slide_deck_template.slides.html


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<title>slide_deck_template slides</title>

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<style type="text/css">
    /*!
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/*!
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/*! 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 {
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}
audio,
canvas,
progress,
video {
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}
audio:not([controls]) {
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}
[hidden],
template {
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}
a {
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a:active,
a:hover {
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abbr[title] {
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b,
strong {
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dfn {
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h1 {
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mark {
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small {
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sub,
sup {
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sup {
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sub {
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figure {
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input[type="submit"] {
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input {
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input[type="checkbox"],
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input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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fieldset {
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legend {
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textarea {
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optgroup {
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}
table {
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  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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  a:visited {
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@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-resize-small:before {
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-random:before {
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-cutlery:before {
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}
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}
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}
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}
.glyphicon-sound-dolby:before {
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}
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}
.glyphicon-sound-6-1:before {
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}
.glyphicon-sound-7-1:before {
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}
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}
.glyphicon-registration-mark:before {
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}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
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}
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}
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}
.glyphicon-save-file:before {
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}
.glyphicon-open-file:before {
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}
.glyphicon-level-up:before {
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}
.glyphicon-copy:before {
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}
.glyphicon-paste:before {
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}
.glyphicon-alert:before {
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}
.glyphicon-equalizer:before {
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}
.glyphicon-king:before {
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}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
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}
.glyphicon-bishop:before {
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}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
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}
.glyphicon-bed:before {
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}
.glyphicon-apple:before {
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}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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.highlight  { background: #f8f8f8; }
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.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
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<h1 id="Loan-Data-From-Prosper">Loan Data From Prosper<a class="anchor-link" href="#Loan-Data-From-Prosper">&#182;</a></h1><h2 id="by-Lamia-Alsalloom">by Lamia Alsalloom<a class="anchor-link" href="#by-Lamia-Alsalloom">&#182;</a></h2>
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<h2 id="Investigation-Overview">Investigation Overview<a class="anchor-link" href="#Investigation-Overview">&#182;</a></h2><blockquote><p>Prosper Marketplace is America's first peer-to-peer lending marketplace, with over 7 billion in funded loans. Borrowers request personal loans on Prosper and investors (individual or institutional) can fund anywhere from 2,000 to 40,000 per loan request. <a href="https://en.wikipedia.org/wiki/Prosper_Marketplace">learn more</a></p>
<p>We are looking into what could affect the status of a loan.</p>
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<h2 id="Dataset-Overview">Dataset Overview<a class="anchor-link" href="#Dataset-Overview">&#182;</a></h2><blockquote><p>This data set contains 113,937 loans with 81 variables on each loan, including loan amount, borrower rate (or interest rate), current loan status, borrower income, and many others.</p>
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<h2 id="The-change-of-the-borrowing-rate-over-the-years">The change of the borrowing rate over the years<a class="anchor-link" href="#The-change-of-the-borrowing-rate-over-the-years">&#182;</a></h2><blockquote><p>in this pointplot, we can see that rate of borrowers interest spiked up from 2005 to 2006, after that the rate dropped from 2006 to 2007, then the rate constantly kept increasing for the next few years until it reached its highest in 2011 which after that it kept decreasing constantly.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plotting the pointplot for the Year against BorrowerRate</span>
<span class="c1"># Refrence: https://seaborn.pydata.org/generated/seaborn.pointplot.html</span>
<span class="c1"># First we will create a column for the year and substring the year from</span>
<span class="c1"># ListingCreationDate</span>
<span class="n">loans</span><span class="p">[</span><span class="s1">&#39;Year&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">loans</span><span class="o">.</span><span class="n">ListingCreationDate</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;-&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">year</span> <span class="o">=</span> <span class="n">loans</span><span class="o">.</span><span class="n">Year</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>

