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lab3-dimred.html
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lab3-dimred.html
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			<!DOCTYPE html>
			<html>
			<head><meta charset="utf-8" />
			<title>lab3-dimred</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
			<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>

			<style type="text/css">
			/*!
			*
			* Twitter Bootstrap
			*
			*/
			/*!
			* Bootstrap v3.3.7 (http://getbootstrap.com)
			* Copyright 2011-2016 Twitter, Inc.
			* Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
			*/
			/! normalize.css v3.0.3 \| MIT License \| github.com/necolas/normalize.css /
			html {
			font-family: sans-serif;
			-ms-text-size-adjust: 100%;
			-webkit-text-size-adjust: 100%;
			}
			body {
			margin: 0;
			}
			article,
			aside,
			details,
			figcaption,
			figure,
			footer,
			header,
			hgroup,
			main,
			menu,
			nav,
			section,
			summary {
			display: block;
			}
			audio,
			canvas,
			progress,
			video {
			display: inline-block;
			vertical-align: baseline;
			}
			audio:not([controls]) {
			display: none;
			height: 0;
			}
			[hidden],
			template {
			display: none;
			}
			a {
			background-color: transparent;
			}
			a:active,
			a:hover {
			outline: 0;
			}
			abbr[title] {
			border-bottom: 1px dotted;
			}
			b,
			strong {
			font-weight: bold;
			}
			dfn {
			font-style: italic;
			}
			h1 {
			font-size: 2em;
			margin: 0.67em 0;
			}
			mark {
			background: #ff0;
			color: #000;
			}
			small {
			font-size: 80%;
			}
			sub,
			sup {
			font-size: 75%;
			line-height: 0;
			position: relative;
			vertical-align: baseline;
			}
			sup {
			top: -0.5em;
			}
			sub {
			bottom: -0.25em;
			}
			img {
			border: 0;
			}
			svg:not(:root) {
			overflow: hidden;
			}
			figure {
			margin: 1em 40px;
			}
			hr {
			box-sizing: content-box;
			height: 0;
			}
			pre {
			overflow: auto;
			}
			code,
			kbd,
			pre,
			samp {
			font-family: monospace, monospace;
			font-size: 1em;
			}
			button,
			input,
			optgroup,
			select,
			textarea {
			color: inherit;
			font: inherit;
			margin: 0;
			}
			button {
			overflow: visible;
			}
			button,
			select {
			text-transform: none;
			}
			button,
			html input[type="button"],
			input[type="reset"],
			input[type="submit"] {
			-webkit-appearance: button;
			cursor: pointer;
			}
			button[disabled],
			html input[disabled] {
			cursor: default;
			}
			button::-moz-focus-inner,
			input::-moz-focus-inner {
			border: 0;
			padding: 0;
			}
			input {
			line-height: normal;
			}
			input[type="checkbox"],
			input[type="radio"] {
			box-sizing: border-box;
			padding: 0;
			}
			input[type="number"]::-webkit-inner-spin-button,
			input[type="number"]::-webkit-outer-spin-button {
			height: auto;
			}
			input[type="search"] {
			-webkit-appearance: textfield;
			box-sizing: content-box;
			}
			input[type="search"]::-webkit-search-cancel-button,
			input[type="search"]::-webkit-search-decoration {
			-webkit-appearance: none;
			}
			fieldset {
			border: 1px solid #c0c0c0;
			margin: 0 2px;
			padding: 0.35em 0.625em 0.75em;
			}
			legend {
			border: 0;
			padding: 0;
			}
			textarea {
			overflow: auto;
			}
			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 {
			*,
			*:before,
			*:after {
			background: transparent !important;
			color: #000 !important;
			box-shadow: none !important;
			text-shadow: none !important;
			}
			a,
			a:visited {
			text-decoration: underline;
			}
			a[href]:after {
			content: " (" attr(href) ")";
			}
			abbr[title]:after {
			content: " (" attr(title) ")";
			}
			a[href^="#"]:after,
			a[href^="javascript:"]:after {
			content: "";
			}
			pre,
			blockquote {
			border: 1px solid #999;
			page-break-inside: avoid;
			}
			thead {
			display: table-header-group;
