iris_notebook.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>iris_notebook</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">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
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}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
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}
pre {
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}
code,
kbd,
pre,
samp {
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  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
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}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
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}
button::-moz-focus-inner,
input::-moz-focus-inner {
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  padding: 0;
}
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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  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
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}
textarea {
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}
optgroup {
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}
table {
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  border-spacing: 0;
}
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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  *:after {
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    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
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@font-face {
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  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
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}
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  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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<h2 id="Prepare-Problem---Iris-Classification">Prepare Problem - Iris Classification<a class="anchor-link" href="#Prepare-Problem---Iris-Classification">&#182;</a></h2><p>The Iris flower data set or set is a multivariate data set introduced by the British statistician and biologist Ronald Fisher. The use of multiple measurements in taxonomic problems as an example of linear discriminant analysis. It is sometimes called Anderson's Iris data set because Edgar Anderson collected the data to quantify the morphologic variation of Iris flowers of three related species. Two of the three species were collected in the Gaspé Peninsula "all from the same pasture, and picked on the same day and measured at the same time by the same person with the same apparatus". <a href="https://en.wikipedia.org/wiki/Iris_flower_data_set">source</a></p>

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<h3 id="Load-libraries">Load libraries<a class="anchor-link" href="#Load-libraries">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load libraries</span>
<span class="kn">from</span> <span class="nn">pandas</span> <span class="k">import</span> <span class="n">read_csv</span>
<span class="kn">from</span> <span class="nn">pandas.plotting</span> <span class="k">import</span> <span class="n">scatter_matrix</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">pyplot</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">KFold</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">cross_val_score</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">classification_report</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">confusion_matrix</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">accuracy_score</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LogisticRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="k">import</span> <span class="n">DecisionTreeClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.neighbors</span> <span class="k">import</span> <span class="n">KNeighborsClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.discriminant_analysis</span> <span class="k">import</span> <span class="n">LinearDiscriminantAnalysis</span>
<span class="kn">from</span> <span class="nn">sklearn.naive_bayes</span> <span class="k">import</span> <span class="n">GaussianNB</span>
<span class="kn">from</span> <span class="nn">sklearn.svm</span> <span class="k">import</span> <span class="n">SVC</span>
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<h3 id="Load-dataset">Load dataset<a class="anchor-link" href="#Load-dataset">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">filename</span> <span class="o">=</span> <span class="s1">&#39;iris.data.csv&#39;</span>
<span class="n">names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;sepal-length&#39;</span><span class="p">,</span> <span class="s1">&#39;sepal-width&#39;</span><span class="p">,</span> <span class="s1">&#39;petal-length&#39;</span><span class="p">,</span> <span class="s1">&#39;petal-width&#39;</span><span class="p">,</span> <span class="s1">&#39;class&#39;</span><span class="p">]</span>
<span class="n">dataset</span> <span class="o">=</span> <span class="n">read_csv</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="n">names</span><span class="o">=</span><span class="n">names</span><span class="p">)</span>
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<h2 id="Summarize-Data">Summarize Data<a class="anchor-link" href="#Summarize-Data">&#182;</a></h2>
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<h3 id="Descriptive-statistics">Descriptive statistics<a class="anchor-link" href="#Descriptive-statistics">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># shape</span>
<span class="nb">print</span><span class="p">(</span><span class="n">dataset</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>

<span class="c1"># head</span>
<span class="nb">print</span><span class="p">(</span><span class="n">dataset</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">20</span><span class="p">))</span>

<span class="c1"># descriptions</span>
<span class="nb">print</span><span class="p">(</span><span class="n">dataset</span><span class="o">.</span><span class="n">describe</span><span class="p">())</span>

