final.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8"/>

<title>final</title>

<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>


<style type="text/css">
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* Twitter Bootstrap
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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body {
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article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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}
audio,
canvas,
progress,
video {
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audio:not([controls]) {
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[hidden],
template {
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a {
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a:active,
a:hover {
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abbr[title] {
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b,
strong {
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dfn {
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h1 {
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mark {
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small {
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sub,
sup {
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sup {
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sub {
  bottom: -0.25em;
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img {
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svg:not(:root) {
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figure {
  margin: 1em 40px;
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hr {
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pre {
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code,
kbd,
pre,
samp {
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button,
input,
optgroup,
select,
textarea {
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button {
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button,
select {
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}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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}
button[disabled],
html input[disabled] {
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button::-moz-focus-inner,
input::-moz-focus-inner {
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input {
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input[type="checkbox"],
input[type="radio"] {
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input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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fieldset {
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legend {
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textarea {
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optgroup {
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table {
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td,
th {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
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}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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<div class="prompt input_prompt">In&nbsp;[49]:</div>
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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">seaborn</span> <span class="k">as</span> <span class="nn">sns</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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pyspark</span>
<span class="kn">from</span> <span class="nn">pyspark.sql</span> <span class="k">import</span> <span class="n">SparkSession</span>
<span class="kn">from</span> <span class="nn">pyspark.conf</span> <span class="k">import</span> <span class="n">SparkConf</span>
<span class="kn">from</span> <span class="nn">pyspark</span> <span class="k">import</span> <span class="n">SparkContext</span>
<span class="kn">from</span> <span class="nn">pyspark.sql.functions</span> <span class="k">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">pyspark.sql.types</span> <span class="k">import</span> <span class="o">*</span>
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<p>Reading the dataset</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset_ps</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="n">read</span><span class="o">.</span><span class="n">csv</span><span class="p">(</span><span class="s1">&#39;gs://finalproj-bucket/notebooks/jupyter/BigData_DS.csv&#39;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">inferSchema</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">dataset_ps</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="s1">&#39;LV ActivePower (kW)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<pre>+-------------------+
|LV ActivePower (kW)|
+-------------------+
|   380.047790527343|
|    453.76919555664|
|   306.376586914062|
|   419.645904541015|
|   380.650695800781|
+-------------------+
only showing top 5 rows

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset_ps</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="s1">&#39;LV ActivePower (kW)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
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<pre>47033</pre>
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<p>Converting all the column names into lower case letters for our flexibility</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset_ps</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">toDF</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">c</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">columns</span><span class="p">])</span>
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<p>Extracting a substring from columns to create month and hour variables</p>

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<span class="n">dataset_ps</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s2">&quot;month&quot;</span><span class="p">,</span> <span class="n">substring</span><span class="p">(</span><span class="s2">&quot;date/time&quot;</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span>
<span class="n">dataset_ps</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s2">&quot;hour&quot;</span><span class="p">,</span> <span class="n">substring</span><span class="p">(</span><span class="s2">&quot;date/time&quot;</span><span class="p">,</span> <span class="mi">12</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span>
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<span class="n">dataset_ps</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s1">&#39;month&#39;</span><span class="p">,</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">month</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">IntegerType</span><span class="p">()))</span>
<span class="n">dataset_ps</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s1">&#39;hour&#39;</span><span class="p">,</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">hour</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">IntegerType</span><span class="p">()))</span>
<span class="n">dataset_ps</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<pre>+----------------+-------------------+----------------+-----------------------------+------------------+-----+----+
|       date/time|lv activepower (kw)|wind speed (m/s)|theoretical_power_curve (kwh)|wind direction (°)|month|hour|
+----------------+-------------------+----------------+-----------------------------+------------------+-----+----+
|01 01 2018 00:00|   380.047790527343|5.31133604049682|             416.328907824861|  259.994903564453|    1|   0|
|01 01 2018 00:10|    453.76919555664|5.67216682434082|             519.917511061494|   268.64111328125|    1|   0|
|01 01 2018 00:20|   306.376586914062|5.21603679656982|             390.900015810951|  272.564788818359|    1|   0|
|01 01 2018 00:30|   419.645904541015|5.65967416763305|             516.127568975674|  271.258087158203|    1|   0|
|01 01 2018 00:40|   380.650695800781|5.57794094085693|             491.702971953588|  265.674285888671|    1|   0|
+----------------+-------------------+----------------+-----------------------------+------------------+-----+----+
only showing top 5 rows

