Unsupervised Day 2.html

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

<title>Day 2</title>

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<style type="text/css">
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html {
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}
body {
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}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
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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  margin: 0.67em 0;
}
mark {
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  color: #000;
}
small {
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}
sub,
sup {
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  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
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}
svg:not(:root) {
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}
figure {
  margin: 1em 40px;
}
hr {
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pre {
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code,
kbd,
pre,
samp {
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}
button,
input,
optgroup,
select,
textarea {
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button {
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}
button,
select {
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}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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}
button[disabled],
html input[disabled] {
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button::-moz-focus-inner,
input::-moz-focus-inner {
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}
input {
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input[type="checkbox"],
input[type="radio"] {
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input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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}
fieldset {
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  padding: 0.35em 0.625em 0.75em;
}
legend {
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}
textarea {
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}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! 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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}
.glyphicon {
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  display: inline-block;
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}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
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}
.glyphicon-glass:before {
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}
.glyphicon-music:before {
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}
.glyphicon-search:before {
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}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
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}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
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}
.glyphicon-th:before {
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}
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}
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}
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}
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}
.glyphicon-zoom-out:before {
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}
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}
.glyphicon-trash:before {
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}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
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}
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}
.glyphicon-play-circle:before {
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}
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.glyphicon-facetime-video:before {
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}
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}
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.glyphicon-chevron-left:before {
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}
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.glyphicon-arrow-up:before {
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.glyphicon-share-alt:before {
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}
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.glyphicon-exclamation-sign:before {
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.glyphicon-gift:before {
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}
.glyphicon-eye-close:before {
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.glyphicon-warning-sign:before {
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.glyphicon-plane:before {
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.glyphicon-calendar:before {
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}
.glyphicon-random:before {
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}
.glyphicon-comment:before {
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}
.glyphicon-magnet:before {
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}
.glyphicon-chevron-up:before {
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}
.glyphicon-chevron-down:before {
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}
.glyphicon-retweet:before {
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}
.glyphicon-shopping-cart:before {
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}
.glyphicon-folder-close:before {
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}
.glyphicon-folder-open:before {
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}
.glyphicon-resize-vertical:before {
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.glyphicon-hdd:before {
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.glyphicon-thumbs-up:before {
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}
.glyphicon-thumbs-down:before {
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}
.glyphicon-hand-right:before {
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}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
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}
.glyphicon-circle-arrow-right:before {
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}
.glyphicon-circle-arrow-left:before {
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}
.glyphicon-circle-arrow-up:before {
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}
.glyphicon-circle-arrow-down:before {
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}
.glyphicon-globe:before {
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.glyphicon-wrench:before {
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.glyphicon-tasks:before {
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.glyphicon-briefcase:before {
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.glyphicon-dashboard:before {
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.glyphicon-paperclip:before {
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.glyphicon-heart-empty:before {
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}
.glyphicon-link:before {
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}
.glyphicon-phone:before {
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.glyphicon-pushpin:before {
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.glyphicon-usd:before {
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.glyphicon-sort-by-order-alt:before {
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.glyphicon-log-in:before {
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.glyphicon-flash:before {
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.glyphicon-floppy-disk:before {
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.glyphicon-floppy-saved:before {
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.glyphicon-floppy-remove:before {
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.glyphicon-floppy-save:before {
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.glyphicon-floppy-open:before {
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.glyphicon-credit-card:before {
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.glyphicon-transfer:before {
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.glyphicon-cutlery:before {
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.glyphicon-header:before {
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.glyphicon-compressed:before {
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.glyphicon-earphone:before {
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.glyphicon-phone-alt:before {
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.glyphicon-tower:before {
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.glyphicon-stats:before {
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.glyphicon-sd-video:before {
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.glyphicon-hd-video:before {
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.glyphicon-sound-stereo:before {
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.glyphicon-sound-dolby:before {
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.glyphicon-sound-5-1:before {
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.glyphicon-sound-6-1:before {
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.glyphicon-sound-7-1:before {
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.glyphicon-copyright-mark:before {
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.glyphicon-registration-mark:before {
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.glyphicon-cloud-download:before {
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}
.glyphicon-cloud-upload:before {
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.glyphicon-tree-conifer:before {
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.glyphicon-tree-deciduous: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 {
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.glyphicon-pawn:before {
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.glyphicon-bishop:before {
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.glyphicon-knight:before {
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.glyphicon-baby-formula:before {
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.glyphicon-blackboard:before {
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.glyphicon-bed:before {
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.glyphicon-apple:before {
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.glyphicon-hourglass:before {