			}
			tr,
			img {
			page-break-inside: avoid;
			}
			img {
			max-width: 100% !important;
			}
			p,
			h2,
			h3 {
			orphans: 3;
			widows: 3;
			}
			h2,
			h3 {
			page-break-after: avoid;
			}
			.navbar {
			display: none;
			}
			.btn > .caret,
			.dropup > .btn > .caret {
			border-top-color: #000 !important;
			}
			.label {
			border: 1px solid #000;
			}
			.table {
			border-collapse: collapse !important;
			}
			.table td,
			.table th {
			background-color: #fff !important;
			}
			.table-bordered th,
			.table-bordered td {
			border: 1px solid #ddd !important;
			}
			}
			@font-face {
			font-family: 'Glyphicons Halflings';
			src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
			src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
			}
			.glyphicon {
			position: relative;
			top: 1px;
			display: inline-block;
			font-family: 'Glyphicons Halflings';
			font-style: normal;
			font-weight: normal;
			line-height: 1;
			-webkit-font-smoothing: antialiased;
			-moz-osx-font-smoothing: grayscale;
			}
			.glyphicon-asterisk:before {
			content: "\002a";
			}
			.glyphicon-plus:before {
			content: "\002b";
			}
			.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 {
			content: "\270f";
			}
			.glyphicon-glass:before {
			content: "\e001";
			}
			.glyphicon-music:before {
			content: "\e002";
			}
			.glyphicon-search:before {
			content: "\e003";
			}
			.glyphicon-heart:before {
			content: "\e005";
			}
			.glyphicon-star:before {
			content: "\e006";
			}
			.glyphicon-star-empty:before {
			content: "\e007";
			}
			.glyphicon-user:before {
			content: "\e008";
			}
			.glyphicon-film:before {
			content: "\e009";
			}
			.glyphicon-th-large:before {
			content: "\e010";
			}
			.glyphicon-th:before {
			content: "\e011";
			}
			.glyphicon-th-list:before {
			content: "\e012";
			}
			.glyphicon-ok:before {
			content: "\e013";
			}
			.glyphicon-remove:before {
			content: "\e014";
			}
			.glyphicon-zoom-in:before {
			content: "\e015";
			}
			.glyphicon-zoom-out:before {
			content: "\e016";
			}
			.glyphicon-off:before {
			content: "\e017";
			}
			.glyphicon-signal:before {
			content: "\e018";
			}
			.glyphicon-cog:before {
			content: "\e019";
			}
			.glyphicon-trash:before {
			content: "\e020";
			}
			.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 {
			content: "\e027";
			}
			.glyphicon-inbox:before {
			content: "\e028";
			}
			.glyphicon-play-circle:before {
			content: "\e029";
			}
			.glyphicon-repeat:before {
			content: "\e030";
			}
			.glyphicon-refresh:before {
			content: "\e031";
			}
			.glyphicon-list-alt:before {
			content: "\e032";
			}
			.glyphicon-lock:before {
			content: "\e033";
			}
			.glyphicon-flag:before {
			content: "\e034";
			}
			.glyphicon-headphones:before {
			content: "\e035";
			}
			.glyphicon-volume-off:before {
			content: "\e036";
			}
			.glyphicon-volume-down:before {
			content: "\e037";
			}
			.glyphicon-volume-up:before {
			content: "\e038";
			}
			.glyphicon-qrcode:before {
			content: "\e039";
			}
			.glyphicon-barcode:before {
			content: "\e040";
			}
			.glyphicon-tag:before {
			content: "\e041";
			}
			.glyphicon-tags:before {
			content: "\e042";
			}
			.glyphicon-book:before {
			content: "\e043";
			}
			.glyphicon-bookmark:before {
			content: "\e044";
			}
			.glyphicon-print:before {
			content: "\e045";
			}
			.glyphicon-camera:before {
			content: "\e046";
			}
			.glyphicon-font:before {
			content: "\e047";
			}
			.glyphicon-bold:before {
			content: "\e048";
			}
			.glyphicon-italic:before {
			content: "\e049";
			}
			.glyphicon-text-height:before {
			content: "\e050";
			}
			.glyphicon-text-width:before {
			content: "\e051";
			}
			.glyphicon-align-left:before {
			content: "\e052";
			}
			.glyphicon-align-center:before {
			content: "\e053";
			}
