula y determinamos que los datos de esta muestra no siguen una ditribución normal. Esto tendrá su efecto a la hora de elegir el test que vamos a realizar a continuación.</p>
<p>En el siguiente paso, comprobaremos la homogeneidad de la varianza (homocedasticidad). El objetivo de esta comprobación es el de observar igualdad de varianzas entre los grupos que se van a comparar. Vamos a separar los supervivientes de los que no sobrevivieron para realizar este ejercicio. Por un lado, cogemos una muestra de supervivientes (yes) y por  otro, una muestra de no supervivientes (no). Se utilizará la prueba de Fligner-Killeen porque los datos no siguen una distribución normal. Esta es una prueba no paramétrica.</p>
<p>Queremos comparar el atributo de Fare y Age para estos dos grupos:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Vamos a separar las observaciones por Survived </span>
<span class="n">yes</span> <span class="o">=</span> <span class="n">data</span><span class="p">[(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)]</span>
<span class="n">yes</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="n">no</span> <span class="o">=</span> <span class="n">data</span><span class="p">[(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)]</span>
<span class="n">no</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="c1"># Test de homocedasticidad de Fare</span>
<span class="n">stat</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">fligner</span><span class="p">(</span><span class="n">yes</span><span class="o">.</span><span class="n">Fare</span><span class="p">,</span><span class="n">no</span><span class="o">.</span><span class="n">Fare</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Statistics=</span><span class="si">%.3f</span><span class="s1">, p=</span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">stat</span><span class="p">,</span> <span class="n">p</span><span class="p">))</span>

<span class="c1"># Test de homocedasticidad de Age</span>
<span class="n">stat</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">fligner</span><span class="p">(</span><span class="n">yes</span><span class="o">.</span><span class="n">Age</span><span class="p">,</span><span class="n">no</span><span class="o">.</span><span class="n">Age</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Statistics=</span><span class="si">%.3f</span><span class="s1">, p=</span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">stat</span><span class="p">,</span> <span class="n">p</span><span class="p">))</span>
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<pre>Statistics=2.553, p=0.110
Statistics=0.585, p=0.444
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<p>Tanto para Age como para Fare, podemos decir que tienen p-valores superiores al nivel de significancia, por lo tanto tienen igualdad de varianzas entre ambos grupos.</p>
<p>Ahora, aplicaremos pruebas estadísticas para comparar los grupos de datos.</p>