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.glyphicon-lamp:before {
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}
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}
.glyphicon-piggy-bank:before {
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}
.glyphicon-scissors:before {
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}
.glyphicon-bitcoin:before {
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}
.glyphicon-btc:before {
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}
.glyphicon-xbt:before {
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}
.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 {
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}
.glyphicon-option-horizontal:before {
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}
.glyphicon-option-vertical:before {
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}
.glyphicon-menu-hamburger:before {
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.glyphicon-modal-window:before {
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}
.glyphicon-oil:before {
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}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
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}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
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}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
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}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
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}
.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;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.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-bold { font-weight: bold; }

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<h1 id="Hierarchical-clustering">Hierarchical clustering<a class="anchor-link" href="#Hierarchical-clustering">&#182;</a></h1>
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<h2 id="Types-of-clustering-:-">Types of clustering :-<a class="anchor-link" href="#Types-of-clustering-:-">&#182;</a></h2><h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><ul>
<li>As the name itself suggests, Clustering algorithms group a set of data points into subsets or clusters.</li>
<li>The algorithms' goal is to create clusters that are coherent internally, but clearly different from each other externally.</li>
<li>In other words, entities within a cluster should be as similar as possible and entities in one cluster should be as dissimilar as possible from entities in another.</li>
<li>Broadly speaking there are <code>two ways of clustering data points based on the algorithmic structure and operation</code>, namely <code>agglomerative</code> and <code>divisive</code>. </li>
<li><strong>Agglomerative</strong> : An agglomerative approach begins with each observation in a distinct (singleton) cluster, and successively merges clusters together until a stopping criterion is satisfied.</li>
<li><strong>Divisive</strong> : A divisive method begins with all patterns in a single cluster and performs splitting until a stopping criterion is met.</li>
<li><strong>agglomerative</strong> or <code>bottom-up approach</code>, where you start with each data point as its own cluster and then combine clusters based on some similarity measure. The idea can be easily adapted for divisive methods as well.</li>
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<h2 id="Measures-of-distance-(similarity)">Measures of distance (similarity)<a class="anchor-link" href="#Measures-of-distance-(similarity)">&#182;</a></h2><ul>
<li>The similarity between the clusters is often calculated from the dissimilarity measures like the euclidean distance between two clusters. So the larger the distance between two clusters, the better it is.</li>
<li>There are many distance metrics that you can consider to calculate the dissimilarity measure, and the choice depends on the type of data in the dataset. </li>
<li>For example <ul>
<li>if you have continuous numerical values in your dataset you can use <code>euclidean distance</code>, </li>
<li>if the data is binary you may consider the <code>Jaccard distance</code> (helpful when you are dealing with categorical data for clustering after you have applied one-hot encoding). </li>
<li>Other distance measures include <code>Manhattan, Minkowski, Canberra etc</code>.</li>
</ul>
</li>
<li>The choice of distance metric should be made based on theoretical concerns from the domain of study.</li>
<li>That is, a distance metric needs to define similarity in a way that is sensible for the field of study.</li>
<li>For example, if clustering crime sites in a city, city block distance may be appropriate (or, better yet, the time taken to travel between each location). </li>
<li>Where there is no theoretical justification for an alternative, the Euclidean should generally be preferred, as it is usually the appropriate measure of distance in the physical world.</li>
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<li>Agglomerative clustering is a hierarchical cluster technique that builds nested clusters with a bottom-up approach where each data point starts in its own cluster and as we move up, the clusters are merged, based on a distance matrix.</li>
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<li><strong>Hierarchical clustering</strong>, also known as <strong>hierarchical cluster analysis</strong>, is an algorithm that groups similar objects into groups called clusters.</li>
<li>The endpoint is a set of clusters, where each cluster is distinct from each other cluster, and the objects within each cluster are broadly similar to each other.</li>
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<li>The key operation in hierarchical agglomerative clustering is to repeatedly combine the two nearest clusters into a larger cluster. </li>
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<h3 id="Algorithm-for-bottom-up-(Agglomerative-clustering)">Algorithm for bottom-up (Agglomerative clustering)<a class="anchor-link" href="#Algorithm-for-bottom-up-(Agglomerative-clustering)">&#182;</a></h3>
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<li>It starts by calculating the distance between every pair of observation points and store it in a distance matrix.</li>
<li>It then puts every point in its own cluster.</li>
<li>Then it starts merging the closest pairs of points based on the distances from the distance matrix and as a result the amount of clusters goes down by 1.</li>
<li>Then it recomputes the distance between the new cluster and the old ones and stores them in a new distance matrix.</li>
<li>Lastly it repeats steps 2 and 3 until all the clusters are merged into one single cluster.</li>
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<li>Or In Simple words it can be stated as :-</li>
<li>Hierarchical clustering starts by treating each observation as a separate cluster.</li>
<li>Then, it repeatedly executes the following two steps:<ul>
<li>(1) identify the two clusters that are closest together, and</li>
<li>(2) merge the two most similar clusters. </li>
<li>This continues until all the clusters are merged together. </li>
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<h3 id="Inter-cluster-linkage-methods-for-merging-clusters">Inter-cluster linkage methods for merging clusters<a class="anchor-link" href="#Inter-cluster-linkage-methods-for-merging-clusters">&#182;</a></h3>
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<ul>
<li>There are several ways to measure the distance between clusters in order to decide the rules for clustering,</li>
<li>and they are often called <strong>Linkage Methods</strong>.</li>
<li>Some of the common linkage methods are:<ul>
<li><code>Complete-linkage</code>: calculates the maximum distance between clusters before merging.</li>
<li><code>Single-linkage</code>: calculates the minimum distance between the clusters before merging. This linkage may be used to detect high values in your dataset which may be outliers as they will be merged at the end.</li>
<li><code>Average-linkage</code>: calculates the average distance between clusters before merging.</li>
<li><code>Centroid-linkage</code>: finds centroid of cluster 1 and centroid of cluster 2, and then calculates the distance between the two before merging.</li>
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<li>The choice of linkage method entirely depends on you and there is no hard and fast method that will always give you good results. Different linkage methods lead to different clusters. </li>
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<li>After selecting a distance metric, it is necessary to determine from where distance is computed.</li>
<li>For example, it can be computed between the two most similar parts of a cluster <code>(single-linkage)</code>,</li>
<li>the two least similar bits of a cluster <code>(complete-linkage)</code>,</li>
<li>the center of the clusters <code>(mean or average-linkage)</code>, </li>
<li><p>or some other criterion. Many linkage criteria have been developed.</p>
</li>
<li><p>As with distance metrics, the choice of linkage criteria should be made based on theoretical considerations from the domain of application.</p>
</li>
<li>A key theoretical issue is what causes variation.</li>
<li><p>For example, in archeology, we expect variation to occur through innovation and natural resources, so working out if two groups of artifacts are similar may make sense based on identifying the most similar members of the cluster.</p>
</li>
<li><p>Where there are no clear theoretical justifications for choice of linkage criteria, <code>Ward’s method</code> is the sensible default.</p>
</li>
<li>This method works out which observations to group based on reducing the sum of squared distances of each observation from the average observation in a cluster. </li>
<li>This is often appropriate as this concept of distance matches the standard assumptions of how to compute differences between groups in statistics (e.g., ANOVA, MANOVA).</li>
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<p><strong>The main output of Hierarchical Clustering is a <code>dendrogram</code>, which shows the hierarchical relationship between the clusters</strong></p>

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<h3 id="Dendrograms">Dendrograms<a class="anchor-link" href="#Dendrograms">&#182;</a></h3><ul>
<li>A dendrogram is a diagram representing a tree. This diagrammatic representation is frequently used in different contexts</li>