			.glyphicon-align-right:before {
			content: "\e054";
			}
			.glyphicon-align-justify:before {
			content: "\e055";
			}
			.glyphicon-list:before {
			content: "\e056";
			}
			.glyphicon-indent-left:before {
			content: "\e057";
			}
			.glyphicon-indent-right:before {
			content: "\e058";
			}
			.glyphicon-facetime-video:before {
			content: "\e059";
			}
			.glyphicon-picture:before {
			content: "\e060";
			}
			.glyphicon-map-marker:before {
			content: "\e062";
			}
			.glyphicon-adjust:before {
			content: "\e063";
			}
			.glyphicon-tint:before {
			content: "\e064";
			}
			.glyphicon-edit:before {
			content: "\e065";
			}
			.glyphicon-share:before {
			content: "\e066";
			}
			.glyphicon-check:before {
			content: "\e067";
			}
			.glyphicon-move:before {
			content: "\e068";
			}
			.glyphicon-step-backward:before {
			content: "\e069";
			}
			.glyphicon-fast-backward:before {
			content: "\e070";
			}
			.glyphicon-backward:before {
			content: "\e071";
			}
			.glyphicon-play:before {
			content: "\e072";
			}
			.glyphicon-pause:before {
			content: "\e073";
			}
			.glyphicon-stop:before {
			content: "\e074";
			}
			.glyphicon-forward:before {
			content: "\e075";
			}
			.glyphicon-fast-forward:before {
			content: "\e076";
			}
			.glyphicon-step-forward:before {
			content: "\e077";
			}
			.glyphicon-eject:before {
			content: "\e078";
			}
			.glyphicon-chevron-left:before {
			content: "\e079";
			}
			.glyphicon-chevron-right:before {
			content: "\e080";
			}
			.glyphicon-plus-sign:before {
			content: "\e081";
			}
			.glyphicon-minus-sign:before {
			content: "\e082";
			}
			.glyphicon-remove-sign:before {
			content: "\e083";
			}
			.glyphicon-ok-sign:before {
			content: "\e084";
			}
			.glyphicon-question-sign:before {
			content: "\e085";
			}
			.glyphicon-info-sign:before {
			content: "\e086";
			}
			.glyphicon-screenshot:before {
			content: "\e087";
			}
			.glyphicon-remove-circle:before {
			content: "\e088";
			}
			.glyphicon-ok-circle:before {
			content: "\e089";
			}
			.glyphicon-ban-circle:before {
			content: "\e090";
			}
			.glyphicon-arrow-left:before {
			content: "\e091";
			}
			.glyphicon-arrow-right:before {
			content: "\e092";
			}
			.glyphicon-arrow-up:before {
			content: "\e093";
			}
			.glyphicon-arrow-down:before {
			content: "\e094";
			}
			.glyphicon-share-alt:before {
			content: "\e095";
			}
			.glyphicon-resize-full:before {
			content: "\e096";
			}
			.glyphicon-resize-small:before {
			content: "\e097";
			}
			.glyphicon-exclamation-sign:before {
			content: "\e101";
			}
			.glyphicon-gift:before {
			content: "\e102";
			}
			.glyphicon-leaf:before {
			content: "\e103";
			}
			.glyphicon-fire:before {
			content: "\e104";
			}
			.glyphicon-eye-open:before {
			content: "\e105";
			}
			.glyphicon-eye-close:before {
			content: "\e106";
			}
			.glyphicon-warning-sign:before {
			content: "\e107";
			}
			.glyphicon-plane:before {
			content: "\e108";
			}
			.glyphicon-calendar:before {
			content: "\e109";
			}
			.glyphicon-random:before {
			content: "\e110";
			}
			.glyphicon-comment:before {
			content: "\e111";
			}
			.glyphicon-magnet:before {
			content: "\e112";
			}
			.glyphicon-chevron-up:before {
			content: "\e113";
			}
			.glyphicon-chevron-down:before {
			content: "\e114";
			}
			.glyphicon-retweet:before {
			content: "\e115";
			}
			.glyphicon-shopping-cart:before {
			content: "\e116";
			}
			.glyphicon-folder-close:before {
			content: "\e117";
			}
			.glyphicon-folder-open:before {
			content: "\e118";
			}
			.glyphicon-resize-vertical:before {
			content: "\e119";
			}
			.glyphicon-resize-horizontal:before {
			content: "\e120";
			}
			.glyphicon-hdd:before {
			content: "\e121";
			}
			.glyphicon-bullhorn:before {
			content: "\e122";
			}
			.glyphicon-bell:before {
			content: "\e123";