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<p>Nos preguntamos qué pasajeros tenían más opciones de sobrevivir según sus características. La respuesta a esta pregunta la podemos obtener construyendo un modelo de regresión logística. Decidimos empezar de nuevo con el dataset de entrenamiento, realizando una limpieza y preparación de datos adaptados a lo que necesitamos para este modelo.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PassengerId</th>
      <th>Survived</th>
      <th>Pclass</th>
      <th>Name</th>
      <th>Sex</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Ticket</th>
      <th>Fare</th>
      <th>Cabin</th>
      <th>Embarked</th>
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    <tr>
      <th>0</th>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>Braund, Mr. Owen Harris</td>
      <td>male</td>
      <td>22.0</td>
      <td>1</td>
      <td>0</td>
      <td>A/5 21171</td>
      <td>7.2500</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>1</td>
      <td>1</td>
      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>
      <td>female</td>
      <td>38.0</td>
      <td>1</td>
      <td>0</td>
      <td>PC 17599</td>
      <td>71.2833</td>
      <td>C85</td>
      <td>C</td>
    </tr>
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      <th>2</th>
      <td>3</td>
      <td>1</td>
      <td>3</td>
      <td>Heikkinen, Miss. Laina</td>
      <td>female</td>
      <td>26.0</td>
      <td>0</td>
      <td>0</td>
      <td>STON/O2. 3101282</td>
      <td>7.9250</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>1</td>
      <td>1</td>
      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>
      <td>female</td>
      <td>35.0</td>
      <td>1</td>
      <td>0</td>
      <td>113803</td>
      <td>53.1000</td>
      <td>C123</td>
      <td>S</td>
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      <th>4</th>
      <td>5</td>
      <td>0</td>
      <td>3</td>
      <td>Allen, Mr. William Henry</td>
      <td>male</td>
      <td>35.0</td>
      <td>0</td>
      <td>0</td>
      <td>373450</td>
      <td>8.0500</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># La columna Cabin tiene muchos valores nulos. Vamos a quitar esta columna del dataset. </span>
<span class="n">train</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">&quot;Cabin&quot;</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># Eliminamos las filas con valores nulos, paso necesario para ejecutar este test. </span>
<span class="n">train</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># La columna Sex es categórica y la tenemos que convertir en numérica.</span>
<span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">train</span><span class="p">[</span><span class="s2">&quot;Sex&quot;</span><span class="p">])</span>
<span class="n">sex</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">train</span><span class="p">[</span><span class="s2">&quot;Sex&quot;</span><span class="p">],</span><span class="n">drop_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># Hacemos lo mismo con Embarked y Pclass</span>
<span class="n">embarked</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">train</span><span class="p">[</span><span class="s2">&quot;Embarked&quot;</span><span class="p">],</span><span class="n">drop_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">pclass</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">train</span><span class="p">[</span><span class="s2">&quot;Pclass&quot;</span><span class="p">],</span><span class="n">drop_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># Añadimos estas tres columnas que hemos convertido en numéricas.</span>
<span class="n">train</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">train</span><span class="p">,</span><span class="n">pclass</span><span class="p">,</span><span class="n">sex</span><span class="p">,</span><span class="n">embarked</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># Eliminamos las columnas que no nos aportan nada.</span>
<span class="n">train</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;PassengerId&quot;</span><span class="p">,</span><span class="s2">&quot;Pclass&quot;</span><span class="p">,</span><span class="s2">&quot;Name&quot;</span><span class="p">,</span><span class="s2">&quot;Sex&quot;</span><span class="p">,</span><span class="s2">&quot;Ticket&quot;</span><span class="p">,</span><span class="s2">&quot;Embarked&quot;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># Visualizamos las primeras lineas otra vez</span>
<span class="n">train</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>Survived</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Fare</th>
      <th>2</th>
      <th>3</th>
      <th>male</th>
      <th>Q</th>
      <th>S</th>
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      <th>0</th>
      <td>0</td>
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      <th>1</th>
      <td>1</td>
      <td>38.0</td>
      <td>1</td>
      <td>0</td>
      <td>71.2833</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <th>2</th>
      <td>1</td>
      <td>26.0</td>
      <td>0</td>
      <td>0</td>
      <td>7.9250</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
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      <th>3</th>
      <td>1</td>
      <td>35.0</td>
      <td>1</td>
      <td>0</td>
      <td>53.1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0</td>
      <td>35.0</td>
      <td>0</td>
      <td>0</td>
      <td>8.0500</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
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<p>Ahora si, estamos listos para aplicar el modelo de regresión logística:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">train</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">&quot;Survived&quot;</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">train</span><span class="p">[</span><span class="s2">&quot;Survived&quot;</span><span class="p">]</span>

<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">101</span><span class="p">)</span>

<span class="n">logmodel</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">()</span>
<span class="n">logmodel</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>

<span class="n">predictions</span> <span class="o">=</span> <span class="n">logmodel</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">))</span>
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<pre>              precision    recall  f1-score   support

           0       0.80      0.84      0.82       128
           1       0.74      0.70      0.72        86

    accuracy                           0.78       214
   macro avg       0.77      0.77      0.77       214
weighted avg       0.78      0.78      0.78       214

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<p>Hemos obtenido una precisión del 78% con nuestro modelo.</p>
<p>Vamos a ver los resultados de la matriz de confusión:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span>
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<pre>array([[107,  21],
       [ 26,  60]], dtype=int64)</pre>
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<p>Positivos: 107 (Predicción positiva y resultado positivo)
Negativos: 60 (Predicción negativa y resultado negativo)
Falsos positivos: 21 (Predicción positiva y resultado negativo)
Falsos negativos: 26 (Predicción negativa y resultado positivo)</p>