<li>In hierarchical clustering, you categorize the objects into a hierarchy similar to a tree-like diagram which is called a dendrogram. </li>
<li>once one large cluster is formed by the combination of small clusters, dendrograms of the cluster are used to actually split the cluster into multiple clusters of related data points</li>
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<h3 id="Cophenetic-coefficient-and-its-importance-in-quality-of-the-dendogram">Cophenetic coefficient and its importance in quality of the dendogram<a class="anchor-link" href="#Cophenetic-coefficient-and-its-importance-in-quality-of-the-dendogram">&#182;</a></h3>
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<li>Given the large number of techniques, it is often difficult to decide which is best.</li>
<li>One criterion that has become popular is to use the result that has largest <code>cophenetic correlation coefficient</code>.</li>
<li>This is the correlation between the original distances and those that result from the cluster configuration. </li>
<li>Values above 0.75 are felt to be good. </li>
<li>The Group Average method appears to produce high values of this statistic. This may be one reason that it is so popular.</li>
<li>This (very very briefly) compares (correlates) the actual pairwise distances of all your samples to those implied by the hierarchical clustering. </li>
<li>The closer the value is to 1, the better the clustering preserves the original distances,</li>
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<h4 id="Loading-the-libraries:">Loading the libraries:<a class="anchor-link" href="#Loading-the-libraries:">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span>  <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="o">%</span> <span class="n">matplotlib</span> <span class="n">inline</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">scipy</span>
<span class="kn">from</span> <span class="nn">scipy.cluster.hierarchy</span> <span class="k">import</span> <span class="n">dendrogram</span><span class="p">,</span><span class="n">linkage</span>
<span class="kn">from</span> <span class="nn">scipy.cluster.hierarchy</span> <span class="k">import</span> <span class="n">fcluster</span>
<span class="kn">from</span> <span class="nn">scipy.cluster.hierarchy</span> <span class="k">import</span> <span class="n">cophenet</span>
<span class="kn">from</span> <span class="nn">scipy.spatial.distance</span> <span class="k">import</span> <span class="n">pdist</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pylab</span> <span class="k">import</span> <span class="n">rcParams</span>
<span class="kn">from</span> <span class="nn">sklearn.cluster</span> <span class="k">import</span> <span class="n">AgglomerativeClustering</span>
<span class="kn">import</span> <span class="nn">sklearn.metrics</span> <span class="k">as</span> <span class="nn">sm</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">available</span>
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<pre>[&#39;seaborn-darkgrid&#39;,
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 &#39;classic&#39;,
 &#39;seaborn-ticks&#39;,
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 &#39;ggplot&#39;,
 &#39;fivethirtyeight&#39;,
 &#39;_classic_test&#39;,
 &#39;seaborn-colorblind&#39;,
 &#39;seaborn-deep&#39;,
 &#39;seaborn-whitegrid&#39;,
 &#39;seaborn-bright&#39;,
 &#39;seaborn-poster&#39;,
 &#39;seaborn-muted&#39;,
 &#39;seaborn-paper&#39;,
 &#39;seaborn-white&#39;,
 &#39;fast&#39;,
 &#39;seaborn-pastel&#39;,
 &#39;seaborn-dark&#39;,
 &#39;tableau-colorblind10&#39;,
 &#39;seaborn&#39;,
 &#39;seaborn-dark-palette&#39;]</pre>
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<h4 id="load-the-dataset">load the dataset<a class="anchor-link" href="#load-the-dataset">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;diabetes.csv&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        vertical-align: top;
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      <th></th>
      <th>Pregnancies</th>
      <th>Glucose</th>
      <th>BloodPressure</th>
      <th>SkinThickness</th>
      <th>Insulin</th>
      <th>BMI</th>
      <th>DiabetesPedigreeFunction</th>
      <th>Age</th>
      <th>Outcome</th>
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    <tr>
      <th>0</th>
      <td>6</td>
      <td>148</td>
      <td>72</td>
      <td>35</td>
      <td>0</td>
      <td>33.6</td>
      <td>0.627</td>
      <td>50</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>85</td>
      <td>66</td>
      <td>29</td>
      <td>0</td>
      <td>26.6</td>
      <td>0.351</td>
      <td>31</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>8</td>
      <td>183</td>
      <td>64</td>
      <td>0</td>
      <td>0</td>
      <td>23.3</td>
      <td>0.672</td>
      <td>32</td>
      <td>1</td>
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    <tr>
      <th>3</th>
      <td>1</td>
      <td>89</td>
      <td>66</td>
      <td>23</td>
      <td>94</td>
      <td>28.1</td>
      <td>0.167</td>
      <td>21</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0</td>
      <td>137</td>
      <td>40</td>
      <td>35</td>
      <td>168</td>
      <td>43.1</td>
      <td>2.288</td>
      <td>33</td>
      <td>1</td>
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<h4 id="Visualization">Visualization<a class="anchor-link" href="#Visualization">&#182;</a></h4>
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<h4 id="method='single'">method='single'<a class="anchor-link" href="#method='single'">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">Z</span><span class="o">=</span><span class="n">linkage</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Outcome&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;single&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Z-Shape:&quot;</span><span class="p">,</span><span class="n">Z</span><span class="o">.</span><span class="n">shape</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="s2">&quot;Single&quot;</span><span class="p">,</span><span class="n">size</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">dendrogram</span><span class="p">(</span><span class="n">Z</span><span class="p">,</span><span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;top&#39;</span><span class="p">,</span><span class="n">truncate_mode</span><span class="o">=</span><span class="s1">&#39;lastp&#39;</span><span class="p">,</span><span class="n">p</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span><span class="n">get_leaves</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">leaf_rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">,</span><span class="n">leaf_font_size</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span><span class="n">show_contracted</span><span class="o">=</span><span class="kc">True</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="s2">&quot;Cluster Size&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</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="s2">&quot;Distances&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<pre>(&#39;Z-Shape:&#39;, (767, 4))
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<img 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<h4 id="method='complete'">method='complete'<a class="anchor-link" href="#method='complete'">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">Z</span><span class="o">=</span><span class="n">linkage</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Outcome&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;complete&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Z-Shape:&quot;</span><span class="p">,</span><span class="n">Z</span><span class="o">.</span><span class="n">shape</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="s2">&quot;COMPLETE&quot;</span><span class="p">,</span><span class="n">size</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">dendrogram</span><span class="p">(</span><span class="n">Z</span><span class="p">,</span><span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;top&#39;</span><span class="p">,</span><span class="n">truncate_mode</span><span class="o">=</span><span class="s1">&#39;lastp&#39;</span><span class="p">,</span><span class="n">p</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span><span class="n">get_leaves</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">leaf_rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">,</span><span class="n">leaf_font_size</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span><span class="n">show_contracted</span><span class="o">=</span><span class="kc">True</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="s2">&quot;Cluster Size&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</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="s2">&quot;Distances&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>(&#39;Z-Shape:&#39;, (767, 4))
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QAAiHAIAABAhEMAAAAiHAIAABDhEAAAgAiHAAAARDgEAAAgwiEAAAARDgEAAIhwCAAAQIRDAAAAIhwCAAAQ4RAAAIAknSpdwAdpbGzMueeemzfeeCMdOnTI97///XTq1CnnnntuCoVCdt5551xwwQXp0KFDrr322owfPz6dOnXKeeedl913373S5QMAAKwTqj4cPvroo1m2bFluv/32TJw4MVdeeWUaGxtz9tlnZ++9986oUaMybty49O7dO5MnT87YsWMza9as1NbW5q677qp0+QAAAOuEql9WusMOO6SpqSnNzc1ZuHBhOnXqlGnTpmXQoEFJkiFDhuSJJ57IlClTMnjw4BQKhfTu3TtNTU2ZM2dOhasHAABYN1T9zGFNTU3eeOONHHbYYXnnnXfy05/+NE8//XQKhUKSpGvXrlmwYEEWLlyYXr16tZy3Yvsmm2yy0vXq6urWav3vZ/HixVVRy6JFfZIkdXUzK1zJctXSl2qjL6vSk9bpS+v0pXXV3pdK/Iyq9p5Uir60Tl9apy+rWld6UvXh8MYbb8zgwYPzf//v/82sWbNy8sknp7GxsWV/Q0NDevTokW7duqWhoWGl7d27d1/lev37918rdX+Qurq6qqilpmb592qoJamevlQbfVmVnrROX1qnL62r9r5U4mdUtfekUvSldfrSOn1ZVTX1ZMqUKe+7r+qXlfbo0aMl5PXs2TPLli3LLrvskkmTJiVJJkyYkIEDB2bPPffM448/nubm5tTX16e5uXmVWUMAAABaV/Uzh1/+8pdz3nnnZeTIkWlsbMw555yTXXfdNeeff36uuOKK9O3bN8OHD0/Hjh0zcODAHHfccWlubs6oUaMqXToAAMA6o+rDYdeuXXPVVVetsv2WW25ZZVttbW1qa2vXRlkAAAAfKVW/rBQAAIA1TzgEAABAOAQAAEA4BAAAIMIhAAAAEQ4BAACIcAgAAECEQwAAACIcAgAAEOEQAACACIcAAABEOAQAACDCIQAAABEOAQAAiHAIAABAhEMAAAAiHAIAABDhEAAAgAiHAAAARDgEAAAgwiEAAAARDgEAAIhwCAAAQIRDAAAAIhwCAAAQ4RAAAIAIhwAAAEQ4BAAAIMIhAAAAEQ4BAACIcAgAAECEQwAAACIcAgAAEOEQAACACIcAAABEOAQAACDCIQAAABEOAQAAiHAIAABAhEMAAAAiHAIAABDhEAAAgAiHAAAARDgEAAAgwiEAAAARDgEAAIhwCAAAQIRDAAAAIhwCAAAQ4RAAAIAIhwAAAEQ4BAAAIMIhAAAAEQ4BAACIcAgAAECEQwAAACIcAgAAEOEQAACACIcAAABEOAQAACDCIQAAABEOAQAAiHAIAABAhEMAAAAiHAIAABDhEAAAgAiHAAAARDgEAAAgwiEAAAARDgEAAIhwCAAAQIRDAAAAIhwCAAAQ4RAAAIAIhwAAAEQ4BAAAIMIhAAAAEQ4BAACIcAgAAECEQwAAACIcAgAAEOEQAACACIcAAABEOAQAACDCIQAAABEOAQAAiHAIAABAhEMAAAAiHAIAABDhEAAAgAiHAAAARDgEAAAgwiEAAAARDgEAAIhwCAAAQIRDAAAAIhwCAAAQ4RAAAIAIhwAAAEQ4BAAAIMIhAAAAEQ4BAACIcAgAAECEQwAAACIcAgAAkKRTpQsAWN9cf30yZsyaufaiRX1SU7Nmrr0u05fWVXtfpk5d/n3o0LU3ZrX3pFL0pXXV1JeRI5PTTqt0FazrzBwCrGVjxvzzP73A+xswYPkXsHpTp665XzqyfjFzCFABAwYk48eX/7p1dTPTv3//8l94HacvrdOXVelJ6/SlddXSl7U5u85Hm5lDAAAAhEMAAACEQwAAALKOfObwZz/7WR5++OE0NjbmhBNOyKBBg3LuueemUChk5513zgUXXJAOHTrk2muvzfjx49OpU6ecd9552X333StdOgAAwDqh6mcOJ02alOeeey633XZbbr755rz55psZPXp0zj777IwZMybFYjHjxo3LtGnTMnny5IwdOzZXXHFFLrrookqXDgAAsM6o+nD4+OOP52Mf+1jOOOOMfO1rX8vQoUMzbdq0DBo0KEkyZMiQPPHEE5kyZUoGDx6cQqGQ3r17p6mpKXPmzKlw9QAAAOuGql9W+s4776S+vj4//elP8/rrr+f0009PsVhMoVBIknTt2jULFizIwoUL06tXr5bzVmzfZJNNKlU6AADAOqPqw2GvXr3St2/fdOnSJX379s0GG2yQN998s2V/Q0NDevTokW7duqWhoWGl7d27d1/lenV1dWul7g+yePHiqqhl0aI+SZY/p6caVEtfqo2+rGpd7sma/He3LvdlTdKX1unLqvSkdfrSumrpi//PVb91pSdVHw732muv3HTTTTnllFPy97//Pe+++2723XffTJo0KXvvvXcmTJiQffbZJ3369Mnll1+eU089NW+++Waam5tbnTWshgeVJstDajXUUlOz/Hs11JJUT1+qjb6sal3uyZr8d7cu92VN0pfW6cuq9KR1+tK6aumL/89Vv2rqyZQpU953X9WHw2HDhuXpp5/OMccck2KxmFGjRmWbbbbJ+eefnyuuuCJ9+/bN8OHD07FjxwwcODDHHXdcmpubM2rUqEqXDgAAsM6o+nCYJN/61rdW2XbLLbessq22tja1tbVroyQAAICPlKq/WykAAABrnnAIAACAcAgAAIBwCAAAQIRDAAAAIhwCAAAQ4RAAAIAIhwAAAEQ4BAAAIMIhAAAAEQ4BAACIcAgAAECEQwAAACIcAgAAEOEQAACACIcAAABEOAQAACDCIQAAABEOAQAAiHAIAABAhEMAAABSxnD45z//Oa+//vpK2+bOnZvvfe97GTx4cD71qU/l1FNPzTPPPFOuIQEAACiTksPhjBkzcswxx+QLX/hCHnzwwZbtjY2NOfnkk3PXXXflrbfeyoIFC/LEE0/k5JNPzr333lvqsAAAAJRRSeFwyZIlOeWUUzJt2rQUi8X87W9/a9k3duzYvPTSS0mSHj16ZM8998wGG2yQpqamXHjhhZk9e3ZplQMAAFA2JYXDO++8M/X19UmSESNG5Nhjj23Zt2J2sHv37rnnnnsyZsyY3HXXXdl4442zePHi3H777aUMDQAAQBmVFA4feeSRJMmQIUNy5ZVXpl+/fkmSt99+Oy+88EIKhUJGjBiR3r17J0l23HHHnHTSSSkWi5kwYUKJpQMAAFAuJYXDl156KYVCIV/4whdW2j5x4sQUi8Uky4Pje+2+++5JkjfeeKOUoQEAACijksLh3LlzkyRbbbXVStuffPLJ5Rfv0CF77733Svu6d++eJFm4cGEpQwMAAFBGJYXDzp07J1l+Y5r3mjhxYgqFQnbZZZeWMLjCis8odu3atZShAQAAKKOSwuH222+fJPnTn/7Usu3FF1/M3//+9yTJgQceuMo5999/f5Jkhx12KGVoAAAAyqikcDh48OAUi8X8/Oc/z9SpUzNnzpyMHj26Zf+IESNWOv7GG2/Mgw8+mEKhkMGDB5cyNAAAAGXUqZSTTzzxxIwZMyZz5szJCSec0LK9UChkyJAh2WmnnZIk06ZNS21tbWbNmpVisZiePXtm5MiRpVUOAABA2ZQ0c7jlllvmmmuuSY8ePVIsFlu+dt5551x88cUtx22wwQapr69PsVhM9+7dc9VVV2WTTTYpuXgAAADKo6SZwyTZd99989BDD2XcuHH5xz/+kb59+2bo0KHp2LFjyzHbbbdd+vTpk6FDh+bUU0/NlltuWeqwAAAAlFHJ4TBZ/niKz3/+8++7v3PnzvnjH/9YjqEAAABYA0paVgoAAMBHQ1lmDpOkqakpf/zjH/Pkk0/m9ddfz7x58/LDH/4w22+/faZPn56HH344xx57bDbbbLNyDQkAAECZlCUcPvXUUznvvPMya9asJEmxWEyhUMjixYuTJNOnT8/VV1+d66+/Pt/85jdz4oknlmNYAAAAyqTkcPjII4+ktrY2TU1NLaHwf3v99deTJIsXL87FF1+choaGnHbaaaUODQAAQJmU9JnDd955J9/85jezbNmybL755vmv//qvPPnkk6scd/LJJ+ecc87JRhttlGKxmKuvvjr//d//XcrQAAAAlFFJ4fCWW27JwoUL07Nnz9x222357Gc/m169eq1yXPfu3fPVr341N998c2pqatLU1JQxY8aUMjQAAABlVFI4fPTRR1MoFPLFL34xW2+99Qcev+uuu+akk05KsVjMU089VcrQAAAAlFFJ4XDmzJlJkkGDBrX5nL333jtJWm5eAwAAQOWVFA5X3I20pqamzedstNFGpQwJAADAGlBSOFzxzMK//e1vbT7nxRdfTJJssskmpQwNAABAGZUUDgcMGJBisZhf//rXbTp+4cKFufHGG1MoFDJgwIBShgYAAKCMSgqHRx99dJLk8ccfz4033rjaY2fPnp1//dd/TX19fZLkc5/7XClDAwAAUEadSjl58ODBOeSQQ/LQQw/lsssuy7hx47Lffvu17J86dWpefPHFTJo0KQ8++GCWLl2aQqGQffbZJ0OHDi21dgAAAMqkpHCYJJdffnm+9rWvZdKkSXnmmWfyzDPPpFAoJEkuuuiiluOKxWKSZJdddsmVV15Z6rAAAACUUUnLSpPldx+98cYbc+655+Zf/uVfUiwWW/3q2bNnzjjjjNx+++3p2bNnOWoHAACgTEqeOUySQqGQL3/5yzn55JPz0ksv5c9//nPeeeedNDU1pWfPntl5552z2267pXPnzuUYDgAAgDIrSzhcoVAopF+/funXr185LwsAAMAaVvKy0iRpamrKb37zm3zrW99qdf+ZZ56ZL37xi/nNb35TjuEAAAAos5JnDt98882cfvrpmT59epLku9/97iqfKXz11Vfz2muvZcqUKbnzzjtz3XXXpVu3bqUODQAAQJmUNHO4dOnSnHrqqZk+fXqKxWI6deqUf/zjH6sct8suu6Rbt24pFot5+umnc8YZZ5QyLAAAAGVWUji844478uqrryZJjjrqqDz22GPZaaedVjnuhz/8YSZOnJgTTjghxWIxkydPzu9+97tShgYAAKCMSgqH999/fwqFQgYPHpzRo0enV69e73tsly5dcsEFF2S//fZLsVjMr3/961KGBgAAoIxKCoevvPJKkuS4445r8znHHHNMkmTatGmlDA0AAEAZlRQOFy9enCTZYost2nzONttskyRpaGgoZWgAAADKqKRwuOWWWyZJZs6c2eZz3nzzzSRZ5Y6mAAAAVE5J4fDjH/94isVifvWrX7X5nLvvvjvJ8juYAgAAUB1KCodHHXVUkuTpp5/OD37wgzQ1Na32+Kuvvjrjx49PoVDI4YcfXsrQAAAAlFGnUk4eNmxYPvWpT+Xpp5/OzTffnEcffTSf+cxnsssuu7TcuXTu3LmZPn167r///vzlL39JkvTv3z9HHnlk6dUDAABQFiWFww4dOuRHP/pRTjrppPz1r3/NzJkz85Of/OR9jy8Wi9l+++3zk5/8JIVCoZShAQAAKKOSlpUmyWabbZZ77703X/3qV7PpppumWCy2+tW1a9d85Stfyd13391yIxsAAACqQ0kzhyt06dIl55xzTs4555y88MIL+etf/5q33347y5YtS69evbLjjjtmt912S5cuXcoxHAAAAGVWlnD4Xrvvvnt23333cl8WAACANajkZaUAAACs+8o2c/j222/npZdeSkNDQ5YtW5ZisfiB53icBQAAQHUoORzW19fnwgsvzOOPP96mQLiCZx0CAABUj5LC4cKFC3PiiSfmzTffbFcwBAAAoLqUFA5vuummzJo1K4VCIZtvvnkOO+yw9OnTJzU1NZ5jCAAAsA4pKRw++OCDSZLtt98+v/rVr9K9e/eyFAUAAMDaVdLdSmfMmJFCoZCvfvWrgiEAAMA6rKRwuGLpaN++fctSDAAAAJVRUjjcdtttkyRz5swpSzEAAABURknh8JBDDkmxWMx9991XrnoAAACogJLC4Ze//OVstdVW+d3vfpc777yzXDUBAACwlpV0t9Ikueqqq/L1r389559/fn71q19l//33zzbbbJONNtroA889/PDDSx0eAACAMigpHH7qU59qeV0sFvPiiy/mxRdfbNO5hUJBOAQAAKhmKFBjAAAgAElEQVQSJYXDYrG42j8DAACwbigpHI4ePbpcdQAAAFBBJYXDo446qlx1AAAAUEEl3a0UAACAj4aKhcNZs2ZVamgAAAD+l5IfZZEk8+bNy4QJEzJ79uwsXbo0zc3NqxzT1NSUpUuXZsGCBXnllVfywgsv5E9/+lM5hgcAAKBEJYfD3/3udxk1alTefffdNp9TLBZTKBRKHRoAAIAyKSkc/uUvf8m5556bpqamdj3GYsstt8zee+9dytAAAACUUUnhcMyYMVm2bFkKhUKGDx+eI444IptttllOOeWULF26NL/85S9TKBRSX1+f3/72t5k4cWIKhUJOOeWUfPnLXy7TWwAAAKBUJd2QZvLkySkUCtljjz1y1VVX5ZBDDsmAAQOyxx57pLm5OQsWLMigQYPy+c9/Pr/4xS/y9a9/PcViMT/60Y/y+uuvl+s9AAAAUKKSwuHs2bOTJMcee+xK23fdddcUi8U8++yzK23/93//9+y6665ZunRpbr/99lKGBgAAoIxKCocNDQ1Jkm233Xal7TvuuGOS5KWXXlrlnC984QspFot56qmnShkaAACAMiopHHbt2jVJVrkZzXbbbZck+etf/7rKOTvvvHOS5G9/+1spQwMAAFBGJYXDLbbYIkkyc+bMlbavmEmcNWtW5s+fv9K+FUFyxawjAAAAlVdSONxrr71SLBZz++23p7GxsWX7pptumh49eiRJJk6cuNI5Kx58v8EGG5QyNAAAAGVUUjg84ogjkiQvvvhiTjrppIwfP75l38CBA1MsFnPVVVelvr4+yfJgeMMNN6RQKKRv376lDA0AAEAZlTxzeOihh6ZYLOb555/PWWed1bLvhBNOSJLMmDEjhx56aPbbb7/8n//zf/L2228nSQ477LBShgYAAKCMSgqHSXL55ZfnyCOPTJJstdVWLdsPOOCAHHPMMSkWi1m2bFneeeedls8b7rrrrvniF79Y6tAAAACUSadSL7DBBhvksssuy9e//vW8/PLLK+27+OKLs8suu+S2227LjBkzsvHGG+ewww7LmWeemS5dupQ6NAAAAGVScjhcYbvttmt5hMV7jRw5MiNHjizXMAAAAKwBJYXDp59+OsnyZaIbbbRRm86ZN29eHn744bzzzjv5yle+UsrwAAAAlElJnzk86aSTcvLJJ2fGjBltPmfGjBn5zne+k1/+8pelDA0AAEAZlXxDmhU3mWmr+fPnJ1k+gwgAAEB1aNOy0r/85S/5/e9//777b7/99my22WYfeJ1FixblvvvuS5JsuummbSwRAACANa1N4XDbbbfNfffdl9dee22VfcViMXfccUe7Bi0UCjn44IPbdQ4AAABrTpuWlXbu3Dnnn39+isXiSl8r/O/tq/vq2LFjPv3pT+cb3/jGGntTAAAAtE+b71a63377Zfz48WlqakqyPBAecsghKRQK+dnPfpYdd9xxted36NAhXbp0ycYbb5wOHUr+qCMAAABl1K5HWfzLv/xLq9u32GKLbL311mUpCAAAgLWvpOccTp8+vVx1AAAAUEElhcO2aGhoyLPPPpslS5bkE5/4RLbaaqs1PSQAAADtVJZwOH369Nx5550ZMmRIhgwZ0rJ9/Pjx+fa3v93ybMMOHTrk6KOPzqhRo9K5c+dyDA0AAEAZlBwOx4wZk0suuSTNzc3p1atXSzh84403ctZZZ2XJkiUtxzY1NeXOO+/MvHnzcvXVV5c6NAAAAGVS0m1DZ86cmUsuuSRNTU0pFostM4RJcuONN2bJkiUpFAo59NBD8/3vfz/77bdfisViHnzwwTzxxBNtHuftt9/OgQcemFdffTUzZszICSeckJEjR+aCCy5Ic3NzkuTaa6/NMccck+OPPz4vvPBCKW8LAABgvVPSzOFtt92Wpqam1NTU5Ec/+lEOPPDAln1/+MMfUigUstNOO7XMEh5zzDE54YQT8vzzz+fee+/Nfvvt94FjNDY2ZtSoUdlwww2TJKNHj87ZZ5+dvffeO6NGjcq4cePSu3fvTJ48OWPHjs2sWbNSW1ubu+66q5S3BgBAlbm+vj5jZs+udBktFi1alJrnnqt0GZm6cKckydDnXqlwJctVS1+SZOSWW+a03r0rXcY6o6SZw6eeeiqFQiEnnXTSSsFw+vTp+fvf/54kOeyww1q2FwqFHH/88SkWi3n22WfbNMZll12W448/PltssUWSZNq0aRk0aFCSZMiQIXniiScyZcqUDB48OIVCIb17905TU1PmzJlTylsDAKDKjJk9O1MXLqx0GVVnwM9fyYCfV0cwrCZTFy6sql8mrAtKmjmsr69Pkuy9994rbX/88cdbXu+///4r7dt2222TJG+99dYHXv/uu+/OJptskgMOOCDXX399kqRYLKZQKCRJunbtmgULFmThwoXp1atXy3krtm+yySarXLOurq4tb22NW7x4cVXUsmhRnyRJXd3MCleyXLX0pdroy6rW5Z6syX9363Jf1iR9aZ2+rEpPWlctfVm0aFE+1qFDfvI/K8oqbXHSsrqNf6qWvpy8aFEWLVpUFX93q+Xf0AcpKRw2NDQkSXr27LnS9ieffDLJ8pC22267rbSvsbExyfKb03yQu+66K4VCIU8++WTq6ury7W9/e6UZwYaGhvTo0SPdunVrqWXF9u7du7d6zf79+7fhna15dXV1VVFLTc3y79VQS1I9fak2+rKqdbkna/Lf3brclzVJX1qnL6vSk9ZVS19WLFWshlqS6ulLtamWvlTT35dq6UmSTJky5X33lbSsdEUofO8s4JIlS/LMM8+kUChkn332SYcOKw/x6quvJkk23XTTD7z+rbfemltuuSU333xz+vfvn8suuyxDhgzJpEmTkiQTJkzIwIEDs+eee+bxxx9Pc3Nz6uvr09zc3OqsIQAAAK0rKRzusssuSZJx48a1bLv//vtbHl9x0EEHrXT80qVLc/PNN6dQKHzo5Pztb38711xzTY477rg0NjZm+PDh2XXXXTNw4MAcd9xxqa2tzahRoz7kOwIAAFg/lbSs9LDDDstjjz2WsWPHJkm22267/OxnP0uyfJ3xpz/96SRJc3Nznn766VxxxRV57bXXUigUcvjhh7drrJtvvrnl9S233LLK/tra2tTW1n7YtwIAALBeKykcHnnkkRk7dmyee+65loBYLBaTJKeffnrL5/4mTZqUr3zlKy3nDRw4MJ/97GdLGRoAAIAyKmlZaceOHfPzn/88Rx99dDp37pxisZiePXvmP/7jP3Laaae1HNe3b98Ui8UUi8Uceuih+clPflJy4QAAAJRPSTOHSdKtW7f84Ac/yEUXXZT58+e3eqOZLbfcMmeddVaGDRuWfv36lTokAAAAZVZyOFyhc+fOq70D6emnn16uoQAAACizkpaVAgAA8NHQppnDn//85y2v/+3f/q3V7R/Ge68FAABA5bQpHP7whz9MoVBIsnKge+/2D0M4BAAAqA5t/sxhsVhsNQiueHRFe5USKgEAACivNoXDm266qV3bAQAAWLe0KRwOGjSoXdsBAABYt5TtURZNTU2ZO3duCoVCevTokU6dynZpAAAA1rAPneCmT5+ehx56KJMmTcr06dOzcOHClfZvvPHG2XXXXTNw4MAcccQR2WqrrUouFgAAgDWj3eHwv//7v3PFFVdk/PjxLdtauynNnDlz8thjj+Wxxx7LlVdemREjRuQ//uM/0rt375IKBgAAoPzaFQ4feeSRfOMb38jixYtXCoSbbbZZtthii2y00UZZunRpFixYkLfeeqtlNrFYLOb+++/PY489lh/96EcZPHhwed8FAAAAJWlzOJwwYULOOOOMFIvFFIvFDBw4MCNHjsz++++fnj17tnrOX//61zz11FO54447Mn369CxYsCBf//rXc9NNN2XAgAFlexMAAACUpkNbDnr33Xdz/vnnp7m5OZ07d84PfvCD3HLLLTn88MPfNxgmyQ477JATTjgh99xzTy688MJsuOGGWbp0ac4777w0NzeX7U0AAABQmjaFwz/84Q+ZPXt2CoVCrrjiihx99NHtHuj444/PZZddlmT5jOLDDz/c7msAAACwZrQpHD7wwANJkgMPPDCHHHLIhx5s+PDh2XPPPZNEOAQAAKgibQqHr7zySgqFQg466KCSBzz44INTLBZTV1dX8rUAAAAojzaFwzlz5iRJtt1225IH/NjHPpYkqa+vL/laAAAAlEebwuGSJUuSJN27dy95wBXXaGhoKPlaAAAAlEebwmFTU1OSpFOndj0WsVUbbrjhStcEAACg8toUDgEAAPhoEw4BAAAQDgEAAEja9SHCP/3pT1mwYEFJA86YMaOk8wEAACi/doXD888/f03VAQAAQAW1ORwWi8U1WQcAAAAV1KZweNRRR63pOgAAAKigNoXD0aNHr+k6AAAAqCB3KwUAAEA4BAAAQDgEAAAgwiEAAAARDgEAAIhwCAAAQIRDAAAAIhwCAAAQ4RAAAIAIhwAAAEQ4BAAAIMIhAAAAEQ4BAACIcAgAAECEQwAAACIcAgAAEOEQAACACIcAAABEOAQAACDCIQAAABEOAQAAiHAIAABAhEMAAAAiHAIAABDhEAAAgAiHAAAAJOlU6QKAdcj11ydjxlS6iiRJn0WLkpqaSpfx4Uy9cvn3oWeX/dLrdF8+rJEjk9NOq3QVALDOEw6BthszJpk6NRkwoNKVrNPGDyh/KFxvTZ26/LtwCAAlEw6B9hkwIBk/vtJVZGZdXfr371/pMqrOeteXoUMrXQEAfGT4zCEAAADCIQAAAMIhAAAAEQ4BAACIcAgAAECEQwAAACIcAgAAEOEQAACACIcAAABEOAQAACDCIQAAABEOAQAAiHAIAABAhEMAAAAiHAIAABDhEAAAgAiHAAAARDgEAAAgwiEAAAARDgEAAIhwCAAAQIRDAAAAIhwCAAAQ4RAAAIAIhwAAAEQ4BAAAIMIhAAAAEQ4BAACIcAgAAECEQwAAACIcAgAAEOEQAACACIcAAABEOAQAACDCIQAAABEOAQAAiHAIAABAhEMAAAAiHAIAABDhEAAAgAiHAAAARDgEAAAgwiEAAAARDgEAAEjSqdIFAFAm11+fPjfckNTUVLqStWfq1OXfhw5d7WF9Fi36aPVl5MjktNMqXQUAHzHCIcBHxZgx2XD69GTPPStdydozYEClK1j7VgRi4RCoQtfX1+eGOXNS89xzlS4lUxcuTJIMrYJahjU354JKF9EGwiHAR8jifv3Sdfz4SpdRdWbW1aV///6VLqM8PmCWFKCSxsyenenLlqUafk05oFu3SpeQZHlIXdShg3AIAACsX/p16pTxe+xR6TKqxtDnnsuiRYsqXUabuCENAAAAwiEAAADCIQAAABEOAQAASJXfkKaxsTHnnXde3njjjSxdujSnn356dtppp5x77rkpFArZeeedc8EFF6RDhw659tprM378+HTq1CnnnXdedt9990qXDwAAsM6o6nD4m9/8Jr169crll1+ed955J0cddVT69euXs88+O3vvvXdGjRqVcePGpXfv3pk8eXLGjh2bWbNmpba2NnfddVelywcAAFhnVHU4HDFiRIYPH97y544dO2batGkZNGhQkmTIkCGZOHFidthhhwwePDiFQiG9e/dOU1NT5syZk0022aRSpQMAAKxTqjocdu3aNUmycOHC/Pu//3vOPvvsXHbZZSkUCi37FyxYkIULF6ZXr14rnbdgwYJWw2FdXd3aKf4DLF68uCpqWbSoT5Kkrm5mhStZrlr6Um2qpS99/ucZPTOroJZq6Uk16bNoUZqbm/WlFR+lvy/l/Hf4UepLuehJ66qlLyueFVcNtSTV05dqssjPolWsSz2p6nCYJLNmzcoZZ5yRkSNH5ogjjsjll1/esq+hoSE9evRIt27d0tDQsNL27t27t3q9/v37r/Ga26Kurq4qaqmpWf69GmpJqqcv1aZq+vI/f2GqoZaq6Uk1qalJw6JF+tKKj9TflzL+O/xI9aVM9KR11dKXmueeS1IdP4eS6ulLNan5nwe+68s/VVtPpkyZ8r77qvpupW+99Va+8pWv5Jvf/GaOOeaYJMkuu+ySSZMmJUkmTJiQgQMHZs8998zjjz+e5ubm1NfXp7m52ZJSAACAdqjqmcOf/vSnmT9/fq677rpcd911SZLvfve7ufjii3PFFVekb9++GT58eDp27JiBAwfmuOOOS3Nzc0aNGlXhygEAANYtVR0Ov/e97+V73/veKttvueWWVbbV1tamtrZ2bZQFAADwkVPVy0oBAABYO4RDAAAAhEMAAACq/DOHAFCy669Pnxtu+Oeze9Z1U6cu/z50aMmX6rNoUfX0ZeTI5LTTKl0FwHrNzCEAH21jxmTD6dMrXUX5DBiw/OujZOrUZMyYSlcBsN4zcwjAR97ifv3Sdfz4SpdRdWZWywO8yzALCkDpzBwCAAAgHAIAACAcAgAAEJ85rIjrp1yfGybdkJpJlb9D3NQ3r0ySDL3x7ApXstywzYblgv4XVLoMAABY7wiHFTDmxTGZPnd69qzZs9KlZMC51REKk2Tqm1OzaNGiXBDhEAAA1jbhsEL69eqX8V8eX+kyqsrQG4dm0aJFlS4DAADWS8IhAKyPrr8+fW64Iamp/EccMnXq8u9V8EiLXsOGJRdYwQKsn9yQBgDWR2PGZMPp0ytdxXIDBiz/qrSpU9PjvvsqXQVAxZg5hGrnt/ut8tt9KN3ifv3Sdfz4SpdRPYYOTXy8AViPCYdQ7Vb8dn/Pyt/AqCp+s58s/+3+okXCIcBacH19fW6YMyc1zz1X6VIydeHCJMnQKqglSYY1N7uNHh8pwiGsA/x2/3/x232AtWbM7NmZvmxZquBXlBnQrVulS2gxdeHCLOrQQTjkI0U4BABgtfp16pTxe+xR6TKqytDnnnOXdT5y3JAGAAAA4RAAAADhEAAAgAiHAAAARDgEAAAgwiEAAAARDgEAAIhwCAAAQIRDAAAAIhwCAAAQ4RAAAIAIhwAAAEQ4BAAAIMIhAAAAEQ4BAACIcAgAAECEQwAAACIcAgAAEOEQAACACIcAAABEOAQAACDCIQAAABEOAQAAiHAIAABAhEMAgDQ1NeXdd9/NooaGvPbaa2lubq50SQBrXadKFwAAUEn19fW5/fbbc/Ts2Vna2JgxN96YTTfdNCNHjsymm25a6fIA1hozhwDAeu3Xv/515s+fv9K2t99+O/fdd1+FKgKoDOEQAFhvNTc356233mp139///ve1XA1AZQmHAMB6q0OHDtltt91a3ffJT35yLVcDUFk+cwgArNeOOOKIdO/ePR1vvjlpbEyvXr2yxx575IADDqh0aQBrlXAIAKzXOnfunE9/+tPJttumoaEhZ599dqVLAqgIy0oBAJIsXbr0/7N33+FRVfn/wN93ejLpjVRCQkJIQgmBUHUBAUNVEBWRRSzAuhZc/e66uu5v8WsXLKgoLmKB0HQxonRpgUBoIQk1BUJCes8kM5k+9/z+SOaakKK73yVnMve8nsdn5U7keefuvXfuaZ8Do8nU7RpEhmEYZ8cahwzD9CkGgwE6nQ5arRaXL1+G2WymHYlhmD6urq4O69atQ0VFBerr67F27Vp8+eWXnSqYMgzDODvWOGQYps+4ceMGPvroI9TV1aG5uRk7duzAxx9/jMrKStrRGIbpw3744QdUV1d3OFZaWoq9e/dSSsQwDEMHaxwyDNNn/PTTTzAajR2O6XQ69gLHMMx/jOd5lJeXd/lZaWlpL6dhGMbZNDQ0oKmpCZqmJpw6dcrhZySwxiHDMH0Cz/PdPlA1Gk0vp2GYvstkMiE7OxsNDQ3QarWi38tPIpEgJiamy89iY2N7OQ3DMM7k6tWr+PTTT9Go0aBFp8OBAwewdu1aFBcX047WLdY4ZBimT5BIJBg1alSXn40ePbqX0zBM31RfX49PP/0UP/74I5qbm9Hc3Ix169bh1KlTtKNRNW/ePAwfPhwcxwEAlEolkpKSkJycTDkZwzB9FSEEe/fuhc1m63DcbDZj//79lFL9OraVBcMwfcb06dPh7e0NxdatsNlsCA0NxYgRIzBy5Eja0RimTzh69GinEXhCCA4fPozhw4fD1dWVUjK6VCoV5s2bB37NGuh0Orz44ouQSqW0YzEM04cRQjothbHr7rgjYCOHDMP0GRKJBOPGjUNwcDACg4KwdOlS1jBkmH+DXq/v8rjVaoXJZOrlNI5HwnGQSqWsYcgwzP+ZRCLBHXfc0eVnd955Zy+n+e3YyCHDMAzDiMT48eNRXFwMnuc7HI+Li4O3tzelVAzDMM5p0qRJ8PPzw3fl5dATgtjYWCQmJiI6Opp2tG6xxiHDMH1KY2MjJE1NaGlpwaXTpxEfHw93d3fasRimT4iKisKjjz6Ks2fPQi6Xg+M4TJ8+HUlJSbSjMQzDOKUhQ4YgwGKBXq/HggkTaMf5VWxaKcMwfcbVq1exdu1aNDY2QtfSgv379+OTTz5x6KpfDONo+vfvj/vvvx8hISHw8/fH2LFj2TRKhmEYBgBrHDKMQzMajTCaTLBarbSjUNdT1a8DBw5QSsU4OovFAqPRCLPZ3OnaYRiGYRimI9Y4ZBgHZLVa8dNPP+Gdd95BWVkZqiorsW7dOlRWVtKORk1PVb8MBkMvp2H6ghMnTmD16tWoqqpCbW0tVq9ejaysLNqxGAdmsVhgMpnY3qkMw4gWaxwyjANKS0vDt99+i+PHj0On1UKn02Hv3r3YsGGDaEc/JBIJJnQzV7+7amCMeBUWFuLQoUMwm83CMaPRiF27dqG6uppiMsYRNTQ0YP369SgvL0ddXR3WrFmDjRs3QqfT0Y7GMAzTq1jjkGEc0MGDB1FeXt6hoqBWq8XJkydRW1tLMRldkydPxvz58yFXKMABCAsLw8KFCzFq1Cja0RgHc/PmzS6PE0JQUlLSy2kYR5eamoqKiooOx4qKirB3715KiRiGYehgjUOG6UM4jqMdgaqGhgacOnUKFrMZBEBpaSlOnz7NeveZTgYNGtTlcalUiqioqF5O41gKCgqQkpKC0tJS1NTU4OjRo7BYLLRjUcPzPMrKygAABK0dCIQQAN13MjAM01lOTg4+//xzFN+8icqqKuzevZst+wCg0+mg1WrR3NyM7Oxshz8nrHHIMA7o7rvvRkhICCSSX25RDw8PTJgwAf7+/hST0dVd7/6ePXsoJWIcVWhoKObPnw8vLy/hmJ+fHxYuXCjq/fxyc3OxdetWFBYWwmazwWKx4NixY/juu+9oR6NGIpEgIiICBQUFaG5qgk6rRUZGBgoLC0XfkcAwv1VOTg527tyJqqoqAABvsyEzMxPbtm2jnIyua9eu4bXXXkNZWRlqamrw/vvv48033xQ6pBwR2+eQYRzQxIkTodfrcf78ebhfuwar1YqZM2di7ty5oi053753/1ZsmiDTlaFDh2Lo0KGw7tgBvcGAZ555hnYk6s6ePdvl8WvXrqGhoQE+Pj69nMgxSKVSWCwWYcTQ3nCWydhrEsP8FtnZ2V0eLykpQV1dHfz8/Ho5kWNYt24dTp48CV1UFGw8j5ycHBQWFkKpVOL//b//Rztel9jIIcM4IJlMhjlz5uDll19GaGgoAoOC8OSTTyIwMJB2NGokEgmio6O7/CwmJqaX0zB9iUwmE22nyq08PDzQ1NSEq1evolmrhV6vR1lZGWQyGVxcXGjHo4LneRQWFiI+Ph5ubm5QqVRITEzE4MGDkZeXRzsew/QJ3c1qUqlUcHd37+U0jsFms+HEiROorq6GjedBeB46nQ6VlZVIS0ujHa9brHHIMA5MqVRCqVSy3us28+bNQ3x8PNC29lIulyMxMRHTp0+nnIxh+oYBAwYgPz8fNTU14G022KxWFBYWQi6Xi7ZxKJFIoFarkZmZCZ1OB6PRiMzMTOTk5Ih6CjLD/DsmT56MkJCQDscUCgXuvfdeKJVKSqno4jiu2wrz7QsOOhrWOGQYps9wdXXFfffdB39/f7i7u+OBBx7A7NmzoVAoaEdjmD7h0qVLiI+Ph6enJwgh4DgOUVFRMBgMaGxspB2PGolE0uklzmq1dlj3zTBM99RqNZYuXYonnngCvj4+8PHxwQsvvIDY2Fja0ajhOA7jxo2Dr68vJBwHjuOgUqng7+/v0FtwseEIhmH6jPLycmzfvh3za2pgtliwdetW+Pr64uGHH4avry/teAzj8AwGA7KysmCz2cBxHHiex7Vr12AymUTbu8/zPJqbmzF69Gi4XboEs9mMkSNHwt3dHfX19bTjMUyfwXEcwsLC4F5XB71eD5VKRTsSVRzHYenSpZDL5Sh1d4fFYsHIkSMREhKCRx55hHa8brHGIcMwfcYPP/yA3NxcaLVaWKxWZGdnIygoCHv27HHoBy1Dl81mc+gpPL1NJpPBarW2btnQdkyhUMBqtVLNRYtEIsGgQYNw4sQJGE0mWCwWlJSUICgoCCNHjqQdj2H6FLPZDLPZDGs30ynFJiEhAYGBgThy9Sp0LS144oknMHz4cIfu0GbzJRjGQTU0NODQoUOorq5GY2Oj6Asj8DyPM2fO4Pr167DZbCA8j6amJuTl5eHMmTO04zEOKDc3F2vXrkVpaSkqKyvx+eefo6ioiHYsqtzd3REQEACTyQSr1QreZoNarYa/v7+o91H19fVFXV2dcE4aGhpQW1uLgIAA2tEYpk+w2WzYs2cPVq1ahYrKSlRXVWH9+vWorq6mHY0qs9mMrKwsaHU6GNtmbuTk5HS7FtERsMYhwzig8vJyrFu3DidOnIDBYIBer8f27duxb98+2tGo6m5kw5EfsgwdFRUV+O6771BXVyccq6qqwpYtW6DRaCgmo8vNzQ0VFRVQKBSQymSQSKVoaWlBc3Mz3NzcaMejgud5nD17Fq6uruA4DgStI6lqtRoZGRm04zFMn5Ceno5z5851+J6uqKjA9u3bRf0d/eOPP+Ls2bPC7BWdTof09HQcOsTMKBcAACAASURBVHSIcrLuscYhwzigY8eOwWKxdDp+9uxZNDc3U0hEn0QiwahRoxAWFgaurUiESqVCREQEm/rFdJKXlyfsWdee1WrFtWvXKCRyDDU1NfDx8YFWq4XVYoGtreiKq6trh4a0mHAch8LCQly4cAFGoxEWsxk3btxAdnY2SktLacdjmD7hxo0bXR5vbGxEQ0NDL6dxDDzP4+rVq11+dvHixV5O89uxxiHDOKDupndxbdWuxGru3LmIi4uDp4cH3D08MHbsWMTFxWHWrFm0o1Gl0+nw448/oqS0FBUVFfj6669RUFBAOxZVYWFhAABCSOuaQ5tNqM4ZGhpKOR09TU1NqKmpgVKphEQqBSeRwGKx4Nq1a6Ldi4wQgtraWpSWlsLctuawoqICpaWlqK2tpR2PYfqEyMjILo97e3vDx8enl9M4BolE0u3U9KCgoF5O89uxxiHDOKCJEyfCYDB02qg6KSlJtC9wADBw4EA899xz8PXzg4e7O+677z6sWLECwcHBtKNRw/M8vvrqK+zZswfNzc1oaWnBkSNH8NVXX3XbkysG0dHRCAwMxOnTp6HVatHS0oJz584hJibGob+Ubze5XI7m5maUlpbCZDLBYjajoqIC7u7u0Gq1tONRc/36dZjNZuHPhBCYTCbRr/VmmN/qzjvvRFJSUuu+zG2zNoKCgvDQQw9BKpVSTkfPvHnzOu2XGhAQ4NCd2qxaKcM4IIPBAKlUChcXF2GfLRcXF7S0tFBORp9SqYRZKoVEKoWHhwfkcjntSFTdvHkTaWlpaGhoaJ0maLOhtG0EMTo6utveXGdXXFyMqqoqJCUlQX3lCqxtJcQLCgpQW1sLf39/2hGpqK2tRU1NDXQ6XetoKgCNRoPr16/D1dWVdjwqeJ6H2WxufYFtm5khkUggkUhgMBgop2MclcVigdFohMlshs1mE3UDCACkUikCAwPh7u4urDG0/1nMAgMD8eyzz2Lb2bPQ6XRYunQpQkJCHHoWGBs5ZBgHdPLkSSgUCkRERMBNrYZKpYKvry8uX74s6o2qS0pK8NRTT6Hg2jWUlpTgySefxPPPPy/qqV/dbV5us9lQVVVFIZFjsI+aymQyyGUySGUySKVS8DyP4uJiuuEounz5MiwWizBF3f56Ul1dLdo1h1KpFCEhIbBYLODbtj0xGAywWq2i7Vxhepaeno5Vq1ahqroadbW1WL16NbKysmjHoiorKwu7du1CY2MjpLLWsafs7Gxs3bqVcjL6Ll68iCaNBlqtFsePH3f4GQmsccgwDqh9D377khoymQwKhaL3AzmI1157DZmZmTAZjTBbLLh58yYyMjKwevVq2tGo8fX1RVRUVKdeSC8vLwwZMoRSKvoGDhzY5XGJRIKIiIheTuM4CCFwcXGBi4tLa+OwrRiNQqGA0WikHY8KjuPA83yHImCEkC6LgjHM9evXcfjw4Q7Xh9FoxK5du0TdIXfhwoUuj5eVlYm24wkADh8+jJ07d8JgNMJqsaCgoADffvstzp49Sztat1jjkGEc0OTJk9HQ0IAjR46grq4OTRoNLl26hPHjx0OtVtOOR4XVasW5c+dQX18PG8+D8Dz0ej1qa2tx8uRJ2vGo6devH+bMmYNx48bB1dUVKpUKiYmJuPPOOzFp0iTa8agJDw/H9OnTUVpaCk1TE3RaLWpqajBv3jz4+fnRjkfNlClThGmUhBAQQmA2mxEaGoqoqCja8aiwtHU0yWS/rLThOA5SqRS5ubkUkzGOqKSkpMvjhBBRV7cNCAhAc3Mz8vLyoNVqoTcYUFFRAZVKJdqppTzP49SpU+B5HlaLBRaLBRqNBoQQh35vYY1DhnFAly9fRl5eXusaQ0LAE4KqqiocOXKEdjRq7GuAdDodbFYrbDYbmpqa0NLSIvp1h/fccw8ee+wx+Pr6wtPLCw899BCeeuopeHp60o5GjdFoxPr163Hx4kWYzWZYLBZkZmZiw4YNwn5TYhQYGIhBgwb9MnLIcfD390dCQgJMJhPteFRIpVIYDAYYjUZhpobNZoPRaBT9mkNCCC5duoTaujrU19fj2LFjoi5cBACDBg0C0Dql317d1mg0QiqViraDBQAGDBiAwsJCVFVVwWazwWq1orCwEGq1GkqlknY8KjiOg9lsxpkzZ6BraYHBaEROTg7OnTvX5VZLjoI1DhnGAf3rX//q8FLCofVLOiMjQ7Q9kxzHISwsrENDUCKRCGszxS46Ohq+vr7w9vbG6NGj4eLiQjsSVdu3b0dGRgZqa2vB22yw8Txqampw8OBBHDhwgHY8akpLS9HS0gK1Wg2JVAqpRAKZTIbS0lLRTiu1b3HSFUcuGtEbtm/fjg8++ADVVVWor6/HunXrsGrVKtHuWwcAISEh8PX1xYULF6A3GGAwGnHp0iWEh4d3qkopJllZWRgxYgRGjhwJVxcXuLq4YPz48aivr4dGo6EdjwqO47qcom4ymRz62cIahwzjgGw2G4qKilBUVASjyQSTyYTCwkJoNBrRjpIRQhAaGto6PYXjQND64PXw8BD11gTt8TwPvq1KnNhduXKly8aOXq93+GIAt1NlZSUqKirQ1NTU2mi22VBbW4uioiLRVlskhECpVHaaViqXy0U74gEA5eXl2L59O4qKimBt62CpqqrCyZMnsWvXLtrxqLly5Qrq6+sxduxYeHh4wM3NDUlJSbhx4wZu3rxJOx41KpUKAODu7g5F2/0klUohlUpF+97C8zykUim8vb1hMZthNplQX1+PgIAAoaKrI2KNQ4ZxQHK5HE1NTUK5eZ7nhT3sxDp3XyKRoLy8HEajERKOE0YNW1paUFlZSTseVbW1tdi0aRNKSktRWVWFNWvW4Ny5c7RjUTV+/HjI5XKYzWbYeF4oOKJSqTB69Gja8aipra2FTqdDY2MjrG3TszUaDXQ6HZqammjHo0Imk0GtVsNqtQrH7NeLWDfvBoCKigrU19ejrq6utQiYyYTKykrodDoUFBTQjkdN++rYEokEknYjQGKunD158mS4ubl1OMZxHCZPnizaWgkSiQQlJSU4efJk63eRzYaKigqkpaU59LXCGocM44Byc3M7TTngOA46nQ5lZWWUUtFltVrR2NgIiUQCnhCQtqIaMpkM1dXVtONRY7FY8MUXX2Dfvn2tHQpaLdLS0pCSkoIrV67QjkfN5MmT0b9/f1itVqGDxWazYfDgwRg1ahTteNSUlJRAr9cL6w3BccK2J2IdJbNard02jGtqano5jeMICwtDS0sLdDqdsBbT1DbyIebZGkOHDu1ylF2lUiE2NpZCIsfg5+eHp59+GsnJyXBRqeCqVmP58uW44447aEejxmaz4fz5863Fv9Bafd5eCCwjI4N2vG6xxiHDOCCdTgez2dzhmM1mE17qxEgmkwkvJra2l/2WlhbU1dU59MLu2+3mzZs4ceIEKisrQXgehBBoNBpcvHgRaWlptONRk52dDavVin79+kGhUEAhlyMgIABarRb5+fm041FjMpmgVCqFFxSgtSCLUqkU7XpmAK3Fv27BcZxoR1OB1oIr8fHx8Pf3h7StIJiXlxcGDhwILy8v2vGo8fPzw6OPPoqBAweCQ+t1EhMTg8cee0y0I2RA6ztKWloajhw5AoPRCH1LC3bv3i3qDhag9T6y2Wytz9y2GQk8zzt0YSfWOGQYB+Tu7t46QsbzQm8Tz/Od1sWIiX1qrTD1q91C7642gRcLk8kEo9EIk8kEq9UKq82GlpYWEEJE/WJ7+fJlAGgtvCKRgJNIoFarYbPZRD2iGhMT03qdWK1CL7bFYoFSqcTgwYNpx6NCIml9Fbq1iq3NZhPtOkwA8PHxQXR0NKKiooT1YyEhIRg6dCjCwsJox6MqLCwMixcvRnh4OIKDg7Fw4UL069ePdiyqTp48iTNnzsBisQgdT+Xl5di2bZtDr6+7naRSKdzc3FrXeLd13hoMBmg0GgQGBtKO1y3WOGQYB9SvXz/I5XJIpdLWnkkACoUCarVatD2T9tLyrq6uwuipVCqFWq126B642y0kJAQeHh6orq4W1pDZ15UNGzaMdjxqRowYgYqKCuTn5wuN5/z8fNTW1iIhIYF2PGpMJhMMBkOHhpDFYoHBYBDtpu/2svtdEfNWFvatcKqqqsC1dbC0tLSgpKQEkZGRlNMxjub69esoKyvD6dOn0dTUBK1Wi6tXr6K6ulq01W1tNht0Ol2Hgjz2YldszSHDMP8WtVr9S+OwbV2QTCbr0DASG7lcDnd39049cE1NTfD396cdjxqr1Qp/f3/0798fCoUCcpkMoaGhCA0NpR2NKq1WC6PRKGz2jrbN3vV6vahf+Pft29flNOza2lpcvXqVQiL6CCHd7n0p1hEPoHXbE0IIxo0bB1dXV6hUKowcORLx8fE4f/487XhUmc1mnD17FrW1tWhobER2draorxWgteOpoKAA1dXVrXvLWq0oLy/H9evXRb3Fh06na13jDQBtxfQAoLm5mWqunrDGIcM4IJvNBqVSCYVCIRSOUCgUwlRTMeJ5HtXV1Z2+gK1Wq6jXSun1eoSEhGDcuHFQu7nBxdUVSUlJSEhIEO1IEAAcO3ZMWCMllUohkUjg6ekJQgjS09Npx6Omu1F2Qoho12LKZLJup+uLeb9Qe4EihUIhrNu1V8u2b1sgRiaTCevXr8fevXvRotfDoNfjxx9/xNdffy3a72egdZS9tLQURUVFMJvNMJvNKCgogNlsFu3SD47j4Obm1um64HleGJl3RKxxyDAOqP2Lir2Pn+O4X0YSRchisXQ7NaWioqKX0ziOsLAwBAQEID8/HzqdDvqWFly6dAlNTU0YM2YM7XjUhIeHw2g0QqPRwNa2R5tGo4HFYsGAAQNox6PG3mvdlf79+/diEsdB2kaVu9JVoRqxCAgI6HLbF29vb0yYMIFCIseQlZWFurq6TsfLyspEO/oOAJmZmSCEwNPTU9jfUK1Wd1l9XUyCgoLg6uoKtI0eSiQSuLm5ITg4mHa0bomzsgXDODi5XI7GxkYYjUbwbVPAGhoa4OPjI9oCCTKZrNte2e7WC4kBIQS5ubm4ceNG67YNPN9aubStII0jfwHdTlFRUbBYLDCbzcI9ZDabYbFYMHDgQMrp6Onp+SHWkeZb12C2J9ZzYjdz5kwolUp8pdHAYrUiLCwM9913n2j32wXQY3VsMVfOVigUUKlUHabt22dvNDY2ws/Pj2I6OiQSCby9veHp6Qld2zuMj48PXFxc4OvrSztet9jIIcM4oCNHjsBgMHT4orHZbMJ0DTGyWq3d9j6KtcEMADk5OcjKymqt5GqxwNa2Z1tDQwO2bt1KOx41R48e7TDazqG1g4EQIuotPnqqdtzTqKIzE/ML/a9Zv3493nvvPTRrtTAYDNiyZQteeukl0RYYAYDExET4+Ph0Oh4UFIS4uDgKiRzD3XffDY7j0NLSAltbcTSLxYKIiAjRdsjxPI/g4GCoVCrwhIAnBFarFS4uLg69V6g4vwkYxsF1t4bOYrHgxIkTvZzGMUja9tnq7jOxkkgkuH79Ourr68HzPHhC0NzcjKKiIlRXV9OOR43RaITNZoNKpRKuHaVSKYwmilVPHSkBAQG9mMRx9LSuUMzPlqKiInz33XcdRoJ4nkd+fj42bdpEMRldKpUKy5cvx9133w1XFxeoXFwwc+ZMPP7446LuqLR3stiL6Nn3gBQziUSCiooKFBUVwWqxgLfZUFdXhxs3bqC+vp52vG6J96nHMA6su55sQohoS4hzHNdtNTgxTyvV6XTgeR56vb61cdj272azWdTnZfTo0fD09GydVmqzged5WK1W+Pr6YsSIEbTjUdPTNSHWwk49NQDFXGCksrKy2+ulsrKyl9M4FpVKhfHjxyMgIAC+Pj4YPXp0h