			}
			.glyphicon-certificate:before {
			content: "\e124";
			}
			.glyphicon-thumbs-up:before {
			content: "\e125";
			}
			.glyphicon-thumbs-down:before {
			content: "\e126";
			}
			.glyphicon-hand-right:before {
			content: "\e127";
			}
			.glyphicon-hand-left:before {
			content: "\e128";
			}
			.glyphicon-hand-up:before {
			content: "\e129";
			}
			.glyphicon-hand-down:before {
			content: "\e130";
			}
			.glyphicon-circle-arrow-right:before {
			content: "\e131";
			}
			.glyphicon-circle-arrow-left:before {
			content: "\e132";
			}
			.glyphicon-circle-arrow-up:before {
			content: "\e133";
			}
			.glyphicon-circle-arrow-down:before {
			content: "\e134";
			}
			.glyphicon-globe:before {
			content: "\e135";
			}
			.glyphicon-wrench:before {
			content: "\e136";
			}
			.glyphicon-tasks:before {
			content: "\e137";
			}
			.glyphicon-filter:before {
			content: "\e138";
			}
			.glyphicon-briefcase:before {
			content: "\e139";
			}
			.glyphicon-fullscreen:before {
			content: "\e140";
			}
			.glyphicon-dashboard:before {
			content: "\e141";
			}
			.glyphicon-paperclip:before {
			content: "\e142";
			}
			.glyphicon-heart-empty:before {
			content: "\e143";
			}
			.glyphicon-link:before {
			content: "\e144";
			}
			.glyphicon-phone:before {
			content: "\e145";
			}
			.glyphicon-pushpin:before {
			content: "\e146";
			}
			.glyphicon-usd:before {
			content: "\e148";
			}
			.glyphicon-gbp:before {
			content: "\e149";
			}
			.glyphicon-sort:before {
			content: "\e150";
			}
			.glyphicon-sort-by-alphabet:before {
			content: "\e151";
			}
			.glyphicon-sort-by-alphabet-alt:before {
			content: "\e152";
			}
			.glyphicon-sort-by-order:before {
			content: "\e153";
			}
			.glyphicon-sort-by-order-alt:before {
			content: "\e154";
			}
			.glyphicon-sort-by-attributes:before {
			content: "\e155";
			}
			.glyphicon-sort-by-attributes-alt:before {
			content: "\e156";
			}
			.glyphicon-unchecked:before {
			content: "\e157";
			}
			.glyphicon-expand:before {
			content: "\e158";
			}
			.glyphicon-collapse-down:before {
			content: "\e159";
			}
			.glyphicon-collapse-up:before {
			content: "\e160";
			}
			.glyphicon-log-in:before {
			content: "\e161";
			}
			.glyphicon-flash:before {
			content: "\e162";
			}
			.glyphicon-log-out:before {
			content: "\e163";
			}
			.glyphicon-new-window:before {
			content: "\e164";
			}
			.glyphicon-record:before {
			content: "\e165";
			}
			.glyphicon-save:before {
			content: "\e166";
			}
			.glyphicon-open:before {
			content: "\e167";
			}
			.glyphicon-saved:before {
			content: "\e168";
			}
			.glyphicon-import:before {
			content: "\e169";
			}
			.glyphicon-export:before {
			content: "\e170";
			}
			.glyphicon-send:before {
			content: "\e171";
			}
			.glyphicon-floppy-disk:before {
			content: "\e172";
			}
			.glyphicon-floppy-saved:before {
			content: "\e173";
			}
			.glyphicon-floppy-remove:before {
			content: "\e174";
			}
			.glyphicon-floppy-save:before {
			content: "\e175";
			}
			.glyphicon-floppy-open:before {
			content: "\e176";
			}
			.glyphicon-credit-card:before {
			content: "\e177";
			}
			.glyphicon-transfer:before {
			content: "\e178";
			}
			.glyphicon-cutlery:before {
			content: "\e179";
			}
			.glyphicon-header:before {
			content: "\e180";
			}
			.glyphicon-compressed:before {
			content: "\e181";
			}
			.glyphicon-earphone:before {
			content: "\e182";
			}
			.glyphicon-phone-alt:before {
			content: "\e183";
			}
			.glyphicon-tower:before {
			content: "\e184";
			}
			.glyphicon-stats:before {
			content: "\e185";
			}
			.glyphicon-sd-video:before {
			content: "\e186";
			}
			.glyphicon-hd-video:before {
			content: "\e187";
			}
			.glyphicon-subtitles:before {
			content: "\e188";
			}
			.glyphicon-sound-stereo:before {
			content: "\e189";
			}