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<p>En el siguiente paso, planteamos un test por contraste de hipótesis. Utilizaremos el método de Wilcoxon porque nuestros datos no cumplen los requerimientos de los test paramétricos (suposición de normalidad).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Ejecutamos el test de Wilcoxon entre los grupos de supervivientes y no supervivientes, </span>
<span class="c1"># tomando el mismo número de observaciones en cada uno</span>
<span class="n">stat</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">wilcoxon</span><span class="p">(</span><span class="n">yes</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">342</span><span class="p">),</span><span class="n">no</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">342</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Fare -&gt; Statistics=</span><span class="si">%.3f</span><span class="s1">, p=</span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">stat</span><span class="p">,</span> <span class="n">p</span><span class="p">))</span>

<span class="n">stat</span><span class="p">,</span> <span class="n">p</span> <span class="o">=</span> <span class="n">wilcoxon</span><span class="p">(</span><span class="n">yes</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">342</span><span class="p">),</span><span class="n">no</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">342</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Age -&gt; Statistics=</span><span class="si">%.3f</span><span class="s1">, p=</span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">stat</span><span class="p">,</span> <span class="n">p</span><span class="p">))</span>
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<pre>Fare -&gt; Statistics=7764.000, p=0.000
Age -&gt; Statistics=11012.500, p=0.070
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<p>El resultado es estadísticamente significativo para Fare, ya que permite rechazar la hipótesis nula (p &gt; 0.05) y se puede afirmar que la tarifa tiene relación con las posibilidades de sobrevivir al hundimiento.</p>
<p>No podemos decir lo mismo sobre Age, que confirma la hipótesis nula (p &lt;= 0.05) y podemos afirmar que tienen la misma distribución.</p>

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<h2 id="Representaci&#243;n-de-los-resultados-a-partir-de-tablas-y-gr&#225;ficas.">Representaci&#243;n de los resultados a partir de tablas y gr&#225;ficas.<a class="anchor-link" href="#Representaci&#243;n-de-los-resultados-a-partir-de-tablas-y-gr&#225;ficas.">&#182;</a></h2>
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<p>Para poder representar los resultados de la limpieza se ha optado por generar un <em>dashboard</em> con <strong>Tableau</strong> en el que se muestran relaciones entre varias dimensiones de una forma interactiva, es decir, se puede pinchar tanto en elementos de los ejes como en las propias secciones de los histogramas para poder realizar consultas adaptativas.</p>
<p>Se ha optado por usar un conjunto de histogramas adaptativos a los filtros aplicados dado que se ha llegado a la conclusión de que consiguen expresar de una forma muy dinámica los datos del dataset resultante que hemos guardado en el mismo directorio que éste notebook.</p>
<p>En primer lugar vamos a presentar el link en el que está colgada la visualización interactiva, además de una incrustación de la propia visualización, y después vamos a interactuar con la visualización para extraer conclusiones en el próximo apartado.</p>
<p><strong>NOTA:</strong> La visualización puede verse mejor desde el enlace pinchando en ampliar visualización.</p>
<p>Enlace a <strong>public.Tableau</strong>:</p>
<p><a href="https://public.tableau.com/profile/jon.ander8089#!/vizhome/Titanic_15602109781810/Dashboard1?publish=yes">https://public.tableau.com/profile/jon.ander8089#!/vizhome/Titanic_15602109781810/Dashboard1?publish=yes</a></p>

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<p>Como podemos observar, los histogramas azules son los más relevantes para caracterizar al perfil de supervivencia entre los pasajeros del Titanic, mientras que los histogramas en escala de grises sirven tanto para facilitar el filtrado en los histogramas azules como para sacar algunas conclusiones extra, aunque están concebidos principalmente para ser objeto de filtrado.</p>

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<h2 id="Resoluci&#243;n-del-problema.">Resoluci&#243;n del problema.<a class="anchor-link" href="#Resoluci&#243;n-del-problema.">&#182;</a></h2>
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<p>A continuación vamos a comentar resultados que se pueden extraer de visualizar los datos del dashboard sin aplicar ningún tipo de filtro, y después se van a comentar las conclusiones que se pueden obtener de algunas interacciones con la visualización que también vamos a incrustar para que se entiendan mejor las explicaciones.</p>