+0KxOjIkSOQy+Vwc3MT1hy6urqitLQUhYWFtONRwfM80tLSYDQaOxzT6/XYtWsXxWQ9Y41DhuljHLm36Xayr6fripjXBcnlcthsttYXk3bTJ2UyGXQ6He141CQlJcFisXToULBfQ2Le57Cncvuurq69mMRxOHJJeZoSExN/mfrWrsNSJpMhOTmZUirGUdlsNjQ3N4MQIowYGo1GNDY2ina7KbPZjKampi4/q6mp6eU0vx1rHDKMA+ppKkZPa4acmdinp3THbDZDrVZ3eOm3N6K7WhcjFlu2bAHP8x2meUkkEphMJnz//fcUk9HV00iYWJ8tYt+frjsqlQovvfQSPDw8YLFYYLFYYDKZMGfOHEyePJl2PMbBJCQkQC6Xo6GhAZa2mSt6vR7Dhg0TbQduT+8tjvzcYY1DhnFAPT1QxNq7b5+m0hWFQtHLaRzHgAEDwPN869Q4QkDQev1IJBJRVoezKysrQ2NjI0wmEwhat4QxmUxoaGgQ9ZS4nl5IioqKejGJ4xD7dMDuWK1WHD58GImJifD184OXlxemTZuGxsZG5OXl0Y7HOBj73oZqtRqStr1llUolKioq4O3tTTseNd29zzlyZxxrHDKMA+rpBa59cQAx6WnEQ8xFIyorK2E2m4VGEND6JW0wGERdUVCpVHaaikzaKsWp1WqKyejqac2hh4dHLyZxHGK+HnpSUlIiTLmVSCSQtisKdvnyZZrRGAdUUFAAd3d3KJVKSNsahyqVChaLRbTrmRUKRbcN45CQkF5O89uJ942KYRyYyWTq9jOxVlqUSqXdNprbL/YWm+rqamg0mk5FjCwWCzIzMymloq+r9Zb2c8TWmHVt7969tCNQodVqaUdwSP7+/t2Oqop1/1Sme15eXvDx8YG3tzckHAeJVAp/f3+o1WrR7otpLyJ46+ihRCJBTEwMpVS/jjUOGcYB9dS7L9aqX2IurtKTkpKSbkdVxTxyqNFoujwvNptNtKPvv0asU9bFPPOgJ+7u7pg6dSoKCwvR1NQErVaL7Oxs+Pj4YMyYMbTjMQ7moYceQn19PRobG1v39LPZUFlZidGjR4t6iUNeXl6nzlue55GTk0Mp0a9jT0SGcUA9bcrsyPPUbyelUkk7gkMKCgrq9uVWzF/IWVlZ3X529OjRXkzSd4i1gBEbOeyazWbDuXPnMGDAAKhdXaFycUFsbCwaGxtRUlJCOx7jYIqLizFnzhyMGjUKLioVXFxcMGvWLLi6uqKlpYV2PCosFgv0en2XnzU2NvZymt+ONQ4Zpo8RSouLTE9TbcXMXiHuVoQQjBo1ikIix9BTdTxHrhJHU3Z2Nu0IVIh1qv6vKSkpQV1dHaRSKWRyOeQyGVQqFQghPXa+MOKk1+uhUqkwZMgQeHp5Qa1Ww8/PD1arVbT3WE+zEhx5xoLjJmMYEevpoSHWkUMxVyTtybVr17ps7HAch2vXrlFI5Bh6ul7YKHTXxLyHKtOZt7d3txWixTwrgena+PHju3x3iY+PF221UqlU2m3hmUGDBvVymt+ONQ4ZxgH1VJlTrD22PU21FbPc3Nwue2UJIaIuN+/p6dntZwEBAb2YpO8Q615kjtyDT5OXlxemT5/eqYEYERGBcePGUUrFOKqoqCg8+uijGDp0KORyORRKJWbMmIH77ruPdjRqJBIJQkJCOnRWchwHpVKJsLAwisl6Js4hCIZxcBKJpNsGoiP3Nt1OPTWYxaynkWQxj4j0VFxFrJXzfo0jl1a/ndiaw+4lJSUhNjYWP2ZnQ28wYNmyZaK9Tphf179/f/Tv3x+fZGdDr9eLvnCR1WpFRUVFawdUW8VSqVQKjuNQXFxMN1wPWHcZwzignqZgREZG9mISx8GmlXatpxFVMTcOe9pXS8wjqj0RawdMdwUjmFZubm6t/6jVrGHIMP8GjuPQ0tICQgg4ABxaO/8JIQ7dKcUahwzjgMLDwzvtiwO0btYs1nLzPTV0ujpXYqHX67v9/VUqVS+ncRwuLi7dfibWe+jXiHWbnJ6uFYZhmP8Ux3Hw9vZuneHT9j3NcRzkcjn8/f0pp+seaxwyjAMKCwuDq6srZDIZ7K/9KpUKnp6eol3YrVQqu23suLm59XIax5GcnNxltVKO45CYmEghkWO47777umw0cxyHJUuWUEjk+OLj42lHoEKj0dCOwDCME+I4DnfeeSeCg4Mhl8kglcng5+eH0NBQTJo0iXa8brHGIcM4oOjoaAQGBsLT0xNSqRRSqRTe3t4YOHCgaKuVSqVSLFmyBEqlUmgwS6VSuLi44C9/+QvVbDQpFAp4eXl1KKphX/AeFRVFMRld48aNQ0xMTIcOBRcXFwwdOhTR0dEUkzmuuXPn0o5AhVj3d2QY5vbiOA5PPfUUZsyYAXcPD7i4uGDMmDGYOXMmli5dSjtet5zqLZPnebz66qvIz8+HQqHAG2+8gfDwcNqxGObfNmbMGJSXl6O8vBwu2dkgPI/ExEQMHTpU1KNkn332GaZOnQqv5cthMhoxY8oUPPPMM0hOTqYdjZrq6mq4u7tDLpdDXl0NQggCAwIgl8tFuzUBAIwcORIzZ85EcXExvA4fho3nMSs5GVFRUaIdIQOAqVOn4tChQ52Ou7m5YcaMGRQS0SfWKq0Mw9x+o0aNQr9+/XC0oAAtej2WL1+OhIQE9OvXj3a0bjlV4/DQoUMwm8349ttvkZOTg3feeQfr1q2jHYth/m1Tp05FRUUFampq4HnjBqxWK0aPHo1Zs2aJen2MRCLB/fffD6xdixa9Hrt27aIdibro6GiEhISgtrYW0ro68IRArVbD09MTI0eOpB2PmrCwMDzyyCM4fPgwvM6fh9liwZ133onp06eLeqTom2++wfz585GbmwtOqwUHICw0FK+++iq8vLxox6MiNjaWdgSGYZxYWFgYfOrqoFKpkDxhAu04v8qpGofnz5/HnXfeCQBISEjA5cuXKSdimP+Ml5cX/vjHP+LatWvw3b0bFrMZK1asEO3LG9O90NBQ/PGPf8Q333wDZUUFeJsNoaGhGDp0KB599FHa8agaPnw4hg0bBmtqKgx6PVasWEE7EnUhISFIT0/H8ePHEfXkk+B5HucyMhy6F/t2s6/v7qroFdv2hGEYsXGqxqFOp+sw5U4qlcJqtYp2jRbTt8nlcsTFxQFeXmjR66FmDUOmGw899BCmTp0KTJ4Mg16PtWvXIjY2lm3ujbbKcDIZzOx7QCCXyzFlyhQgJKT12SLihiHQeo2cOXOmdc1luy1QBg0ahD179lBMxjAM0/s40tMmWX3M22+/jeHDh2PmzJkAgN/97nc4fvy48Pn58+dpRWMYhmEYhmEYhnEI3S09caqu1MTERBw9ehQzZ85ETk4OBg0a1OFzMa+/YRiGYRiGYRiG6YlTjRzaq5UWFBSAEIK33noLAwcOpB2LYRiGYRiGYRjG4TlV45BhGIZhGIZhGIb5z7BqBQzDMAzDMAzzH2BjLIyzYY1DxiGxhy3zn2LXTtfYeWGY/w6e52lHYBwIx3EA2DOWcR7SV1999VXaIcTGYrHAZrNBKpXSjuIwfvrpJxw7dgwBAQGw2WxwdXWlHcnhvPHGG2hpaUF5eTkGDBggHOd5XvhyEqM1a9YAABoaGtCvX78OX9TsvLDz0t6bb77J7qFfsXfvXly8eBGhoaEwm81QKpWivmbsDh06hOrqagQHB4PneUilUtGeF3Yftdq+fTt++uknuLq6guM4tidmF9i10jVHPy+scdjLvvrqK2zbtg3r1q2D1WpF//794eLiQjsWVQ0NDSgoKMC5c+dw9OhRpKSkwNXVFd7e3h32rRS7wsJCVFVVYe3atTh79iyKi4uRmJgo6k4GvV6PCxcuIDMzE19++SUuXLgAg8GAqKgoSKVSh3nQ0nD69GlkZWWx89JOUVERKisr2T3Ujerqahw/fhxnz57Fjz/+iIMHD8Ld3R2hoaGiPke1tbXYtGkTTp06hW3btuHKlSvw8PBAcHAw7WhUsPsIaGlpgV6vR35+Ps6ePYsPPvgAPM9DqVQiICCAdjyHcePGDfbe0gVHv4dYQZpe9MEHH+Bf//oXli1bhtzcXBw6dAhfffUVRowYQTuaw7h+/Tr279+PlJQUjBkzBnPmzMG0adNox6Lq3XffxfLly+Ht7Q2g9UXlm2++wenTp2EymbBmzRpERUVRTkmX2WxGeXk5PvzwQ9TU1EChUODzzz+Hq6ur6Hr3P/zwQzz//PMAAKvVitLSUtGfl1tnarB7qLOSkhL0799f+POpU6dw7NgxfPPNN7j//vsxd+5cjBo1imJCOr7//nvMnz+/w5/PnTuHXbt2Yfny5Zg7dy7Cw8MpJqRHrPfRsWPHMHHiROHPer0eP/30E7Zs2QIvLy/MmDEDDz/8MMWEjkes18qvcdTzwkYOe0lhYSHWr1+PVatWYebMmbj77ruxd+9ehISEwNPTE0ajUXSjZMeOHUNWVhYMBgNUKhVcXFzg4+OD0aNHY8iQIThz5gzOnDkDpVKJmJgY2nGpePrpp5GamoqIiAjExcXBbDbDw8MDSUlJSExMRGZmJr7++mskJiYiMDBQNC/8hYWFuHnzJlxdXaFSqSCVSuHt7Y2JEyciICAAaWlp2Lp1K2bMmAG1Wg2bzQaJxPmXWK9YsQLfffcdhg8fjvDwcNhsNvj6+or6vGi1WqhUKlgsFkilUlitVri7u4v+Hmpvzpw5OH36NObOnQue5yGRSBAWFoY77rgDQ4YMQWpqKgoKCuDt7d2hAensnnjiCXzzzTdITk6Gr68vACAuLg5TpkxBUFAQPv74Y9TX16N///7w8/OjnPb2unHjBkpLS+Hm5gaFQgEAUKvVoruP7r33Xly5cgVz584F0LreUC6XY8iQIRg2bBjKy8uxZ88eWK1W0Xb87927F1euXEFlZSUiIiIAiPNaudX69eshkUgQFBQEoHWJmaN+F7HGYS+prq5GSkoKZs2aheDgYGi1Wnz00UcoKyvDunXrkJaWBk9PTwwaNIh21F6xbNky7NmzB6dPn8bmzZvR1NSEwYMHC3P2w8LCEBUVhStXriArKwvBwcEIDQ2lbpNbPwAAIABJREFUnLp3LViwABqNBj4+PggNDcWoUaOEdS4ymQx+fn6YNm0asrOzkZKSgtmzZ0OtVjv9lMEnn3wSO3fuxOeff44LFy4gLi4Ofn5+sNlsUCqViIiIQFJSEtLT0/Htt9/iwQcfhFwud/ovoAULFqC2thYKhQJxcXGIj48XrheFQiHK87JlyxYsXboUCxYsgFqthtVqhUwmE/091N7ChQshkUiwYcMGKBQKSCQS4ZoghCAiIgIxMTE4ePAgioqKEB0dLTSUnNlDDz2EsrIy+Pj4YMKECQgJCRE6UziOQ2xsLGJjY/HNN99Ao9EgMTHRaZeILF++HDt27MDnn3+O7OxsXL9+HRMmTAAASKVS0dxHCxcuBMdx2LBhA5RKJQAI9wnHcQgICEB0dDQ0Gg0OHToEd3d30XVsP/LII0hPT8eRI0dw8eJFhISEIDw8HDzPi/qZm52djT//+c9obGxEaGgoAgMDIZVKYbPZIJfLHe68OHeXsQPhOA5jx46FXC4HAGzcuBGRkZF4+eWX8eabb2LIkCH4+9//joyMDMpJb7+VK1dCr9fjm2++weHDh7Fq1Srs2LED2dnZAH6pBBcfH4/ly5fDaDRi//79AMRTDWzhwoUwm8344YcfMGHCBFy4cAFA6/S49g8KNzc3vPXWWwgKCsKf//xnpx8Jev7559HQ0IB33nkHqampuHr1Kk6dOgUAwrRBjuMQHR2NlStXQiaTYeXKlZ3Om7OxXy+pqalITExEfn4+gI6L28V4XgICAmA0GrFo0SLU19dDJpPBarWK+h5q76GHHgIAbNq0qUMRsFurL44cORIvvvgiLl26hL179wJw7oqdixYtgs1mw759++Dl5YWff/4ZwC/PGEIICCGYOHEiXn/9daSmpuLAgQPCZ87kH//4B+rq6rBq1Sp8//33SExMRFpaGh577DHhZ6xWq9PfRw8++CBkMhk2btwItVoNAB2erXZhYWF4+OGHERkZiUOHDqGhoYFKXho++ugjNDU1YevWrfjuu+/w2Wef4Xe/+x0ACNeCGK6VrsTGxmLAgAEoKSnBl19+iZycHAAQGoiAY30XsZHD2+jnn39GXl4eBg0aBD8/PwQHB2P48OEAWl9aHnzwQURFRSE6OhrR0dG4evUqJBIJRo8eTTn57WM2m7Fx40bMmTMHY8eOBQBER0cjMzMThYWFmDlzJoBfHraBgYHw9vbG6tWrMXbsWISEhFDL3lseeOAB2Gw2bN68GXK5HNevX8fOnTvxwAMPdFnF1dXVFX5+fjhz5gz8/f0RERHhlKNBVVVV2LZtG/72t79hyJAh8Pf3R15eHgghKCwsRFlZWYeRd/voxvnz5zFkyBD4+fk55XmZM2cOZDIZUlJSoFQqcenSJfz888+YP3++0LvdnhjOi71RXFJSgszMTCgUCmzZsgWzZ8+Gm5sbrFZrhy9dsdxD7R04cACbN2/G3/72N2F0o7y8HEeOHMHBgweFKez20bCQkBB4e3vj3XffxaRJk9CvXz+a8W+bBQsWwGQyYePGjXB1dcWlS5dQU1ODWbNmCdeE/R9CCCIjIyGTyfDPf/4Td911F3x8fGj/Cv81VqsVO3bswD333CNMTR82bBhCQ0Oxe/duHDhwAPPnz4dEIgHP81Cr1U55HxUUFGDNmjV45JFHkJSUBAAoLi7Gv/71L2zduhXV1dWwWq1CgSJvb294eXlh3bp1iImJQXR0NM34vWb37t3o378/pk2bBnd3dzQ1NeH777/Hzz//jPz8fCQmJgozE8T4zD148CA8PT3R0NCAvLw89OvXD8HBwcJ3kSPdQ87dVKeEEAKz2Yzt27dj06ZNOHr0KAAIDUMAGDBgALy9vYVexvDwcLi4uKCgoIBK5t6QkZEBs9mMmzdvCr+3vffZ398fdXV1kEgkwo1i/5lp06Zh0aJFSE1Nhc1mc7qe2fbKysoQHBzcoSd/6tSp8PX1xenTpwF03WM/ZswYeHl54dChQwDglA9YQggaGxtRWloKoHXd4b59+3Dx4kVs2LAB7733Hh555BHh52UyGebOnQu9Xo9du3YBcL7zUlxcDHd3d3z99dfCS/ykSZMglUpRXFwMoPP1IobzYn+GHD16FIMHD8b777+PgIAAPPDAA6irqxNGENsTwz3UXmRkJKZNm4bDhw+jubkZxcXFePzxx7Fx40bs2bMHf/jDH7BmzRqUl5cDaL3/7r33Xtxzzz1IS0sD4Hyjh/v27UO/fv2wefNmoQbApEmTkJ6ejitXrnS6Jux/njt3LhISEnDx4kUAEEYC+jqpVIr6+nphVg/QunZs0qRJWLlyJerq6vDcc88B+OWec7b76NSpUxg0aBD+9Kc/ITU1FRcuXEB1dTWeeOIJZGRkoKamBikpKXj//fdx7Ngx4b8bN24cli5diu3bt0Ov11P8DXpPQ0OD8L1TWlqKRYsWCbUjUlJScO+990Kv1wvXhLNdK92xT6kdOHAg5s6di+eeew4VFRXYsmULzp8/jzfeeAMAHOq8sMbhbcDzPBQKBdzc3FBQUIAtW7bg8OHDwuf2xo3BYIDFYhGOq9Vqp+1hys/Px+uvvw6pVIoJEyYgMzMTFotFuOj9/f2Fc2H/3/Y3xMiRI3H9+nWn71kKDQ3FmjVr4OrqKrx4BQYGwsvLC7t37waATtMM7L1wf/rTn5CXl4fKykqne2kDABcXF9xzzz3CAvf8/Hw89dRT2LBhA/bt24eXXnoJZWVl+PDDDwG0vqC5ubnh+eefR35+PnQ6ndOdlwEDBggjHPbnSkJCAgDgu+++A9D5euF53mnPS3p6Osxms/BnLy8vhIWFITY2Fi+99BL8/Py6bCCK5R4CILxwREdH45577sG5c+eQkpKCjz/+GDNnzsQXX3yB/fv347333hP2n7XjOA5xcXE4cuQIgM7XVl83Y8YMfPjhh8LzlxCC6OhohIeH99jwCwwMREREhHDPOUo5+v8L+/TradOm4caNG0LnJADI5XKMGzcOTz75JIqKirBnzx4AEPYodpb7KC8vD//7v/+LhoYGJCcnIyIiAps2bcIbb7yBefPm4ZNPPkFKSgpWrVoFiUQi3Bf2a2Ts2LGwWq0wmUw0f43bzv4cTU5ORk1NjVD4LDk5GZ988gm2bduGTz75BCaTCS+99JLw3znTtdIT+3NywIABOHjwICZMmICnn34aN2/exFNPPYXjx48DaH2+Oso95FxPdgdh/2JoaGhAQkIC9Ho9UlJShAcHx3HQaDTYvHkzVq9ejY0bN+Ktt97CsWPHhGmVzmbQoEGIi4vDzZs38eabb+LZZ58VimEAraWg7SNl9nWZmzdvxo0bNwAAM2fOhFqtRlZWFp1f4DbbuXMnNmzYgLS0NGGNgn2qjkwmw4oVK3Dp0iXhGmrPPr0pKCgIrq6u0Ov1TvPSdvz4cezatQt5eXnw8vLCsmXLMGzYMADAxIkTsWzZMri6usLd3R3Tpk3D6NGjce3aNQC/3Ifh4eHQaDTQarVOc16ysrKQnp6OsrIyyOVyYRqlzWaDTCbDsmXLkJOTI7zQtmc/B852Xu69916sX78eMplMOPbCCy/gT3/6EwBgxIgReOWVV7psIDrzPdTeggULsGfPHqEDbvLkyVi8eDE++eQT3Lx5E9OnTxeqbs6cORMPPvggvv/+e1gsFuGFd8mSJfD29kZRURG13+O/zT7Ny2QyCc8N+z0VFhaGhIQEfPHFF8Ln7Wev2P/9mWeegbu7O3Q6HZXf4b/l7NmzACDcR3fffTe0Wi1SUlJQWFgo/JxCocDs2bPh6emJ8+fPA4BwbpzlPoqJiUF8fDxqamoQERGBGTNmICcnB1lZWRgxYoQwujxixAhMnz4d+/fvR3Nzs3ANJSYmQq1WIz09neavcdvceq2MHj0aKpUKu3btQlFREYYPHw6FQgGlUomhQ4fi/vvvR3FxMZqamgDAqa6V9t59911cuXKl0wy5oKAgYWR16tSpaG5uBiEEAwcOxOXLlwE4zj3kHP9POBhCCKqrq2EwGPA///M/+Mc//gGTyYRNmzYJL/deXl5oaWnBxYsXsWPHDpSXl2Pz5s0YOHAg5fS3h/3FdfXq1ZBIJMK+UPZRwOrq6g4vdY899hi+/fZbDBgwAEBrz9TIkSMdYv+X/7ZHH30Un3/+Ofbs2YMXXnihw9Ri+0MhIiICERERSE9P77IXkuM4eHp6YvLkyR3OY1+2dOlSvP322/jwww9x//3348CBA0IhAJvNBrVaDRcXF+EakkqlCAkJEXr87cLDwzF58mSnmeq1bNky/P3vf8ff/vY3zJkzB1euXBGuE/tLyfDhw2EwGHDixAkAXU//c6bzsnDhQmEPx/brN4DWRf72WQoJCQl45ZVX4O/vjwULFqCmpka4X5zxHmpv0aJFMJvNePPNNyGXy4UG4pIlSzBr1iy4uLgIaw/tn7m4uKBfv36Qy+WQyWTgeR4GgwGBgYHw9PSk9rv8Nz377LN47rnnMH/+fCxdulSY4iWTyYRR6OXLl8PT0xP//Oc/O1UPtP+72WyGzWbrNF25L9m1axfefPNNHDx4UDgWHh6Od999F6dOncKaNWuQl5cnfKZQKBAfH9+h6Ioz3Uccx4HnebzzzjsAgOnTp2PevHkICgrCmDFjAPzynLFXm1epVAB+GU2bPn26UF/BmXR1rQQFBWHlypVIT09HWloaqqurO/w39mdJ+0I+znKt2Gk0Gnz99df48MMPhcJw9u+kpKQk+Pj4oKysDPfddx+ioqLw8ssvo76+Hu+8847Qse0Q54Uwt4XJZCJffvklKS4uJoQQkpWVRRYuXEiWLFlCDh48KPycTqcjLS0txGAw0Ip62/E8Twgh5OrVq+T+++8n+/fv7/TZsmXLyFNPPUUIIeTxxx8n06dPJ2azmRBCiNVqJYQQ4c/O5KuvviLz5s0jtbW1hBBC6uvru/3ZAwcOkNjYWLJnzx5CyC/nzhm9/vrrZOHChaSqqopoNBqyYsUK8vjjj3f6nUtLS4V7zGAwkMWLF5PXX3+9099ns9l6Jfft9te//pUsWLCAlJSUkPz8fLJw4cIuf19CCNm+fTuJj48nmZmZhJCurxdnOC8PPPAA+f3vf09aWlp6/Dn7c4QQQnJycshdd91FnnnmmdsdzyEsXryYzJ07l5hMpi4/12q1wvmzWCyEkNbz9dhjj5GVK1d2+nlneRa/+OKLZP78+eTq1avk8uXL5IMPPiC/+93vyPLly4Wf4XmemEwm8tZbb5FFixaRCxcudPp77PdWd+e3rzh48CCJiYkhixcvJrt37+7w2YULF8iYMWPIH/7wB7J//35is9lIY2Mjefjhh8lbb71FKfHtc+t7i/17l5Bfrv/6+npiNBqJyWQijz/+OHn22Wc7PWfbP3ecSU/XSm5uLhkzZgyZM2cO+eGHH4jFYiG1tbVk2bJlXZ4jZ8HzPNHr9eSuu+4iMTExZP78+SQ/P1/4vL6+nkyYMIHEx8eTZcuWCc/c1NRU8vLLLzvU9zGrVnqbSKVSDBkyBD4+PuB5HsHBwYiMjBQWtru5uSEyMhIKhULolXVW9l4imUyGEydO4Nq1a0hMTIS7u7vwWVpaGvR6PX788UeUlJRg9+7dkMvlwr5kgHOs47jVzp07oVAoMH/+fABARUUFvv32W6SkpKC2thY2m03YMHXgwIEwGo14++23MWXKFPj7+9OMftsQQrBlyxaMHz8eEydOhEqlwrVr16DVanHt2jVUVFTAbDYjMDAQn376KT755BN8//332L9/PzQaDdauXdtpGoYzrFM1Go3YuHEjFi1ahKSkJPj6+uLEiRMwm824cuWKMApmr5YYExOD8vJyvP3225g1axa8vb07/Z19/bz8O1UE7dO0OY5DYGAgxo8fL+zx58wOHDiAL7/8EqtWrRJmYpSVlWHnzp34+eefUVBQgDFjxkAul2PPnj1YsmQJrly5go0bN6K5uRmffvpph70PAQh7/fVl9r2H//jHP2LMmDEICAjA0KFDodFosHPnTly6dAlz5swBx3GQSqWIj4/H5s2bcfLkSdx1113CLAYATnNeSktLcfDgQXh4eCA3NxcuLi5CHYR+/frhjjvuQHp6Oo4ePYrPPvsMP//8M0wmEz7++GOnu49ufW+5fv06EhIS4OHhAalUiuPHj2P+/Pk4evQoUlNTodfrsWHDBmFaYPtrwhn1dK34+fnhjjvuwNmzZ3H48GFhL2+DwYAvvvii0zlyFqRtT+GbN29ixowZKCoqwu7duzFixAj4+/vDxcUFJpMJgYGBeP3114VpybGxsZgyZYowUu0I54U1Dm+j9o0ZjuMQFBSEyMhIZGRk4NSpUwgKChKmV4qBfdrSe++9B41GgxEjRggVFnNzc5Gamgo3Nzfs3LmzU8PQ2Zw6dQphYWE4f/48KioqcO+996KwsBDLli2D1WqF0WjEyZMnkZWVBR8fH6EIS2RkJNRqNZKTk53ySycjIwPBwcFITU2FSqVCZGQkampq8Morr4DjONTX1+PgwYO4cOECIiIiMGHCBLi6uiIgIACJiYl47bXXhHVkznR+MjIy4OHhgc8//xyTJk1CdHQ0iouL8dZbbwFo/aK2d6z0798f/fr1g1Qqha+vL9zd3TFjxgynOh9A6z2UkJAAmUyGn376CXFxceA4DkuWLEFzczO0Wi0yMjJw4cIF+Pn5YcCAAR02rPb19YVEInH6PbaioqJw+fJl7Nu3DwsXLkR1dTUefvhhNDc3Izc3F6dPn8YPP/yA++67D0BrJ4RcLkd8fDxWr14t3E+3fp/1dS0tLfjyyy8xZMgQDB06FDzPQ6lUQiqV4sqVK9BoNLh06RKmTZsGoPX7a8yYMcjOzsaDDz7Y5Tnoi+fF/l0EADt27IC3tzdee+01HDt2DBcuXIBKperw0n/nnXdi/PjxCA0NxaRJk/Dyyy875TPXrv17S1NTk/DeEhAQAA8PD4SHh2PUqFF49dVXu7xXnMm/e61MmjQJkyZNQkxMDKZPn47nn3/eKc9R+/PCcRzS0tJQW1sr7IF6/PhxDBs2DOvXr8eoUaOwePFiocbGrY1kh3mGUBy1FK2zZ8+SpUuXkvLyctpRqEhPTydDhw4lL7zwAsnNzSWEEJKZmUlefPFFYUqT/X+dUV5eHklOTiYNDQ1k3759ZOjQoSQzM5Ps2LGDvP7660Sv1xNCWqciL168mPzlL3/pcrqBs50j+3lpaWkh27ZtIzExMWTatGkkPj6erFy5kuh0OkIIIefOnSOLFy8mL774Ypd/j7NN48nLyyPTp08nJpOJbNq0iaSlpRFCCPnpp5/IRx99JExNOXLkCJkyZQpZs2ZNl3+PM52X3NxckpycTOrr68mNGzfIihUryAsvvECeeeYZ8sknnxCtVksIab2HFi1aRP7xj38QQpx7KnZX7NMctVotufvuu8kTTzxBXnnlFbJmzRqi0+mI0WgkFy9eJHfffTd55ZVXuvw7nOm6aa+hoYHMnj2bPPvss6ShoUE4/t1335Fnn32WbNy4kcyePZtkZGQQQjo/bx1pCth/yv7MraqqIoQQsmPHDvLBBx8QQgi5cuUKeeSRR8iiRYs6TKnsirNeI+21f28pKCjo8mec+Tywa6Vrt54XQgjZu3cvefbZZwkhrc/gWbNmkbi4OPL73/++zywhYyOHFISEhCA5ObnLaV5i0L9/fyQlJWH9+vUoKCiARqPBjBkzMG3aNEgkElgsFqFiqTPy9fVFTk4OBg8ejLFjxyI/Px/r16+HRqPBsGHDMGrUKACti7stFgu+/vprzJ8/X5iCYOdsvbT28xIdHS30NiYkJKCoqAjz5s1DXFwcACA4OFgo8PTggw9CpVJ16G1zxvOSlZWFyMhITJkyRZgaGBMTg6FDhwpFeSIiItDY2Ihdu3YJIxvtz4UznZf291B0dDQ4jkNqaipKS0vxyCOPCIWrgoKCoNfrsXXrVixYsEAoFuHszp49i5CQEEilUlitVqhUKvTv3x9HjhxBbm4uVqxYgZCQEMhkMvTr1w9NTU24dOkSZs+e3Wm2hjNdN8eOHUNWVhZaWlowcOBADB48GB988AFu3ryJkpISZGZm4u233xaKPW3cuBFeXl5ISkpyyqnqvr6+uHDhAuLi4uDn5wcPDw9MnDgRMpkM/v7+iI2NxcmTJ3Hx4sUOo0K3Tn1zpmukO+3fW/Ly8lBTU4ORI0cKnxNCnPo8sGula7eeF6D1d7S/nyiVSmzfvl2YkTFhwgRh6Ycjc67/l/oQhUJBOwJVo0aNwrZt2xAZGYnU1FTMnTsXW7ZswalTp5x2KqmdfV7522+/DQD461//ioSEBGRkZHSqRBocHIyYmBgolUoaUXuV/bzYp0pOmzYNM2fORGxsrDAFxV5F0c/PD0OGDIGbm5tTvKT1xD4VcvXq1cIxexVFV1dXcBwnVMbz8PBAREQEVCqVU03budX/pYqgs7u1iqD9eZqYmIi4uDgMGjSoU9VnLy8vp7+Pli1bhrfffhuffvopHn30Ufz973/H4MGDsWnTJtTV1WH37t3Yv38/PvroI0yYMAFAa5VorVZLOfntY68ivmrVKgCt++yqVCqh4vPgwYOFaaPbt29HamoqAOd7wf+t2r+37Nu3T3hvab8HpLNi10rX2lfit1MqlfD29kZFRQUWLlyIoKAg7NixAxKJBEuWLEFpaSnFxL8NGzmkxNm/iH8LLy8vjB07Fg888AD0ej00Gg2+//57JCcnO21jiLTNLw8PD8eBAwfg7e2N4cOHIzw8HJWVldi9ezfCwsKE4hnvvfcelEolHnjgAae+Ztqfl59//hkeHh6IioqCVCpFeno61q1bh5kzZ0KlUsFiseCDDz6AWq3G7NmzRXNe9u/fD09PT+G8AMC1a9dgtVqhUCjA8zw+++wzBAQEYOrUqZST3z63Xitubm6Ijo7G6NGjMW/ePMjlcjQ0NEAqlYLnebz//vvw8PDArFmznPpasSstLUVKSgrq6+uhUCgwaNAgAK0vLImJiViwYAFkMhlqamqgVqthMBjw6aefIjg4GMnJyZTT3x4rV65EdXU11q1bh6effhoDBgzARx99hMjISEya9P/bu/ewmPM9DuDvmpmSe5FiUsgSKxVjcxda9iTEomhjHY5OZ93W/dLJtWPP7mFPEs55OCchT9vJIneRjU3lUpZdyrNIuWwllJKmmTl/9Mxvp5oyk0tq3q/n8TzT7zK/73z8Zub3me/39/m6YcSIEZgyZQq8vb2FeAHlc+26uLjAycmpDlv/dlT+LlJ/tgDl1yfqH6UsLS3h4OCA2NhYiMViDBkypI5bXrfU1y2ffvqpwV638FwpV933c/PmzXH8+HFs2LABnTt3xqZNm2BlZYWhQ4ciKysL48aNe++T5obdRUPvPfWcN7NmzQJQXgyhIf/Cr744tba2hoWFBWJiYuDk5ARHR0esWbMGYWFhCAoKgkgkQtu2bSEWi7Fv3z6hp+R9/0CpLc24mJub49ChQ3B0dIRUKsWf/vQn3L17F56enrC1tYWpqSmMjY2xd+/eCgVGGqLKcTl48CB69uyJtm3bQqFQID4+Hps2bUKXLl0gkUigVCrxr3/9C0DVG90bisoxOXz4MJycnCCVSiGRSJCQkICAgAB06dJF+JFl+/btDf5cUZNIJDA1NRWG0xoZGcHDwwMAhLkJjxw5gq1bt8LMzAxmZmZ49uxZgz1vSktLcfv2bYwZMwbW1tYAAA8PD0RHR+Po0aPw8PBA48aNIRKJkJSUhIMHD6K0tBRPnz5FcXExpkyZUsev4O2o6bNFcxt1r1BoaKhQdMPQGfJ1C8+V32mLS48ePSCVSuHg4ABLS0ssX74czZo1g0qlgrW1tdDDqFAo3uvRPew5pDpV+SJEJBI1qAuT6qgroG3cuBGPHz+GTCZDmzZtMHz4cPTu3Rvu7u5wc3PD3LlzG2R1r+pUrmgrk8lgZWWFTz75BJaWlujcuTNcXV2xYsUKg46Li4sLmjRpgu7du8Pa2hpdu3ZF7969ERQUZDBxYRXB3+laRVD92SoSiaBQKGBpaYmePXsiODhYqBDdkGKUmJiI1q1bY+vWrejTpw969Ogh3AOVmJiI+/fvw8fHR/jRTaVS4ddff0VJSQlsbGwQEhICsVjcoCva1lRFXPOHAvXQ44YcC10Z+nULz5WKKsdl0KBBGDRoENzc3IT4VD4/3ve4MDmk94ohfMCqtWrVCo6OjvjnP/+J7Oxs2NnZoXXr1mjXrh3at28PqVQqlNpv6Pdhaqocl06dOsHKygo9evSAi4sLHBwcDDou3377Le7fvy/ExdHREc7OzujevbvBxaW6mLi4uAjJQEOPSXp6OpYtW4aPP/4YTZs2xcOHD2FsbIyRI0eiS5cuSExMrFIkwsLCAn379sWgQYPg7OzcIGOUnp6OFStWYPLkybhz5w6ys7MxdOhQ4UI+LS0Nd+/exeTJkyGXyyESidCiRQsMGDAAH3/8MQYOHCjEpSElzNpUfh917NgRrVq10nqB/75f1NYFQ7xu4blSkeZ1y507d2Bvby/MRV0fp3lhckhUhypXbs3NzUWvXr0qbFPfPlTeBEOvDFcdxqUqQ49JbasINvQLuVatWiE1NRX29vaYNGkSHBwcYGFhIfRwxMXF4dmzZ5gwYYKQ/O3evRtNmzatUE2wocWlOprvo/T0dOTl5aFXr14G8/pJdzxXtKv8XVSf48LkkKiOtWvXDu7u7sjKykJCQgL27dsHhUKB4uJiSKVSg/pVUpNmXM6dO1chLjY2NowL4yIw5JgYGRnh2LFjOHPmDMaOHYvmzZtDLBYL1VrVCWJiYiKuXbsGlUqFbt261csLFn2o4xIfHw8vLy+0bNmywrrvvvsOZWVlGD9+PABg+vTpuHjxIgICAhr0+VITfheRrniuaNdQ4mKkUqlUdd0IIiovnKBSqbBr1y4UFRUhOTkZ//7y4pyAAAASmUlEQVT3v9G8efO6blqdYly0Y1yqMrSYqHvBbty4gaCgIMycObNKxVH1Njdv3sSSJUsgk8kQFBRURy1+N2qKi3rdrFmzIJFIEBYWhhkzZuDBgwc4dOiQUNipoSfPNTG09xHVHs8V7ep7XJgcEr0nKlcJbOgV0HTFuGjHuFRlqDF58uQJli5dCrFYjL/+9a8VqggCv8clMzNTmCrHENQUl4ULF6KgoABKpRL37t3D0aNHhaI8Deney9ow1PcR6Y/ninb1PS6G8Q1BVA9UHm7QUOdM0hfjoh3jUpWhxsTc3ByLFi3C+fPnERoaivz8fGGd5kWKnZ2dUGTFENQUl/bt2+PcuXPIz89nYliJob6PSH88V7Sr73HhPYdE76n6Mjb9XWNctGNcqjKkmLCKoHaV46KuCi2RSKBQKLB9+3Ymhq9gSO8jej08V7Srb3HhsFIiIqIG4tKlS5gzZw66deuGAQMGYMaMGXXdpPeCZlyGDBmCadOmCevkcjkkEkkdto6I6P3B5JCIiKgBuXv3Lvbs2YMrV65AqVRi4sSJsLe3h6ura737BftNUsfl4sWLMDIywsSJE9GpUyf07dvXoONCRKSJySEREVEDU9+r5b0tjAsRUc2YHBIRETUw9b1a3tvCuBAR1YzJIRERUQNXOSmicowLEVFFTA6JiIiIiIiI8xwSERERERERk0MiIiIiIiICk0MiIiIiIiICIK7rBhARUcPw008/4ejRo7h8+TIyMzNRVFQEMzMztG3bFi4uLhgzZgxkMlm1+4eGhmLLli0AgKioKDg7O7+rpuvs5s2bcHBwqOtm6OXSpUs4efIkkpOTkZOTg8LCQrRo0QKtWrWCTCbDsGHDMHDgwGr3T05OxtSpUwEACxcuxKxZs95V04mI6B1jckhERK/l9u3bWLt2LS5cuFBlXWFhIQoLC5GRkYGoqCgMHjwYwcHBaNOmTR20tPYKCwsREhKCyMhI/PLLL3XdHJ3k5+cjMDAQp0+frrIuLy8PeXl5SE9Px969e9GrVy+sX78e9vb2ddBSIiJ6XzA5JCKiWouPj8eXX36JFy9eAAAcHR0xatQoODg4oGnTpigoKMDVq1cRHR2NBw8eICEhAd7e3ti9ezdsbGzquPW627BhA2JiYuq6GTorLi7GrFmzcO3aNQBA//798cknn6Bjx44wMzNDcXExbt26hQMHDuDatWu4cuUKpk2bhsjISNja2tZx64mIqK4wOSQiolq5cuUK5syZA7lcDolEguDgYIwdO7bKdgMGDMD06dOxcuVKHDlyBA8ePMDs2bPxv//9D2Jx/fgaUiqVdd0EvYSHhwuJYWBgIPz8/Kps4+rqCl9fX4SEhGDbtm3Izc3FmjVrsHPnzirbpaenv5N2ExFR3WJBGiIi0tvLly+xdOlSyOVyiEQihISEaE0M1czMzPD111/DyckJAHDjxg1ERUW9q+YaHHVsnZyctCaGakZGRpg/fz5cXFwAAOfPn8evv/76TtpIRETvHyaHRESkt+joaNy7dw8AMHbsWAwfPvyV+4jFYixZskT4e8+ePW+tfYbs+fPnePToEQCgQ4cOOu3j5eUlPGYvIRGR4aof43mIiOi9otnrFxAQoPN+MpkMPj4+sLW1hUwmg0qlgpGR0Sv38/PzQ0pKCkxMTIThktp4enri1q1bkEqlOHPmTJX1t2/fRmRkJJKSkpCdnQ2lUglzc3N8+OGHGDFiBDw9PSsMddWsoKrWtWtXAMBHH32E3bt3VznGuXPnsH//fqSlpSEvLw+NGjWCra0thgwZgs8++wwWFhZa2z5s2DDcv38fU6dOhb+/P9atW4dz585BpVLBxsYGs2bNwujRo18ZK01Xr14Vhv3WZOjQoWjUqBEsLCzQrVu3Cuuqq1aquVxXs2fPxpw5c6osT0tLQ1RUFC5evIicnByIxWJIpVIMHDgQfn5+aNeunV7HISKi2mFySEREenn48CEyMjIAAJ07d9a7gMmaNWveRrNeKTY2FsuXL4dcLq+w/NGjR3j06BFOnz6N8PBw7NixA61bt9b7+YuLi7FkyRKcOnWqwvLS0lJcv34d169fx65du/DNN99g2LBh1T7P8+fP8dlnn+HOnTvCsoyMDFhZWenUjqZNm6J9+/bIysrC3bt3sWzZMqxYsQKtWrWqdh8rK6sKvYdvi0gkqvB3WVkZ1q9fj3379lVY/vLlS2RkZCAjIwN79uxBYGAgvL2933r7iIgMHZNDIiLSi+ZUDr17967DluguMzMTK1asgFwuh42NDWbOnIkuXbpAJBLh3r17iIyMRGpqKm7cuIE1a9YgNDQUAODj4wN3d3eEhIQgPj4eAHDgwAEAQOPGjYXnVyqVCAgIQFJSEgBg4MCBGDduHGxtbVFUVISUlBTs2bMHBQUFmD17Nnbu3Il+/fppbeuBAwegVCoxYcIEeHl5obCwEImJifjoo490fr3Tp0/H2rVrAQCHDx/GiRMnMHDgQAwePBiurq5vZMqKHj16CLGozrVr1xAUFCT0fk6ePLnC+sDAQHz//fcAyu+PnDRpEj744AOUlpYiLS0NERERyMnJQVBQEExMTDBu3LjXbjcREVWPySEREenl/v37wuP6MtwvNjYWpaWlEIlEiIiIgFQqFdY5OzvjD3/4A/z8/JCamopTp04hPz8fFhYWsLS0hKWlJVq2bClsX3nYJQBEREQIieHSpUvxxz/+scL6fv364dNPP8XkyZORk5OD5cuX49SpU1qHeyqVSnh6eiI4OFhYVlNPoza+vr64du2akHjJ5XLEx8cLCa6FhQX69OmD/v37Y+jQoTr3Smpq0qSJ1lioPXz4EJs3b4ZKpUKTJk2wbds2mJubC+vj4uKE9vn5+WHFihUwNv69FEKfPn0wYcIETJ06FRkZGVi7di3c3NwqPAcREb1ZLEhDRER6KSoqEh7Xlwv13NxcAOW9fW3atKmyXiKRYO7cufDz88OyZcugUql0fm6lUonw8HAA5fdUVk4M1WxsbLB48WIA5YlT5eGnmir3sNXGV199hXXr1mm9xzE/Px8nTpzAqlWr4Obmhr/85S9CgaE3oaioCP7+/sjNzYWxsTG++eYbdOnSpcI2O3bsAFAel2XLllVIDNXMzc2xevVqAOXDdqOjo99YG4mIqComh0REpBfN+8ZKS0vrsCW669SpEwCgsLAQ8+bN0zpdQ//+/REYGIjPP/+8xvvzKktPT8fDhw+F56jJ4MGDhQI8Fy5c0LqNWCyGo6OjzsevyaRJk/DDDz8gLCwM48ePh7W1dZVtlEolTp8+DU9PTxw7duy1j6lQKLBgwQKh6umXX35ZpZrts2fPkJaWBqB8HsWa5rvs1asXmjdvDgBC7ywREb0dHFZKRER6adGihfD46dOnddgS3Xl5eWHHjh3IycnB6dOncfr0abRv3x79+/cX/qkTEH1p3oO5efNmbN68Waf9srKytC43NzeHqalprdqijYmJCdzd3eHu7g6g/P7LlJQUXLhwAefPn8ezZ88AlBeBWbx4Mdq2bQtnZ+daH2/Dhg04e/YsgPLqserqpppu3Lgh9M7GxMQgJiZGp+euLmZERPRmsOeQiIj0olmd9LfffqvDluiuRYsWCA8Pr5D0ZGVlISoqCvPmzUPfvn0xbdo0HDp0SK8hpQDw5MmTWrWpoKBA6/ImTZrU6vl0ZWdnh4kTJ2LTpk348ccfERwcLAw9lcvlVabu0EdkZKQwvYejoyP+9re/ad3uTceMiIjeDPYcEhGRXhwdHSESiaBQKJCSkqL3/rGxsbhz5w5cXV3h4uICExOTN9Y2pVJZ7Tp7e3tERUXh6tWrOHHiBBISEnDr1i0A5UMhk5KSkJSUhP3792P79u1o1KiRTsdUKBTC41WrVsHFxUWn/arrHdRl3seaFBQUIC8vD6WlpXBwcKhxW4lEggkTJsDFxQVeXl4oLS1FUlISlEql1nsAa3L+/HmhiE6bNm0QFhZW7WvUjFlAQABGjhyp0zH0bRMREemHySEREemladOm6N27N1JSUpCZmYmsrCy0b99e5/337t2L1NRUhIWFITw8vNopHbR5Va9eYWHhK5/DyckJTk5OWLJkCXJzc5GUlISzZ88iLi4OJSUluHDhAnbu3IkvvvhCpzZpDrMVi8U1VvB8Fzw8PJCbm4vWrVvjxx9/1Gkfe3t7DB48GHFxcZDL5Xjy5Ile913eunUL8+bNQ1lZGUxNTREWFlZjBVTNmKlUqjqPGRERleNPcEREpDfN+ebUwwh18fPPPyM1NRUAYGlpqfPcfeqCJXK5vEKvk6aSkpJqhyuWlJTgxo0bQk+hmqWlJUaPHo2NGzdi3759Qs+U+p45XXzwwQfC4+Tk5Bq3LSgoQGhoKL7//nvcvHlT52Poo0OHDgCAvLy8CvdDvop63kYTExO9qtA+fvwY/v7+eP78OQAgODgYPXv2rHEfzcqlr4qZQqHAli1bEB0dLZw7RET0djA5JCIivY0ePRo2NjYAynsCL1269Mp9Xr58iaCgIOHvmTNnVqh8WpNmzZoJjzXnWdSUmJgIuVxeZXlpaSlcXV3h5eUlTIugTffu3WFpaSm0VVNNQz0dHR2FeRBPnjwpVC7VZt++fdiyZQuWLVuGuLi4ard7HerCMwDw7bff1jjUVu3ly5dCJVCZTKbz8M2XL1/iiy++EP5P/P39MXr06FfuZ2VlJSTVqamp+Omnn6rd9tixYwgNDUVgYCC+++47ndpFRES1w+SQiIj0JpFIsH79ehgbG6OsrAz+/v44fvx4tdvn5+cjICAA169fB1CeUPn6+up8vK5duwqPtfVU5uXl4euvv9a6r4mJCQYMGAAAuHz5Mk6cOKF1u5SUFKHATuWpJDTvi9Sc51G9Tv1aSktLMX/+fK3DW69fv47t27cDKL/fcNKkSVrb8bq8vb0hlUoBAAkJCViwYAHy8/Or3b6oqAiLFi1CTk4OAGitLlqd5cuXC715I0eOxPz583Xed/r06cLjxYsXay1ulJ2dja+++gpAeYLu5+en8/MTEZH+eM8hERHVSr9+/bB69WqsWrUKz58/x7x58+Dk5IRRo0ahW7duaNSoEfLy8pCcnIz9+/cLlSY7dOiA0NBQSCQSnY/l6emJrVu3oqysDBERESgqKsKoUaNgamqKtLQ07Nq1Czk5ObC1tdU6mfvs2bPxww8/oKysDAsWLMDYsWPh5uYGKysrPH36FCkpKYiMjAQAmJmZYcaMGRX2V/coAuW9cWPHjoVIJEL37t0BlPeYnT17Fj///DPS0tIwZswYfP7553B0dMSLFy+QkpKCiIgIFBcXAwAWLVqENm3a6BdwHZmZmWHHjh3w9fVFfn4+jh07hvPnz2PEiBHo378/rK2tIRaLkZeXh8uXL+PgwYN4/PixECdd7wENDQ3FkSNHAAAODg5YvHgxsrOz8eLFi2p7KyUSCTp37gwAGD9+PE6ePImzZ8/i7t27Qsz69OmDsrIyXL16Ff/973+FocLTpk0T4k1ERG+HkUrfmt1EREQaEhISsHr16mqHe2oaOXIkVq9eLUydoCk0NFSYRiEqKqrKXHt79+7F+vXrtSYexsbGmD9/Pp4+fYr//Oc/kEqlOHPmTIVtYmNjsXLlyipDRjW1bNkS//jHPzBo0KAKy2/evInx48dXuN+xXbt2iI+PF/5+8uQJ5s+fX+NE7SKRCHPnzsWf//znKuuGDRuG+/fvo2PHjjX2wuoqMzMT69atw7lz5165bbNmzbBgwQJMmTKlyrrk5GRMnToVALBw4UKhZ1HdXn1U/n8pKSnBypUrcfjw4Rr38/X1RWBgIKuVEhG9Zew5JCKi1zJ48GAcP34cJ0+eRHx8PH755Rf89ttvKCkpQePGjSGVSiGTyTB+/Hh8+OGHtT6Or68vnJ2dER4ejuTkZOTn56Nly5aQyWSYNm0aXFxc8Pe//73a/UePHg1nZ2dERkYiKSkJ9+7dQ0lJCZo1a4YOHTpgyJAh8PHx0VqMxcHBAdu2bcO2bduQnp4OpVIJsViMFy9ewMzMDED55PW7du3CmTNncOjQIVy9elXokWvbti1cXV3h6+tbYYjs22RnZ4cdO3YgLS0N8fHxSE5ORk5ODp48eQKFQoHWrVvDzs4Ow4cPh4eHh9aE/W1r1KgRNm7cCB8fH8TExODy5cvIzc2FQqGApaUlZDIZvL290bt373feNiIiQ8SeQyIiIiIiImJBGiIiIiIiImJySERERERERGBySERERERERGBySERERERERGBySERERERERGBySERERERERGBySERERERERGBySERERERERGBySERERERERGBySERERERERGBySERERERERGBySERERERERAD+D9UzLWDP0qfLAAAAAElFTkSuQmCC