			.glyphicon-sound-dolby:before {
			content: "\e190";
			}
			.glyphicon-sound-5-1:before {
			content: "\e191";
			}
			.glyphicon-sound-6-1:before {
			content: "\e192";
			}
			.glyphicon-sound-7-1:before {
			content: "\e193";
			}
			.glyphicon-copyright-mark:before {
			content: "\e194";
			}
			.glyphicon-registration-mark:before {
			content: "\e195";
			}
			.glyphicon-cloud-download:before {
			content: "\e197";
			}
			.glyphicon-cloud-upload:before {
			content: "\e198";
			}
			.glyphicon-tree-conifer:before {
			content: "\e199";
			}
			.glyphicon-tree-deciduous:before {
			content: "\e200";
			}
			.glyphicon-cd:before {
			content: "\e201";
			}
			.glyphicon-save-file:before {
			content: "\e202";
			}
			.glyphicon-open-file:before {
			content: "\e203";
			}
			.glyphicon-level-up:before {
			content: "\e204";
			}
			.glyphicon-copy:before {
			content: "\e205";
			}
			.glyphicon-paste:before {
			content: "\e206";
			}
			.glyphicon-alert:before {
			content: "\e209";
			}
			.glyphicon-equalizer:before {
			content: "\e210";
			}
			.glyphicon-king:before {
			content: "\e211";
			}
			.glyphicon-queen:before {
			content: "\e212";
			}
			.glyphicon-pawn:before {
			content: "\e213";
			}
			.glyphicon-bishop:before {
			content: "\e214";
			}
			.glyphicon-knight:before {
			content: "\e215";
			}
			.glyphicon-baby-formula:before {
			content: "\e216";
			}
			.glyphicon-tent:before {
			content: "\26fa";
			}
			.glyphicon-blackboard:before {
			content: "\e218";
			}
			.glyphicon-bed:before {
			content: "\e219";
			}
			.glyphicon-apple:before {
			content: "\f8ff";
			}
			.glyphicon-erase:before {
			content: "\e221";
			}
			.glyphicon-hourglass:before {
			content: "\231b";
			}
			.glyphicon-lamp:before {
			content: "\e223";
			}
			.glyphicon-duplicate:before {
			content: "\e224";
			}
			.glyphicon-piggy-bank:before {
			content: "\e225";
			}
			.glyphicon-scissors:before {
			content: "\e226";
			}
			.glyphicon-bitcoin:before {
			content: "\e227";
			}
			.glyphicon-btc:before {
			content: "\e227";
			}
			.glyphicon-xbt:before {
			content: "\e227";
			}
			.glyphicon-yen:before {
			content: "\00a5";
			}
			.glyphicon-jpy:before {
			content: "\00a5";
			}
			.glyphicon-ruble:before {
			content: "\20bd";
			}
			.glyphicon-rub:before {
			content: "\20bd";
			}
			.glyphicon-scale:before {
			content: "\e230";
			}
			.glyphicon-ice-lolly:before {
			content: "\e231";
			}
			.glyphicon-ice-lolly-tasted:before {
			content: "\e232";
			}
			.glyphicon-education:before {
			content: "\e233";
			}
			.glyphicon-option-horizontal:before {
			content: "\e234";
			}
			.glyphicon-option-vertical:before {
			content: "\e235";
			}
			.glyphicon-menu-hamburger:before {
			content: "\e236";
			}
			.glyphicon-modal-window:before {
			content: "\e237";
			}
			.glyphicon-oil:before {
			content: "\e238";
			}
			.glyphicon-grain:before {
			content: "\e239";
			}
			.glyphicon-sunglasses:before {
			content: "\e240";
			}
			.glyphicon-text-size:before {
			content: "\e241";
			}
			.glyphicon-text-color:before {
			content: "\e242";
			}
			.glyphicon-text-background:before {
			content: "\e243";
			}
			.glyphicon-object-align-top:before {
			content: "\e244";
			}
			.glyphicon-object-align-bottom:before {
			content: "\e245";
			}
			.glyphicon-object-align-horizontal:before {
			content: "\e246";
			}
			.glyphicon-object-align-left:before {
			content: "\e247";
			}
			.glyphicon-object-align-vertical:before {
			content: "\e248";
			}
			.glyphicon-object-align-right:before {
			content: "\e249";
			}
			.glyphicon-triangle-right:before {
			content: "\e250";
			}
			.glyphicon-triangle-left:before {
			content: "\e251";
			}
			.glyphicon-triangle-bottom:before {
			content: "\e252";
			}
			.glyphicon-triangle-top:before {
			content: "\e253";
			}
			.glyphicon-console:before {
			content: "\e254";
			}
			.glyphicon-superscript:before {
			content: "\e255";
			}
			.glyphicon-subscript:before {
			content: "\e256";
			}
			.glyphicon-menu-left:before {
			content: "\e257";
			}
			.glyphicon-menu-right:before {
			content: "\e258";
			}
			.glyphicon-menu-down:before {
			content: "\e259";
			}
			.glyphicon-menu-up:before {
			content: "\e260";
			}
			* {
			-webkit-box-sizing: border-box;
			-moz-box-sizing: border-box;
			box-sizing: border-box;
			}
			*:before,
			*:after {
			-webkit-box-sizing: border-box;
			-moz-box-sizing: border-box;
			box-sizing: border-box;
			}
			html {
			font-size: 10px;
			-webkit-tap-highlight-color: rgba(0, 0, 0, 0);
			}
			body {
			font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
			font-size: 13px;
			line-height: 1.42857143;
			color: #000;
			background-color: #fff;
			}
			input,
			button,
			select,
			textarea {
			font-family: inherit;
			font-size: inherit;
			line-height: inherit;
			}
			a {
			color: #337ab7;
			text-decoration: none;
			}
			a:hover,
			a:focus {
			color: #23527c;
			text-decoration: underline;
			}
			a:focus {
			outline: 5px auto -webkit-focus-ring-color;
			outline-offset: -2px;
			}
			figure {
			margin: 0;
			}
			img {
			vertical-align: middle;
			}
			.img-responsive,
			.thumbnail > img,
			.thumbnail a > img,
			.carousel-inner > .item > img,
			.carousel-inner > .item > a > img {
			display: block;
			max-width: 100%;
			height: auto;
			}
			.img-rounded {
			border-radius: 3px;
			}
			.img-thumbnail {
			padding: 4px;
			line-height: 1.42857143;
			background-color: #fff;
			border: 1px solid #ddd;
			border-radius: 2px;
			-webkit-transition: all 0.2s ease-in-out;
			-o-transition: all 0.2s ease-in-out;
			transition: all 0.2s ease-in-out;
			display: inline-block;
			max-width: 100%;
			height: auto;
			}
			.img-circle {
			border-radius: 50%;
			}
			hr {
			margin-top: 18px;
			margin-bottom: 18px;
			border: 0;
			border-top: 1px solid #eeeeee;
			}
			.sr-only {
			position: absolute;
			width: 1px;
			height: 1px;
			margin: -1px;
			padding: 0;
			overflow: hidden;
			clip: rect(0, 0, 0, 0);
			border: 0;
			}
			.sr-only-focusable:active,
			.sr-only-focusable:focus {
			position: static;
			width: auto;
			height: auto;
			margin: 0;
			overflow: visible;
			clip: auto;
			}
			[role="button"] {
			cursor: pointer;
			}
			h1,
			h2,
			h3,
			h4,
			h5,
			h6,
			.h1,
			.h2,
			.h3,
			.h4,
			.h5,
			.h6 {
			font-family: inherit;
			font-weight: 500;
			line-height: 1.1;
			color: inherit;
			}
			h1 small,
			h2 small,
			h3 small,
			h4 small,
			h5 small,
			h6 small,
			.h1 small,
			.h2 small,
			.h3 small,
			.h4 small,
			.h5 small,
			.h6 small,
			h1 .small,
			h2 .small,
			h3 .small,
			h4 .small,
			h5 .small,
			h6 .small,
			.h1 .small,
			.h2 .small,
			.h3 .small,
			.h4 .small,
			.h5 .small,
			.h6 .small {
			font-weight: normal;
			line-height: 1;
			color: #777777;
			}
			h1,
			.h1,
			h2,
			.h2,
			h3,
			.h3 {
			margin-top: 18px;
			margin-bottom: 9px;
			}
			h1 small,
			.h1 small,
			h2 small,
			.h2 small,
			h3 small,
			.h3 small,
			h1 .small,
			.h1 .small,
			h2 .small,
			.h2 .small,
			h3 .small,
			.h3 .small {
			font-size: 65%;
			}
			h4,
			.h4,
			h5,
			.h5,
			h6,
			.h6 {
			margin-top: 9px;
			margin-bottom: 9px;
			}
			h4 small,
			.h4 small,
			h5 small,
			.h5 small,
			h6 small,
			.h6 small,
			h4 .small,
			.h4 .small,
			h5 .small,
			.h5 .small,
			h6 .small,
			.h6 .small {
			font-size: 75%;
			}
			h1,
			.h1 {
			font-size: 33px;
			}
			h2,
			.h2 {
			font-size: 27px;
			}
			h3,
			.h3 {
			font-size: 23px;
			}
			h4,
			.h4 {
			font-size: 17px;
			}
			h5,
			.h5 {
			font-size: 13px;
			}
			h6,
			.h6 {
			font-size: 12px;
			}
			p {
			margin: 0 0 9px;
			}
			.lead {