<span class="c1"># class distribution</span>
<span class="nb">print</span><span class="p">(</span><span class="n">dataset</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;class&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">())</span>
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<pre>(150, 5)
    sepal-length  sepal-width  petal-length  petal-width        class
0            5.1          3.5           1.4          0.2  Iris-setosa
1            4.9          3.0           1.4          0.2  Iris-setosa
2            4.7          3.2           1.3          0.2  Iris-setosa
3            4.6          3.1           1.5          0.2  Iris-setosa
4            5.0          3.6           1.4          0.2  Iris-setosa
5            5.4          3.9           1.7          0.4  Iris-setosa
6            4.6          3.4           1.4          0.3  Iris-setosa
7            5.0          3.4           1.5          0.2  Iris-setosa
8            4.4          2.9           1.4          0.2  Iris-setosa
9            4.9          3.1           1.5          0.1  Iris-setosa
10           5.4          3.7           1.5          0.2  Iris-setosa
11           4.8          3.4           1.6          0.2  Iris-setosa
12           4.8          3.0           1.4          0.1  Iris-setosa
13           4.3          3.0           1.1          0.1  Iris-setosa
14           5.8          4.0           1.2          0.2  Iris-setosa
15           5.7          4.4           1.5          0.4  Iris-setosa
16           5.4          3.9           1.3          0.4  Iris-setosa
17           5.1          3.5           1.4          0.3  Iris-setosa
18           5.7          3.8           1.7          0.3  Iris-setosa
19           5.1          3.8           1.5          0.3  Iris-setosa
       sepal-length  sepal-width  petal-length  petal-width
count    150.000000   150.000000    150.000000   150.000000
mean       5.843333     3.054000      3.758667     1.198667
std        0.828066     0.433594      1.764420     0.763161
min        4.300000     2.000000      1.000000     0.100000
25%        5.100000     2.800000      1.600000     0.300000
50%        5.800000     3.000000      4.350000     1.300000
75%        6.400000     3.300000      5.100000     1.800000
max        7.900000     4.400000      6.900000     2.500000
class
Iris-setosa        50
Iris-versicolor    50
Iris-virginica     50
dtype: int64
</pre>
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<h2 id="Data-visualizations">Data visualizations<a class="anchor-link" href="#Data-visualizations">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># box and whisker plots</span>
<span class="n">dataset</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;box&#39;</span><span class="p">,</span> <span class="n">subplots</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">layout</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">sharex</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">sharey</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">pyplot</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="c1"># histograms</span>
<span class="n">dataset</span><span class="o">.</span><span class="n">hist</span><span class="p">()</span>
<span class="n">pyplot</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="c1"># scatter plot matrix</span>
<span class="n">scatter_matrix</span><span class="p">(</span><span class="n">dataset</span><span class="p">)</span>
<span class="n">pyplot</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h2 id="Evaluate-Some-Algorithms">Evaluate Some Algorithms<a class="anchor-link" href="#Evaluate-Some-Algorithms">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Split-out validation dataset</span>
<span class="n">array</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">values</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">array</span><span class="p">[:,</span><span class="mi">0</span><span class="p">:</span><span class="mi">4</span><span class="p">]</span>
<span class="n">Y</span> <span class="o">=</span> <span class="n">array</span><span class="p">[:,</span><span class="mi">4</span><span class="p">]</span>
<span class="n">validation_size</span> <span class="o">=</span> <span class="mf">0.20</span>
<span class="n">seed</span> <span class="o">=</span> <span class="mi">7</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_validation</span><span class="p">,</span> <span class="n">Y_train</span><span class="p">,</span> <span class="n">Y_validation</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span>
<span class="n">test_size</span><span class="o">=</span><span class="n">validation_size</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="n">seed</span><span class="p">)</span>
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<h2 id="Build-Models">Build Models<a class="anchor-link" href="#Build-Models">&#182;</a></h2>
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<p>We don’t know which algorithms would be good on this problem or what configurations to use.
We get an idea from the plots that some of the classes are partially linearly separable in some
dimensions, so we are expecting generally good results. Let’s evaluate six different algorithms:</p>
<ul>
<li>Logistic Regression (LR).</li>
<li>Linear Discriminant Analysis (LDA).</li>
<li>k-Nearest Neighbors (KNN).</li>
<li>Classification and Regression Trees (CART).</li>
<li>Gaussian Naive Bayes (NB).</li>
<li>Support Vector Machines (SVM).</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Spot-Check Algorithms</span>
<span class="n">models</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">models</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s1">&#39;LR&#39;</span><span class="p">,</span> <span class="n">LogisticRegression</span><span class="p">()))</span>
<span class="n">models</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s1">&#39;LDA&#39;</span><span class="p">,</span> <span class="n">LinearDiscriminantAnalysis</span><span class="p">()))</span>
<span class="n">models</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s1">&#39;KNN&#39;</span><span class="p">,</span> <span class="n">KNeighborsClassifier</span><span class="p">()))</span>
<span class="n">models</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s1">&#39;CART&#39;</span><span class="p">,</span> <span class="n">DecisionTreeClassifier</span><span class="p">()))</span>
<span class="n">models</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s1">&#39;NB&#39;</span><span class="p">,</span> <span class="n">GaussianNB</span><span class="p">()))</span>
<span class="n">models</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s1">&#39;SVM&#39;</span><span class="p">,</span> <span class="n">SVC</span><span class="p">()))</span>
<span class="c1"># evaluate each model in turn</span>
<span class="n">results</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">names</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">model</span> <span class="ow">in</span> <span class="n">models</span><span class="p">:</span>
    <span class="n">kfold</span> <span class="o">=</span> <span class="n">KFold</span><span class="p">(</span><span class="n">n_splits</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="n">seed</span><span class="p">)</span>
    <span class="n">cv_results</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">Y_train</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="n">kfold</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
    <span class="n">results</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">cv_results</span><span class="p">)</span>
    <span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
    <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">%s</span><span class="s2">: </span><span class="si">%f</span><span class="s2"> (</span><span class="si">%f</span><span class="s2">)&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">cv_results</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">cv_results</span><span class="o">.</span><span class="n">std</span><span class="p">())</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
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<pre>LR: 0.966667 (0.040825)
LDA: 0.975000 (0.038188)
KNN: 0.983333 (0.033333)
CART: 0.966667 (0.040825)
NB: 0.975000 (0.053359)
SVM: 0.991667 (0.025000)
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<h2 id="Select-The-Best-Model">Select The Best Model<a class="anchor-link" href="#Select-The-Best-Model">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Compare Algorithms</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">pyplot</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Algorithm Comparison&#39;</span><span class="p">)</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
<span class="n">pyplot</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">results</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">names</span><span class="p">)</span>
<span class="n">pyplot</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>You can see that the box and whisker plots are squashed at the top of the range, with many
samples achieving 100% accuracy.</p>

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<h2 id="Make-Predictions">Make Predictions<a class="anchor-link" href="#Make-Predictions">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[24]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">svm</span> <span class="o">=</span> <span class="n">SVC</span><span class="p">()</span>
<span class="n">svm</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">Y_train</span><span class="p">)</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">svm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_validation</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">Y_validation</span><span class="p">,</span> <span class="n">predictions</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">Y_validation</span><span class="p">,</span> <span class="n">predictions</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">Y_validation</span><span class="p">,</span> <span class="n">predictions</span><span class="p">))</span>
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<pre>0.933333333333
[[ 7  0  0]
 [ 0 10  2]
 [ 0  0 11]]
                 precision    recall  f1-score   support

    Iris-setosa       1.00      1.00      1.00         7
Iris-versicolor       1.00      0.83      0.91        12
 Iris-virginica       0.85      1.00      0.92        11

    avg / total       0.94      0.93      0.93        30

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