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>
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<h4 id="method='average'">method='average'<a class="anchor-link" href="#method='average'">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">Z</span><span class="o">=</span><span class="n">linkage</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Outcome&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;average&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Z-Shape:&quot;</span><span class="p">,</span><span class="n">Z</span><span class="o">.</span><span class="n">shape</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="s2">&quot;Average&quot;</span><span class="p">,</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span><span class="n">size</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">dendrogram</span><span class="p">(</span><span class="n">Z</span><span class="p">,</span><span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;top&#39;</span><span class="p">,</span><span class="n">truncate_mode</span><span class="o">=</span><span class="s1">&#39;lastp&#39;</span><span class="p">,</span><span class="n">p</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span><span class="n">get_leaves</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">leaf_rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">,</span><span class="n">leaf_font_size</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span><span class="n">show_contracted</span><span class="o">=</span><span class="kc">True</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="s2">&quot;Cluster Size&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</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="s2">&quot;Distances&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<pre>(&#39;Z-Shape:&#39;, (767, 4))
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<img 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<h4 id="###-method='weighted'">### method='weighted'<a class="anchor-link" href="####-method='weighted'">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">Z</span><span class="o">=</span><span class="n">linkage</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Outcome&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;weighted&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Z-Shape:&quot;</span><span class="p">,</span><span class="n">Z</span><span class="o">.</span><span class="n">shape</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="s2">&quot;Weighted&quot;</span><span class="p">,</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span><span class="n">size</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">dendrogram</span><span class="p">(</span><span class="n">Z</span><span class="p">,</span><span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;top&#39;</span><span class="p">,</span><span class="n">truncate_mode</span><span class="o">=</span><span class="s1">&#39;lastp&#39;</span><span class="p">,</span><span class="n">p</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span><span class="n">get_leaves</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">leaf_rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">,</span><span class="n">leaf_font_size</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span><span class="n">show_contracted</span><span class="o">=</span><span class="kc">True</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="s2">&quot;Cluster Size&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</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="s2">&quot;Distances&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>(&#39;Z-Shape:&#39;, (767, 4))
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<h4 id="method='centroid'">method='centroid'<a class="anchor-link" href="#method='centroid'">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">Z</span><span class="o">=</span><span class="n">linkage</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Outcome&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;centroid&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Z-Shape:&quot;</span><span class="p">,</span><span class="n">Z</span><span class="o">.</span><span class="n">shape</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="s2">&quot;CENTROID&quot;</span><span class="p">,</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span><span class="n">size</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">dendrogram</span><span class="p">(</span><span class="n">Z</span><span class="p">,</span><span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;top&#39;</span><span class="p">,</span><span class="n">truncate_mode</span><span class="o">=</span><span class="s1">&#39;lastp&#39;</span><span class="p">,</span><span class="n">p</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span><span class="n">get_leaves</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">leaf_rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">,</span><span class="n">leaf_font_size</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span><span class="n">show_contracted</span><span class="o">=</span><span class="kc">True</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="s2">&quot;Cluster Size&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</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="s2">&quot;Distances&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>(&#39;Z-Shape:&#39;, (767, 4))
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<h4 id="method='ward'-uses-the-Ward-variance-minimization-algorithm.">method='ward' uses the Ward variance minimization algorithm.<a class="anchor-link" href="#method='ward'-uses-the-Ward-variance-minimization-algorithm.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">Z</span><span class="o">=</span><span class="n">linkage</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Outcome&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;ward&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Z-Shape:&quot;</span><span class="p">,</span><span class="n">Z</span><span class="o">.</span><span class="n">shape</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="s2">&quot;WARD&quot;</span><span class="p">,</span><span class="n">size</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">dendrogram</span><span class="p">(</span><span class="n">Z</span><span class="p">,</span><span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;top&#39;</span><span class="p">,</span><span class="n">truncate_mode</span><span class="o">=</span><span class="s1">&#39;lastp&#39;</span><span class="p">,</span><span class="n">p</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span><span class="n">get_leaves</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">leaf_rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">,</span><span class="n">leaf_font_size</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span><span class="n">show_contracted</span><span class="o">=</span><span class="kc">True</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="s2">&quot;Cluster Size&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</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="s2">&quot;Distances&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="mi">500</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="mi">1500</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>(&#39;Z-Shape:&#39;, (767, 4))
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<h2 id="Pros-and-cons-of-Hierarchical--clustering-:-">Pros and cons of Hierarchical  clustering :-<a class="anchor-link" href="#Pros-and-cons-of-Hierarchical--clustering-:-">&#182;</a></h2><h2 id="PROS:-">PROS:-<a class="anchor-link" href="#PROS:-">&#182;</a></h2><ul>
<li>Dendogram are good for visualization</li>
<li>Provides Hierarchical relations between clusters</li>
<li>Does not require pre-defined no of clusters</li>
<li>Accept any valid measure of distance</li>
<li>Generates Smaller clusters which maybe helpful for discovery
## CONS:-</li>
<li>Not easy to define level of clusters</li>
<li>Different Dendogram for different linkage methods</li>
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<h1 id="In-class-lab-WAP">In class lab WAP<a class="anchor-link" href="#In-class-lab-WAP">&#182;</a></h1>
<pre><code>Data Set Name: Iris Dataset
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<p>The Iris dataset was used in R.A. Fisher's classic 1936 paper, The Use of Multiple Measurements in Taxonomic Problems, and can also be found on the UCI Machine Learning Repository.</p>
<p>It includes three iris species with 50 samples each as well as some properties about each flower. One flower species is linearly separable from the other two, but the other two are not linearly separable from each other.</p>
<p>The columns in this dataset are:</p>
<p>Id
SepalLengthCm
SepalWidthCm
PetalLengthCm
PetalWidthCm
Species</p>
<p>Using the dataset, perform Hierarchical clustering create cluster of different tyes and visualize them. ( Hint : Drop Species and ID Column</p>

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<h1 id="Take-home-assignment***">Take home assignment***<a class="anchor-link" href="#Take-home-assignment***">&#182;</a></h1><p>Based on the previous dataset "wineQualityReds", solve the below questions:</p>
<p>Using the dataset, perform Hierarchical clustering create cluster of different tyes and visualize them. (Drop the necessary column)</p>

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