			margin-bottom: 18px;
			font-size: 14px;
			font-weight: 300;
			line-height: 1.4;
			}
			@media (min-width: 768px) {
			.lead {
			font-size: 19.5px;
			}
			}
			small,
			.small {
			font-size: 92%;
			}
			mark,
			.mark {
			background-color: #fcf8e3;
			padding: .2em;
			}
			.text-left {
			text-align: left;
			}
			.text-right {
			text-align: right;
			}
			.text-center {
			text-align: center;
			}
			.text-justify {
			text-align: justify;
			}
			.text-nowrap {
			white-space: nowrap;
			}
			.text-lowercase {
			text-transform: lowercase;
			}
			.text-uppercase {
			text-transform: uppercase;
			}
			.text-capitalize {
			text-transform: capitalize;
			}
			.text-muted {
			color: #777777;
			}
			.text-primary {
			color: #337ab7;
			}
			a.text-primary:hover,
			a.text-primary:focus {
			color: #286090;
			}
			.text-success {
			color: #3c763d;
			}
			a.text-success:hover,
			a.text-success:focus {
			color: #2b542c;
			}
			.text-info {
			color: #31708f;
			}
			a.text-info:hover,
			a.text-info:focus {
			color: #245269;
			}
			.text-warning {
			color: #8a6d3b;
			}
			a.text-warning:hover,
			a.text-warning:focus {
			color: #66512c;
			}
			.text-danger {
			color: #a94442;
			}
			a.text-danger:hover,
			a.text-danger:focus {
			color: #843534;
			}
			.bg-primary {
			color: #fff;
			background-color: #337ab7;
			}
			a.bg-primary:hover,
			a.bg-primary:focus {
			background-color: #286090;
			}
			.bg-success {
			background-color: #dff0d8;
			}
			a.bg-success:hover,
			a.bg-success:focus {
			background-color: #c1e2b3;
			}
			.bg-info {
			background-color: #d9edf7;
			}
			a.bg-info:hover,
			a.bg-info:focus {
			background-color: #afd9ee;
			}
			.bg-warning {
			background-color: #fcf8e3;
			}
			a.bg-warning:hover,
			a.bg-warning:focus {
			background-color: #f7ecb5;
			}
			.bg-danger {
			background-color: #f2dede;
			}
			a.bg-danger:hover,
			a.bg-danger:focus {
			background-color: #e4b9b9;
			}
			.page-header {
			padding-bottom: 8px;
			margin: 36px 0 18px;
			border-bottom: 1px solid #eeeeee;
			}
			ul,
			ol {
			margin-top: 0;
			margin-bottom: 9px;
			}
			ul ul,
			ol ul,
			ul ol,
			ol ol {
			margin-bottom: 0;
			}
			.list-unstyled {
			padding-left: 0;
			list-style: none;
			}
			.list-inline {
			padding-left: 0;
			list-style: none;
			margin-left: -5px;
			}
			.list-inline > li {
			display: inline-block;
			padding-left: 5px;
			padding-right: 5px;
			}
			dl {
			margin-top: 0;
			margin-bottom: 18px;
			}
			dt,
			dd {
			line-height: 1.42857143;
			}
			dt {
			font-weight: bold;
			}
			dd {
			margin-left: 0;
			}
			@media (min-width: 541px) {
			.dl-horizontal dt {
			float: left;
			width: 160px;
			clear: left;
			text-align: right;
			overflow: hidden;
			text-overflow: ellipsis;
			white-space: nowrap;
			}
			.dl-horizontal dd {
			margin-left: 180px;
			}
			}
			abbr[title],
			abbr[data-original-title] {
			cursor: help;
			border-bottom: 1px dotted #777777;
			}
			.initialism {
			font-size: 90%;
			text-transform: uppercase;
			}
			blockquote {
			padding: 9px 18px;
			margin: 0 0 18px;
			font-size: inherit;
			border-left: 5px solid #eeeeee;
			}
			blockquote p:last-child,
			blockquote ul:last-child,
			blockquote ol:last-child {
			margin-bottom: 0;
			}
			blockquote footer,
			blockquote small,
			blockquote .small {
			display: block;
			font-size: 80%;
			line-height: 1.42857143;
			color: #777777;
			}
			blockquote footer:before,
			blockquote small:before,
			blockquote .small:before {
			content: '\2014 \00A0';
			}
			.blockquote-reverse,
			blockquote.pull-right {
			padding-right: 15px;
			padding-left: 0;
			border-right: 5px solid #eeeeee;
			border-left: 0;
			text-align: right;
			}
			.blockquote-reverse footer:before,
			blockquote.pull-right footer:before,
			.blockquote-reverse small:before,