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<h4 id="Dashboard-sin-interacci&#243;n-=-sin-filtros">Dashboard sin interacci&#243;n = sin filtros<a class="anchor-link" href="#Dashboard-sin-interacci&#243;n-=-sin-filtros">&#182;</a></h4>
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<p>Sin tocar nada podemos ver que <strong>cuanto menor es la clase, más posibilidad hay de que sobrevivir</strong>. Tanto es así que se puede apreciar en el histograma azul izquierdo que en tercera clase el número de muertos es de 372 frente a los 119 que sobreviven, es decir, la mayoría no sobrevive. En segunda clase en cambio las cifras se igualan, aunque sigue habiendo unos pocos más muertos que supervivientes, 97 muertos frente a los 87 que sobreviven. En cambio, en primera clase hay más probabilidad de sobrevivir que de morir, más concretamente podemos ver que consiguen sobrevivir 136 de los 80 que mueren.</p>

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<p>Otro dato interesante es que <strong>tener cabina aumenta las posibilidades de morir</strong> dado que como podemos observar, 206 personas con cabina sobreviven frente a los 136 que no tenían cabina, pero la clave a subrayar está en que aunque éstas cifras no son excesivamente dispares, el número de personas que fallecen con cabina es de 481 frente a los solo 68 que fallecen de los que no tienen cabina.</p>

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<p><strong>Tener Miss o Mrs de título en el nombre aumenta las posibilidades de sobrevivir</strong> tal y como podemos observar en las proporciones del histograma azul de la drecha, en el que además de ésto se ve muy notorio que ser <strong>tener título de Mr en el nombre aumenta muy considerablemente las posibilidades de fallecer</strong>. Para poder profundizar más al respecto solo tenemos que interactuar con el dashboard como se va a ir haciendo en los siguientes apartados:</p>

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<h4 id="Interacci&#243;n-1---Sexos">Interacci&#243;n 1 - Sexos<a class="anchor-link" href="#Interacci&#243;n-1---Sexos">&#182;</a></h4>
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<p>La cantidad de pasajeros que sobrevivieron es similar en hombres y mujeres. No, en cambio, si tenemos en cuenta el porcentaje respecto a su sexo. Es decir, pese a que la cantidad de mujeres y hombres que sobrevivieron es pareja, viajaban más hombres que mujeres, por lo tanto, la tasa de muerte en hombres es muchísimo mayor, y consecuentemente <strong>ser hombre aumenta las posibilidades de morir</strong>.</p>
<p>No se van a comentar todas las conclusiones que permite extraer la visualización, pero entre otros, podemos observar también que <strong>ser una mujer sin cabina practicamente asegura la supervivencia</strong>.</p>

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<h4 id="Interacci&#243;n-2---Precio-del-pasaje">Interacci&#243;n 2 - Precio del pasaje<a class="anchor-link" href="#Interacci&#243;n-2---Precio-del-pasaje">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%HTML</span>
<span class="p">&lt;</span><span class="nt">div</span> <span class="na">class</span><span class="o">=</span><span class="s">&#39;tableauPlaceholder&#39;</span> <span class="na">id</span><span class="o">=</span><span class="s">&#39;viz1560276226720&#39;</span> <span class="na">style</span><span class="o">=</span><span class="s">&#39;position: relative&#39;</span><span class="p">&gt;&lt;</span><span class="nt">noscript</span><span class="p">&gt;&lt;</span><span class="nt">a</span> <span class="na">href</span><span class="o">=</span><span class="s">&#39;#&#39;</span><span class="p">&gt;&lt;</span><span class="nt">img</span> <span class="na">alt</span><span class="o">=</span><span class="s">&#39; &#39;</span> <span class="na">src</span><span class="o">=</span><span class="s">&#39;https:&amp;#47;&amp;#47;public.tableau.com&amp;#47;static&amp;#47;images&amp;#47;3R&amp;#47;3R946CRG8&amp;#47;1_rss.png&#39;</span> <span class="na">style</span><span class="o">=</span><span class="s">&#39;border: 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<p>Otra conclusión importante que nos permite extraer el dashboard es que si seleccionamos en el histograma en escala de grises izquierdo los pasajeros que han comprado un pasaje <em>caro</em> o <em>muy caro</em> vemos que ¡el número de muertos y supervivientes se iguala en el histograma en escala de grises del centro!. Por lo tanto, <strong>lo barato sale caro, y que el pasaje sea caro o muy caro aumenta muy notoriamente las posibilidades de sobrevivir</strong></p>