<span class="n">sb</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">loans</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;Year&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;BorrowerRate&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;b&#39;</span><span class="p">);</span>
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<h2 id="The-Effect-of-CreditGrade-over-the-LoanStatus">The Effect of CreditGrade over the LoanStatus<a class="anchor-link" href="#The-Effect-of-CreditGrade-over-the-LoanStatus">&#182;</a></h2><blockquote><p>We can see that most of the loans are Completed regardless of the CreditGrade, this is an obvious trend. Maybe we can build off this where we could have a plot of an actual rate..</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># we can say that LoanStatus in the FinalPaymentInProgress is the same as Complete </span>
<span class="c1"># we can replace them with one another for easy analysis.</span>
<span class="n">loans</span><span class="p">[</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">to_replace</span> <span class="o">=</span> <span class="s1">&#39;FinalPaymentInProgress&#39;</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="s1">&#39;Completed&#39;</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># We will plot to see how the credit grade effects the loan status.</span>
<span class="c1"># Refrence: https://seaborn.pydata.org/generated/seaborn.FacetGrid.html</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">loans</span><span class="p">,</span> <span class="n">col</span> <span class="o">=</span> <span class="s1">&#39;CreditGrade&#39;</span><span class="p">,</span><span class="n">col_wrap</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="n">col_order</span><span class="o">=</span><span class="n">credit_grades</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">75</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">,</span><span class="s2">&quot;LoanStatus&quot;</span><span class="p">,</span><span class="n">order</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Completed&#39;</span><span class="p">,</span><span class="s1">&#39;Chargedoff&#39;</span><span class="p">,</span><span class="s1">&#39;Defaulted&#39;</span><span class="p">]);</span>
<span class="n">g</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">75</span><span class="p">)</span>
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<pre>&lt;seaborn.axisgrid.FacetGrid at 0x1a253314e0&gt;</pre>
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<h2 id="How-the-AvailableBankcardCredit-effects-that-BorrowerRate">How the AvailableBankcardCredit effects that BorrowerRate<a class="anchor-link" href="#How-the-AvailableBankcardCredit-effects-that-BorrowerRate">&#182;</a></h2><blockquote><p>We can see that the more credit one has at the bank the less loans needed and therefor less borrower rate at hand.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># get rid of null values</span>
<span class="n">loans</span> <span class="o">=</span> <span class="n">loans</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">loans</span><span class="o">.</span><span class="n">AvailableBankcardCredit</span><span class="o">.</span><span class="n">notnull</span><span class="p">()]</span>
<span class="c1"># Refrence: https://www.science-emergence.com/Articles/How-to-create-a-2d-histogram-with-matplotlib-/</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist2d</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">loans</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;AvailableBankcardCredit&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;BorrowerRate&#39;</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;rainbow&#39;</span><span class="p">,</span> <span class="n">cmin</span> <span class="o">=</span> <span class="mf">0.5</span><span class="p">);</span>
<span class="c1">#show the color bar on the side</span>
<span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>
<span class="c1">#set the title and labels</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Available Bank Credit (in USD)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;BorrowerRate&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;The Effect of available credit on borrower rate&#39;</span><span class="p">)</span>
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<pre>Text(0.5, 1.0, &#39;The Effect of available credit on borrower rate&#39;)</pre>
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<h3 id="The-correlation-between-LoanStatus-and-BorrowerAPR">The correlation between LoanStatus and BorrowerAPR<a class="anchor-link" href="#The-correlation-between-LoanStatus-and-BorrowerAPR">&#182;</a></h3><blockquote><p>We can see that completed loans have lower Borrowers APR compared to the distribution of defaulted and cahrgedoff loans. This could mean that maybe there is a correlation between the Borrowers APR and the credit grade.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># turn loan status into category</span>
<span class="n">loans</span><span class="p">[</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">loans</span><span class="p">[</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>
<span class="c1"># plot viloin</span>
<span class="c1"># Refrence: https://seaborn.pydata.org/generated/seaborn.violinplot.html</span>
<span class="n">sb</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">loans</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;LoanStatus&#39;</span> <span class="p">,</span><span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;BorrowerAPR&#39;</span><span class="p">,</span> <span class="n">order</span> <span class="o">=</span><span class="p">[</span><span class="s1">&#39;Completed&#39;</span><span class="p">,</span><span class="s1">&#39;Defaulted&#39;</span><span class="p">,</span><span class="s1">&#39;Chargedoff&#39;</span><span class="p">],</span> <span class="n">palette</span><span class="o">=</span><span class="s2">&quot;Blues&quot;</span><span class="p">);</span>
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<h3 id="Relationship-between-the-BorrowerAPR-and-CreditGrade.">Relationship between the BorrowerAPR and CreditGrade.<a class="anchor-link" href="#Relationship-between-the-BorrowerAPR-and-CreditGrade.">&#182;</a></h3><blockquote><p>People with higher Credit Grades pay less for a loan and are more likly to pay back the loan, therefor less risky.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># First, we will generate completion rates for easy analysis.</span>