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<p>Extracting a random sample from the loaded original data set</p>

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<p>Calculating and visualizing the average production per month</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">monthly</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;month&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s1">&#39;avg(lv activepower (kw))&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">toPandas</span><span class="p">()</span>
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;month&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg(lv activepower (kw))&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;salmon&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">monthly</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;Average Power Production per month&#39;</span><span class="p">);</span>
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<p>Calculating and visualizing the average producion per hour</p>

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<div class="prompt input_prompt">In&nbsp;[58]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hourly</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;hour&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s1">&#39;avg(lv activepower (kw))&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">toPandas</span><span class="p">()</span>
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;hour&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg(lv activepower (kw))&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;salmon&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">hourly</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;Average Power Production per hour&#39;</span><span class="p">);</span>
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<div class="prompt input_prompt">In&nbsp;[59]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;orange&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Real Production&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">dataset_s</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;theoretical_power_curve (kwh)&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Theoritical Production&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">dataset_s</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;Wind Speed and Power Production Chart&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Power Production (kw)&#39;</span><span class="p">);</span>
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<p>Filter the big data where the real and theoritical power productions are equal to 0</p>

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<div class="prompt input_prompt">In&nbsp;[60]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">power_zero</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">filter</span><span class="p">((</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
                                  <span class="o">&amp;</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;theoretical_power_curve (kwh)&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">))</span><span class="o">.</span><span class="n">toPandas</span><span class="p">()</span>

<span class="n">display</span><span class="p">(</span><span class="n">power_zero</span><span class="p">[[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="s1">&#39;theoretical_power_curve (kwh)&#39;</span><span class="p">,</span> <span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</span><span class="p">))</span>
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<table border="1" class="dataframe">
  <thead>
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      <th></th>
      <th>wind speed (m/s)</th>
      <th>theoretical_power_curve (kwh)</th>
      <th>lv activepower (kw)</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>3233</th>
      <td>1.906574</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3981</th>
      <td>0.968506</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>2028</th>
      <td>2.631503</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3464</th>
      <td>1.179039</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>884</th>
      <td>2.569654</td>
      <td>0.0</td>
      <td>0.0</td>
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<p>Checking the wind speed distribution for 0 power production</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">power_zero</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</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;Wind Speed Distribution for 0 Power Production&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Wind speed (m/s)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Counts for 0 Power Production&#39;</span><span class="p">);</span>
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<p>Observations for the wind speed &gt; 3m/s and power production = 0, While theoritically there should be power production</p>