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<h4 id="Interacci&#243;n-3">Interacci&#243;n 3<a class="anchor-link" href="#Interacci&#243;n-3">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%HTML</span>
<span class="p">&lt;</span><span class="nt">div</span> <span class="na">class</span><span class="o">=</span><span class="s">&#39;tableauPlaceholder&#39;</span> <span class="na">id</span><span class="o">=</span><span class="s">&#39;viz1560273638970&#39;</span> <span class="na">style</span><span class="o">=</span><span class="s">&#39;position: relative&#39;</span><span class="p">&gt;&lt;</span><span class="nt">noscript</span><span class="p">&gt;&lt;</span><span class="nt">a</span> <span class="na">href</span><span class="o">=</span><span class="s">&#39;#&#39;</span><span class="p">&gt;&lt;</span><span class="nt">img</span> <span class="na">alt</span><span class="o">=</span><span class="s">&#39; &#39;</span> <span class="na">src</span><span class="o">=</span><span class="s">&#39;https:&amp;#47;&amp;#47;public.tableau.com&amp;#47;static&amp;#47;images&amp;#47;3G&amp;#47;3GBNFWCXT&amp;#47;1_rss.png&#39;</span> <span class="na">style</span><span class="o">=</span><span class="s">&#39;border: none&#39;</span> <span class="p">/&gt;&lt;/</span><span class="nt">a</span><span class="p">&gt;&lt;/</span><span class="nt">noscript</span><span class="p">&gt;&lt;</span><span class="nt">object</span> <span class="na">class</span><span class="o">=</span><span class="s">&#39;tableauViz&#39;</span>  <span class="na">style</span><span class="o">=</span><span class="s">&#39;display:none;&#39;</span><span class="p">&gt;&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;host_url&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;https%3A%2F%2Fpublic.tableau.com%2F&#39;</span> <span class="p">/&gt;</span> <span class="p">&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;embed_code_version&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;3&#39;</span> <span class="p">/&gt;</span> <span 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class="nx">offsetWidth</span><span class="o">*</span><span class="mf">0.75</span><span class="p">)</span><span class="o">+</span><span class="s1">&#39;px&#39;</span><span class="p">;</span>                    <span class="kd">var</span> <span class="nx">scriptElement</span> <span class="o">=</span> <span class="nb">document</span><span class="p">.</span><span class="nx">createElement</span><span class="p">(</span><span class="s1">&#39;script&#39;</span><span class="p">);</span>                    <span class="nx">scriptElement</span><span class="p">.</span><span class="nx">src</span> <span class="o">=</span> <span class="s1">&#39;https://public.tableau.com/javascripts/api/viz_v1.js&#39;</span><span class="p">;</span>                    <span class="nx">vizElement</span><span class="p">.</span><span class="nx">parentNode</span><span class="p">.</span><span class="nx">insertBefore</span><span class="p">(</span><span class="nx">scriptElement</span><span class="p">,</span> <span 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<p>Para finalizar, destacamos que la presencia de pasajeros adultos era mucho mayor que la de los niños y que la tasa de supervivencia en niños fue mucho mayor, no podemos obviar, que los niños que más murieron fueron los pasajeros de tercera clase, que murieron más de los que se salvaron. Por lo tanto, <strong>ser un niño aumenta mucho las posibilidades de sobrevivir excepto que pertenezca a la tercera clase, en cuyo caso aunque las probabilidades de sobrevivir no son extremadamente bajas, tienen más probabilidad de morir que de vivir</strong>.</p>
<p>A continuación aplicamos más filtros relacionados con lo que acabamos de comentar que muestran de forma más evidente la conclusión extraída:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%HTML</span>