<span class="c1"># we are going to group the data by the CreditGrade then calculate the rate and finally create a df for the generated rates.</span>
<span class="n">group</span> <span class="o">=</span> <span class="n">loans</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;CreditGrade&#39;</span><span class="p">])</span>
<span class="n">gen_rates</span> <span class="o">=</span> <span class="n">group</span><span class="p">[</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span> <span class="o">/</span> <span class="n">group</span><span class="p">[</span><span class="s1">&#39;CreditGrade&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">gen_rates</span> <span class="o">=</span> <span class="n">gen_rates</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="c1">#rename the index</span>
<span class="n">gen_rates</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="mi">0</span><span class="p">:</span><span class="s1">&#39;Rate&#39;</span><span class="p">},</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">gen_rates2</span> <span class="o">=</span> <span class="n">gen_rates</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="c1"># get rid of none values.</span>
<span class="n">mask</span> <span class="o">=</span> <span class="p">(</span><span class="n">gen_rates2</span><span class="p">[</span><span class="s1">&#39;CreditGrade&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">)</span>
<span class="n">gen_rates2</span> <span class="o">=</span> <span class="n">credit_grades</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">gen_rates2</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="s1">&#39;none&#39;</span><span class="p">)</span>
<span class="c1"># Next we calculate the mean and sem</span>
<span class="c1"># get rid of none values.</span>
<span class="n">mask</span> <span class="o">=</span> <span class="p">(</span><span class="n">loans</span><span class="p">[</span><span class="s1">&#39;CreditGrade&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s1">&#39;none&#39;</span><span class="p">)</span>
<span class="n">mean</span> <span class="o">=</span> <span class="n">loans</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;CreditGrade&#39;</span><span class="p">)[</span><span class="s1">&#39;BorrowerAPR&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">sem</span> <span class="o">=</span> <span class="n">loans</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;CreditGrade&#39;</span><span class="p">)[</span><span class="s1">&#39;BorrowerAPR&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sem</span><span class="p">()</span>
<span class="c1"># arrange the data</span>
<span class="n">a</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">a_error</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">gen_rates2</span><span class="p">:</span>
    <span class="n">a</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">mean</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="n">a_error</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sem</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    
<span class="c1"># Refrence: https://matplotlib.org/3.1.1/gallery/lines_bars_and_markers/errorbar_limits_simple.html#sphx-glr-gallery-lines-bars-and-markers-errorbar-limits-simple-py</span>
<span class="c1"># plot error bar</span>
<span class="n">plt</span><span class="o">.</span><span class="n">errorbar</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">a</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="n">gen_rates2</span><span class="p">,</span> <span class="n">yerr</span><span class="o">=</span><span class="n">a_error</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s1">&#39;o-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Credit Grade&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;MeanBorrower APR&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Change of Mean BorrowerAPR by CreditGrade&#39;</span><span class="p">)</span>
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<pre>Text(0.5, 1.0, &#39;Change of Mean BorrowerAPR by CreditGrade&#39;)</pre>
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<h2 id="Homeowners-and-Non-Homeowners-have-a-variant-BorrowerRate-over-the-years">Homeowners and Non-Homeowners have a variant BorrowerRate over the years<a class="anchor-link" href="#Homeowners-and-Non-Homeowners-have-a-variant-BorrowerRate-over-the-years">&#182;</a></h2><blockquote><p>We can see that the borrowers rate has increased over some years in case of non-homeowners then it kept decreasing in 2010. And when we look at homeowners it kept a steady pace until after 2009 it kept increasing until 2011 then started to decrease.</p>
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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plots the boxplot </span>
<span class="c1">#Refrence: https://seaborn.pydata.org/generated/seaborn.boxplot.html</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">loans</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;Year&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;BorrowerRate&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;IsBorrowerHomeowner&#39;</span><span class="p">);</span>
<span class="n">g</span><span class="o">.</span><span class="n">figure</span><span class="o">.</span><span class="n">set_figwidth</span><span class="p">(</span><span class="mi">15</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">figure</span><span class="o">.</span><span class="n">set_figheight</span><span class="p">(</span><span class="mi">6</span><span class="p">)</span>
</pre></div>

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"
>
</div>

</div>

</div>
</div>

</div><aside class="notes">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<blockquote><p>Once you're ready to finish your presentation, check your output by using
nbconvert to export the notebook and set up a server for the slides. From the
terminal or command line, use the following expression:</p>
<blockquote><p><code>jupyter nbconvert &lt;file_name&gt;.ipynb --to slides --post serve --template output_toggle</code></p>
</blockquote>
<p>This should open a tab in your web browser where you can scroll through your
presentation. Sub-slides can be accessed by pressing 'down' when viewing its parent
slide. Make sure you remove all of the quote-formatted guide notes like this one
before you finish your presentation!</p>
</blockquote>

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

    </div>
</div>
</div>

</div>

</div></section></section>
</div>
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