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<div class="prompt input_prompt">In&nbsp;[62]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">zero_power</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">filter</span><span class="p">((</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
                            <span class="o">&amp;</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;theoretical_power_curve (kwh)&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">)</span>
                            <span class="o">&amp;</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">))</span><span class="o">.</span><span class="n">toPandas</span><span class="p">()</span>
<span class="n">display</span><span class="p">(</span><span class="n">zero_power</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;No of Observations (while Wind Speed &gt; 3 m/s and Power Production = 0): &#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">zero_power</span><span class="p">))</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>date/time</th>
      <th>lv activepower (kw)</th>
      <th>wind speed (m/s)</th>
      <th>theoretical_power_curve (kwh)</th>
      <th>wind direction (°)</th>
      <th>month</th>
      <th>hour</th>
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      <th>0</th>
      <td>03 01 2018 15:40</td>
      <td>0.0</td>
      <td>3.743307</td>
      <td>83.986265</td>
      <td>245.068207</td>
      <td>1</td>
      <td>15</td>
    </tr>
    <tr>
      <th>1</th>
      <td>03 01 2018 16:40</td>
      <td>0.0</td>
      <td>3.034003</td>
      <td>17.180593</td>
      <td>221.086502</td>
      <td>1</td>
      <td>16</td>
    </tr>
    <tr>
      <th>2</th>
      <td>03 01 2018 16:50</td>
      <td>0.0</td>
      <td>3.197354</td>
      <td>25.431221</td>
      <td>232.679596</td>
      <td>1</td>
      <td>16</td>
    </tr>
    <tr>
      <th>3</th>
      <td>03 01 2018 17:00</td>
      <td>0.0</td>
      <td>3.907811</td>
      <td>110.979604</td>
      <td>241.973099</td>
      <td>1</td>
      <td>17</td>
    </tr>
    <tr>
      <th>4</th>
      <td>04 01 2018 13:50</td>
      <td>0.0</td>
      <td>3.441704</td>
      <td>45.742725</td>
      <td>79.094109</td>
      <td>1</td>
      <td>13</td>
    </tr>
  </tbody>
</table>
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<pre>No of Observations (while Wind Speed &gt; 3 m/s and Power Production = 0):  3497
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">zero_power</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="mi">8</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Wind Speed (m/s)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Counts for Zero Production&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Wind Speed Counts for Zero Power Production&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">ticks</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mi">18</span><span class="p">,</span><span class="mi">2</span><span class="p">));</span>
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<div class="prompt input_prompt">In&nbsp;[64]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">zero_power</span><span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">],</span><span class="n">color</span><span class="o">=</span><span class="s2">&quot;salmon&quot;</span><span class="p">);</span>
</pre></div>

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    <div class="prompt"></div>


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<p>Excluding the observations meeting the filter criterias</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset_ps</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="o">~</span><span class="p">((</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
                            <span class="o">&amp;</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;theoretical_power_curve (kwh)&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">)</span>
                            <span class="o">&amp;</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">)))</span>
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<div class="prompt input_prompt">In&nbsp;[66]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="s1">&#39;wind direction (°)&#39;</span><span class="p">,</span> <span class="s1">&#39;theoretical_power_curve (kwh)&#39;</span><span class="p">,</span> <span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">]</span>
<span class="n">i</span><span class="o">=</span><span class="mi">1</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
<span class="k">for</span> <span class="n">each</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">:</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">each</span><span class="p">)</span><span class="o">.</span><span class="n">toPandas</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">df</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="n">each</span><span class="p">)</span>
    <span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span>
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<p>Creating a pandas data frame to build visualization</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">speed_w</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">toPandas</span><span class="p">()</span>
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<p>Defining the quantiles and interquantile range</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Q1</span> <span class="o">=</span> <span class="n">speed_w</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">quantile</span><span class="p">(</span><span class="mf">0.25</span><span class="p">)</span>
<span class="n">Q3</span> <span class="o">=</span> <span class="n">speed_w</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">quantile</span><span class="p">(</span><span class="mf">0.75</span><span class="p">)</span>
<span class="n">IQR</span> <span class="o">=</span> <span class="n">Q3</span><span class="o">-</span><span class="n">Q1</span>
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<p>Defining the lower and upper threshold values</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lower</span> <span class="o">=</span> <span class="n">Q1</span> <span class="o">-</span> <span class="mf">1.5</span><span class="o">*</span><span class="n">IQR</span>
<span class="n">upper</span> <span class="o">=</span> <span class="n">Q3</span> <span class="o">+</span> <span class="mf">1.5</span><span class="o">*</span><span class="n">IQR</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Quantile (0.25): &#39;</span><span class="p">,</span> <span class="n">Q1</span><span class="p">,</span> <span class="s1">&#39;  Quantile (0.75): &#39;</span><span class="p">,</span> <span class="n">Q3</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Lower threshold: &#39;</span><span class="p">,</span> <span class="n">lower</span><span class="p">,</span> <span class="s1">&#39; Upper threshold: &#39;</span><span class="p">,</span> <span class="n">upper</span><span class="p">)</span>
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<pre>Quantile (0.25):  4.45584678649902   Quantile (0.75):  10.4771900177001
Lower threshold:  -4.576168060302599  Upper threshold:  19.50920486450172
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<p>Fancy indexing for outliers</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">outlier_tf</span> <span class="o">=</span> <span class="p">(</span><span class="n">speed_w</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">lower</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">speed_w</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">upper</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Total Number of Outliers: &#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">speed_w</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">][</span><span class="n">outlier_tf</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;--&#39;</span><span class="o">*</span><span class="mi">15</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Some Examples of Outliers:&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">speed_w</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">][</span><span class="n">outlier_tf</span><span class="p">]</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span>
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<pre>Total Number of Outliers:  407
------------------------------
Some Examples of Outliers:
6994     20.087469
3246     20.781210
3257     19.993780
3519     24.083651
9264     21.980080
42811    19.513330
2105     19.581591
7451     20.714630
2120     20.125500
42816    19.914631
Name: wind speed (m/s), dtype: float64
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset_ps</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">)</span>\
<span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="mi">19</span><span class="p">)</span>\
<span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">:</span><span class="s1">&#39;mean&#39;</span><span class="p">})</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>+------------------------+
|avg(lv activepower (kw))|
+------------------------+
|      3566.4634427974706|
+------------------------+