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none&#39;</span> <span class="p">/&gt;&lt;/</span><span class="nt">a</span><span class="p">&gt;&lt;/</span><span class="nt">noscript</span><span class="p">&gt;&lt;</span><span class="nt">object</span> <span class="na">class</span><span class="o">=</span><span class="s">&#39;tableauViz&#39;</span>  <span class="na">style</span><span class="o">=</span><span class="s">&#39;display:none;&#39;</span><span class="p">&gt;&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;host_url&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;https%3A%2F%2Fpublic.tableau.com%2F&#39;</span> <span class="p">/&gt;</span> <span class="p">&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;embed_code_version&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;3&#39;</span> <span class="p">/&gt;</span> <span 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class="nx">getElementById</span><span class="p">(</span><span class="s1">&#39;viz1560277185258&#39;</span><span class="p">);</span>                    <span class="kd">var</span> <span class="nx">vizElement</span> <span class="o">=</span> <span class="nx">divElement</span><span class="p">.</span><span class="nx">getElementsByTagName</span><span class="p">(</span><span class="s1">&#39;object&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">];</span>                    <span class="nx">vizElement</span><span class="p">.</span><span class="nx">style</span><span class="p">.</span><span class="nx">width</span><span class="o">=</span><span class="s1">&#39;100%&#39;</span><span class="p">;</span><span class="nx">vizElement</span><span class="p">.</span><span class="nx">style</span><span class="p">.</span><span class="nx">height</span><span class="o">=</span><span class="p">(</span><span class="nx">divElement</span><span class="p">.</span><span 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<span class="p">&lt;</span><span class="nt">div</span> <span class="na">class</span><span class="o">=</span><span class="s">&#39;tableauPlaceholder&#39;</span> <span class="na">id</span><span class="o">=</span><span class="s">&#39;viz1560277288749&#39;</span> <span class="na">style</span><span class="o">=</span><span class="s">&#39;position: relative&#39;</span><span class="p">&gt;&lt;</span><span class="nt">noscript</span><span class="p">&gt;&lt;</span><span class="nt">a</span> <span class="na">href</span><span class="o">=</span><span class="s">&#39;#&#39;</span><span class="p">&gt;&lt;</span><span class="nt">img</span> <span class="na">alt</span><span class="o">=</span><span class="s">&#39; &#39;</span> <span class="na">src</span><span class="o">=</span><span class="s">&#39;https:&amp;#47;&amp;#47;public.tableau.com&amp;#47;static&amp;#47;images&amp;#47;4K&amp;#47;4KD6ZKCCN&amp;#47;1_rss.png&#39;</span> <span class="na">style</span><span class="o">=</span><span class="s">&#39;border: 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class="p">&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;path&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;shared&amp;#47;4KD6ZKCCN&#39;</span> <span class="p">/&gt;</span> <span class="p">&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;toolbar&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;yes&#39;</span> <span class="p">/&gt;&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;static_image&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;https:&amp;#47;&amp;#47;public.tableau.com&amp;#47;static&amp;#47;images&amp;#47;4K&amp;#47;4KD6ZKCCN&amp;#47;1.png&#39;</span> <span class="p">/&gt;</span> <span class="p">&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;animate_transition&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;yes&#39;</span> <span class="p">/&gt;&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;display_static_image&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;yes&#39;</span> <span class="p">/&gt;&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;display_spinner&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;yes&#39;</span> <span class="p">/&gt;&lt;</span><span class="nt">param</span> <span class="na">name</span><span class="o">=</span><span class="s">&#39;display_overlay&#39;</span> <span class="na">value</span><span class="o">=</span><span class="s">&#39;yes&#39;</span> <span class="p">/&gt;&lt;</span><span 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class="nx">getElementById</span><span class="p">(</span><span class="s1">&#39;viz1560277288749&#39;</span><span class="p">);</span>                    <span class="kd">var</span> <span class="nx">vizElement</span> <span class="o">=</span> <span class="nx">divElement</span><span class="p">.