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pyspark.sql</span> <span class="k">import</span> <span class="n">functions</span> <span class="k">as</span> <span class="n">F</span>
<span class="n">dataset_ps</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> 
                               <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mf">19.447</span><span class="p">,</span> <span class="mi">19</span><span class="p">)</span>
                               <span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">)))</span>
<span class="n">dataset_ps</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
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<pre>47033</pre>
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<p>High level power production</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset_ps</span><span class="o">.</span><span class="n">filter</span><span class="p">(((</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">3</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">8</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">11</span><span class="p">))</span> 
                <span class="o">&amp;</span> <span class="p">((</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;hour&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="mi">16</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;hour&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">24</span><span class="p">))</span> 
                <span class="o">&amp;</span> <span class="p">((</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;wind direction (°)&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;wind direction (°)&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">90</span><span class="p">))</span>
                <span class="o">&amp;</span> <span class="p">((</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;wind direction (°)&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">180</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;wind direction (°)&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">225</span><span class="p">))</span>
               <span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">:</span><span class="s1">&#39;mean&#39;</span><span class="p">})</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>+------------------------+
|avg(lv activepower (kw))|
+------------------------+
|      2013.4446757880403|
+------------------------+

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<p>Low level power production</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset_ps</span><span class="o">.</span><span class="n">filter</span><span class="p">((</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">7</span><span class="p">)</span> 
                <span class="o">&amp;</span> <span class="p">((</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;hour&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="mi">9</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;hour&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">11</span><span class="p">))</span> 
                <span class="o">&amp;</span> <span class="p">((</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;wind direction (°)&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">90</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;wind direction (°)&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">160</span><span class="p">))</span>
               <span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">:</span><span class="s1">&#39;mean&#39;</span><span class="p">})</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>+------------------------+
|avg(lv activepower (kw))|
+------------------------+
|       503.1644205414878|
+------------------------+

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<p>Preparing the independent variables (Features)</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pyspark.ml.feature</span> <span class="k">import</span> <span class="n">VectorAssembler</span>
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<p>Converting lv activepower (kw) variable as label</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset_ps</span> <span class="o">=</span> <span class="n">dataset_ps</span><span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s1">&#39;label&#39;</span><span class="p">,</span> <span class="n">dataset_ps</span><span class="p">[</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">])</span>
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<p>Defining the variables to be used</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">variables</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">,</span> <span class="s1">&#39;hour&#39;</span><span class="p">,</span> <span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="s1">&#39;wind direction (°)&#39;</span><span class="p">]</span>
<span class="n">vectorAssembler</span> <span class="o">=</span> <span class="n">VectorAssembler</span><span class="p">(</span><span class="n">inputCols</span> <span class="o">=</span> <span class="n">variables</span><span class="p">,</span> <span class="n">outputCol</span> <span class="o">=</span> <span class="s1">&#39;features&#39;</span><span class="p">)</span>
<span class="n">va_df</span> <span class="o">=</span> <span class="n">vectorAssembler</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">dataset_ps</span><span class="p">)</span>
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<p>Combining features and label column</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_df</span> <span class="o">=</span> <span class="n">va_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="s1">&#39;features&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">)</span>
<span class="n">final_df</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<pre>+--------------------+----------------+
|            features|           label|
+--------------------+----------------+
|[1.0,0.0,5.311336...|380.047790527343|
|[1.0,0.0,5.672166...| 453.76919555664|
|[1.0,0.0,5.216036...|306.376586914062|
|[1.0,0.0,5.659674...|419.645904541015|
|[1.0,0.0,5.577940...|380.650695800781|
|[1.0,0.0,5.604052...|402.391998291015|
|[1.0,1.0,5.793007...|447.605712890625|
|[1.0,1.0,5.306049...|     387.2421875|
|[1.0,1.0,5.584629...|463.651214599609|
|[1.0,1.0,5.523228...|439.725708007812|
+--------------------+----------------+
only showing top 10 rows

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">splits</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">randomSplit</span><span class="p">([</span><span class="mf">0.8</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">])</span>
<span class="n">train_df</span> <span class="o">=</span> <span class="n">splits</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">test_df</span> <span class="o">=</span> <span class="n">splits</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Train dataset: &#39;</span><span class="p">,</span> <span class="n">train_df</span><span class="o">.</span><span class="n">count</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Test dataset : &#39;</span><span class="p">,</span> <span class="n">test_df</span><span class="o">.</span><span class="n">count</span><span class="p">())</span>
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<pre>Train dataset:  37524
Test dataset :  9509
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pyspark.ml.regression</span> <span class="k">import</span> <span class="n">GBTRegressor</span>
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<p>Creating the gbm regressor object</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gbm</span> <span class="o">=</span> <span class="n">GBTRegressor</span><span class="p">(</span><span class="n">featuresCol</span><span class="o">=</span><span class="s1">&#39;features&#39;</span><span class="p">,</span> <span class="n">labelCol</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">)</span>
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<p>Training the model with train data</p>

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<p>Predicting using the test data</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_pred</span> <span class="o">=</span> <span class="n">gbm_model</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">test_df</span><span class="p">)</span>
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<p>Initial look at the target and predicted values</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_pred</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="s1">&#39;label&#39;</span><span class="p">,</span> <span class="s1">&#39;prediction&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span>
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<pre>+----------------+------------------+
|           label|        prediction|
+----------------+------------------+
|             0.0|13.387927332135007|
|355.225006103515| 357.0655718507231|
|380.650695800781| 431.1084842694825|
|402.391998291015| 431.1084842694825|
|750.551025390625| 752.2313718716772|
|874.722473144531| 933.1800780544065|
|968.499084472656| 921.6075614155574|
|1183.02099609375|1015.2505356738064|
|802.475280761718| 745.3636741934586|
|2331.07495117187|2365.0006200313155|
|2455.43310546875|2365.0006200313155|
|3155.94311523437|3229.5344108826716|
|966.777099609375|3374.8482860202257|
|3603.46899414062|3374.8482860202257|
|3536.75903320312|3374.8482860202257|
|3601.23095703125|3392.4254775071695|
|331.209503173828| 676.0343404137084|
|3593.00708007812|3483.1672170238594|
|     417.4453125| 691.9384795479592|
|    3603.7890625| 3494.316683804052|
+----------------+------------------+
only showing top 20 rows