</span><span class="nx">getElementsByTagName</span><span class="p">(</span><span class="s1">&#39;object&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">];</span>                    <span class="nx">vizElement</span><span class="p">.</span><span class="nx">style</span><span class="p">.</span><span class="nx">width</span><span class="o">=</span><span class="s1">&#39;100%&#39;</span><span class="p">;</span><span class="nx">vizElement</span><span class="p">.</span><span class="nx">style</span><span class="p">.</span><span class="nx">height</span><span class="o">=</span><span class="p">(</span><span class="nx">divElement</span><span class="p">.</span><span class="nx">offsetWidth</span><span class="o">*</span><span class="mf">0.75</span><span class="p">)</span><span class="o">+</span><span class="s1">&#39;px&#39;</span><span class="p">;</span>                    <span class="kd">var</span> <span class="nx">scriptElement</span> <span class="o">=</span> <span class="nb">document</span><span class="p">.</span><span class="nx">createElement</span><span class="p">(</span><span class="s1">&#39;script&#39;</span><span class="p">);</span>                    <span class="nx">scriptElement</span><span class="p">.</span><span class="nx">src</span> <span class="o">=</span> <span class="s1">&#39;https://public.tableau.com/javascripts/api/viz_v1.js&#39;</span><span class="p">;</span>                    <span class="nx">vizElement</span><span class="p">.</span><span class="nx">parentNode</span><span class="p">.</span><span class="nx">insertBefore</span><span class="p">(</span><span class="nx">scriptElement</span><span class="p">,</span> <span class="nx">vizElement</span><span class="p">);</span>                <span class="p">&lt;/</span><span class="nt">script</span><span class="p">&gt;</span>
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<h3 id="M&#225;s-conclusiones">M&#225;s conclusiones<a class="anchor-link" href="#M&#225;s-conclusiones">&#182;</a></h3>
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<p>Como podemos observar gracias a la limpieza de los datos, y la implementación del dashboard, resulta trivial sacar conclusiones del conjunto de los datos simlemente seleccionando con la tecla <strong>ctl</strong> apretada tantas dimensiones o conjuntos de datos como necesitemos, permitiendo encontrar fácilmente nuevas conclusiones.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%HTML</span>
<span class="p">&lt;</span><span class="nt">table</span> <span class="na">class</span><span class="o">=</span><span class="s">&quot;egt&quot;</span><span class="p">&gt;&lt;</span><span class="nt">tr</span><span class="p">&gt;&lt;</span><span class="nt">td</span><span class="p">&gt;</span>Investigación previa I<span class="p">&lt;/</span><span class="nt">td</span><span class="p">&gt;&lt;</span><span class="nt">td</span><span class="p">&gt;</span>Jon Ander Díez, Beñat Aranburu<span class="p">&lt;/</span><span class="nt">td</span><span class="p">&gt;&lt;/</span><span class="nt">tr</span><span class="p">&gt;&lt;</span><span class="nt">tr</span><span class="p">&gt;&lt;</span><span class="nt">td</span><span class="p">&gt;</span>Redacción de las respuestas<span class="p">&lt;/</span><span class="nt">td</span><span class="p">&gt;&lt;</span><span class="nt">td</span><span class="p">&gt;</span>Jon Ander Díez, Beñat Aranburu<span class="p">&lt;/</span><span class="nt">td</span><span class="p">&gt;&lt;/</span><span class="nt">tr</span><span class="p">&gt;&lt;</span><span class="nt">tr</span><span class="p">&gt;&lt;</span><span class="nt">td</span><span class="p">&gt;</span>Desarrollo código I<span class="p">&lt;/</span><span class="nt">td</span><span class="p">&gt;&lt;</span><span class="nt">td</span><span class="p">&gt;</span>Jon Ander Díez, Beñat Aranburu<span class="p">&lt;/</span><span class="nt">td</span><span class="p">&gt;&lt;/</span><span class="nt">tr</span><span class="p">&gt;&lt;/</span><span class="nt">table</span><span class="p">&gt;</span>
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<table class="egt"><tr><td>Investigación previa I</td><td>Jon Ander Díez, Beñat Aranburu</td></tr><tr><td>Redacción de las respuestas</td><td>Jon Ander Díez, Beñat Aranburu</td></tr><tr><td>Desarrollo código I</td><td>Jon Ander Díez, Beñat Aranburu</td></tr></table>

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