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<p>Initial model success</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pyspark.ml.evaluation</span> <span class="k">import</span> <span class="n">RegressionEvaluator</span>

<span class="n">evaluator</span> <span class="o">=</span> <span class="n">RegressionEvaluator</span><span class="p">(</span><span class="n">predictionCol</span><span class="o">=</span><span class="s1">&#39;prediction&#39;</span><span class="p">,</span> <span class="n">labelCol</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;R2 SCORE : &#39;</span><span class="p">,</span> <span class="n">evaluator</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span> <span class="p">{</span><span class="n">evaluator</span><span class="o">.</span><span class="n">metricName</span><span class="p">:</span> <span class="s1">&#39;r2&#39;</span><span class="p">}))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;MAE      : &#39;</span><span class="p">,</span> <span class="n">evaluator</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span> <span class="p">{</span><span class="n">evaluator</span><span class="o">.</span><span class="n">metricName</span><span class="p">:</span> <span class="s1">&#39;mae&#39;</span><span class="p">}))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;RMSE     : &#39;</span><span class="p">,</span> <span class="n">evaluator</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span> <span class="p">{</span><span class="n">evaluator</span><span class="o">.</span><span class="n">metricName</span><span class="p">:</span> <span class="s1">&#39;rmse&#39;</span><span class="p">}))</span>
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<pre>R2 SCORE :  0.9805332873514738
MAE      :  82.73923755229143
RMSE     :  181.80559454524257
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<p>Converting dataset_s back to Spark dataframe</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">eva_df</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="n">createDataFrame</span><span class="p">(</span><span class="n">dataset_s</span><span class="p">)</span>
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<p>Converting lv activepower (kw) variable as label</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">eva_df</span> <span class="o">=</span> <span class="n">eva_df</span><span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s1">&#39;label&#39;</span><span class="p">,</span> <span class="n">eva_df</span><span class="p">[</span><span class="s1">&#39;lv activepower (kw)&#39;</span><span class="p">])</span>
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<p>Defining the variables to be used</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">variables</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">,</span> <span class="s1">&#39;hour&#39;</span><span class="p">,</span> <span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="s1">&#39;wind direction (°)&#39;</span><span class="p">]</span>
<span class="n">vectorAssembler</span> <span class="o">=</span> <span class="n">VectorAssembler</span><span class="p">(</span><span class="n">inputCols</span> <span class="o">=</span> <span class="n">variables</span><span class="p">,</span> <span class="n">outputCol</span> <span class="o">=</span> <span class="s1">&#39;features&#39;</span><span class="p">)</span>
<span class="n">vec_df</span> <span class="o">=</span> <span class="n">vectorAssembler</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">eva_df</span><span class="p">)</span>
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<p>Combining features and label column</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vec_df</span> <span class="o">=</span> <span class="n">vec_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="s1">&#39;features&#39;</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">)</span>
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<p>Using ML model to predict</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">preds</span> <span class="o">=</span> <span class="n">gbm_model</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">vec_df</span><span class="p">)</span>
<span class="n">preds_df</span> <span class="o">=</span> <span class="n">preds</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="s1">&#39;label&#39;</span><span class="p">,</span><span class="s1">&#39;prediction&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">toPandas</span><span class="p">()</span>
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<p>Compining dataframes to compare</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">frames</span> <span class="o">=</span> <span class="p">[</span><span class="n">dataset_s</span><span class="p">[[</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="s1">&#39;theoretical_power_curve (kwh)&#39;</span><span class="p">]],</span> <span class="n">preds_df</span><span class="p">]</span>
<span class="n">sample_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">frames</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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<p>Visualizing real, theoritical and predicted power production</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span> <span class="s1">&#39;Real Power&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">sample_data</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;prediction&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.7</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Predicted Power&#39;</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">sample_data</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;wind speed (m/s)&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;theoretical_power_curve (kwh)&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Theoritical Power&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;purple&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">sample_data</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;Wind Turbine Power Production Prediction&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Power Production (kw)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">();</span>
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