			blockquote.pull-right small:before,
			.blockquote-reverse .small:before,
			blockquote.pull-right .small:before {
			content: '';
			}
			.blockquote-reverse footer:after,
			blockquote.pull-right footer:after,
			.blockquote-reverse small:after,
			blockquote.pull-right small:after,
			.blockquote-reverse .small:after,
			blockquote.pull-right .small:after {
			content: '\00A0 \2014';
			}
			address {
			margin-bottom: 18px;
			font-style: normal;
			line-height: 1.42857143;
			}
			code,
			kbd,
			pre,
			samp {
			font-family: monospace;
			}
			code {
			padding: 2px 4px;
			font-size: 90%;
			color: #c7254e;
			background-color: #f9f2f4;
			border-radius: 2px;
			}
			kbd {
			padding: 2px 4px;
			font-size: 90%;
			color: #888;
			background-color: transparent;
			border-radius: 1px;
			box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
			}
			kbd kbd {
			padding: 0;
			font-size: 100%;
			font-weight: bold;
			box-shadow: none;
			}
			pre {
			display: block;
			padding: 8.5px;
			margin: 0 0 9px;
			font-size: 12px;
			line-height: 1.42857143;
			word-break: break-all;
			word-wrap: break-word;
			color: #333333;
			background-color: #f5f5f5;
			border: 1px solid #ccc;
			border-radius: 2px;
			}
			pre code {
			padding: 0;
			font-size: inherit;
			color: inherit;
			white-space: pre-wrap;
			background-color: transparent;
			border-radius: 0;
			}
			.pre-scrollable {
			max-height: 340px;
			overflow-y: scroll;
			}
			.container {
			margin-right: auto;
			margin-left: auto;
			padding-left: 0px;
			padding-right: 0px;
			}
			@media (min-width: 768px) {
			.container {
			width: 768px;
			}
			}
			@media (min-width: 992px) {
			.container {
			width: 940px;
			}
			}
			@media (min-width: 1200px) {
			.container {
			width: 1140px;
			}
			}
			.container-fluid {
			margin-right: auto;
			margin-left: auto;
			padding-left: 0px;
			padding-right: 0px;
			}
			.row {
			margin-left: 0px;
			margin-right: 0px;
			}
			.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
			position: relative;
			min-height: 1px;
			padding-left: 0px;
			padding-right: 0px;
			}
			.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
			float: left;
			}
			.col-xs-12 {
			width: 100%;
			}
			.col-xs-11 {
			width: 91.66666667%;
			}
			.col-xs-10 {
			width: 83.33333333%;
			}
			.col-xs-9 {
			width: 75%;
			}
			.col-xs-8 {
			width: 66.66666667%;
			}
			.col-xs-7 {
			width: 58.33333333%;
			}
			.col-xs-6 {
			width: 50%;
			}
			.col-xs-5 {
			width: 41.66666667%;
			}
			.col-xs-4 {
			width: 33.33333333%;
			}
			.col-xs-3 {
			width: 25%;
			}
			.col-xs-2 {
			width: 16.66666667%;
			}
			.col-xs-1 {
			width: 8.33333333%;
			}
			.col-xs-pull-12 {
			right: 100%;
			}
			.col-xs-pull-11 {
			right: 91.66666667%;
			}
			.col-xs-pull-10 {
			right: 83.33333333%;
			}
			.col-xs-pull-9 {
			right: 75%;
			}
			.col-xs-pull-8 {
			right: 66.66666667%;
			}
			.col-xs-pull-7 {
			right: 58.33333333%;
			}
			.col-xs-pull-6 {
			right: 50%;
			}
			.col-xs-pull-5 {
			right: 41.66666667%;
			}
			.col-xs-pull-4 {
			right: 33.33333333%;
			}
			.col-xs-pull-3 {
			right: 25%;
			}
			.col-xs-pull-2 {
			right: 16.66666667%;
			}
			.col-xs-pull-1 {
			right: 8.33333333%;
			}
			.col-xs-pull-0 {
			right: auto;
			}
			.col-xs-push-12 {
			left: 100%;
			}
			.col-xs-push-11 {
			left: 91.66666667%;
			}
			.col-xs-push-10 {
			left: 83.33333333%;
			}
			.col-xs-push-9 {
			left: 75%;
			}
			.col-xs-push-8 {
			left: 66.66666667%;
			}
			.col-xs-push-7 {
			left: 58.33333333%;
			}
			.col-xs-push-6 {
			left: 50%;
			}
			.col-xs-push-5 {
			left: 41.66666667%;
			}
			.col-xs-push-4 {
			left: 33.33333333%;
			}
			.col-xs-push-3 {
			left: 25%;
			}
			.col-xs-push-2 {
			left: 16.66666667%;
			}
			.col-xs-push-1 {
			left: 8.33333333%;
			}
			.col-xs-push-0 {
			left: auto;
			}
			.col-xs-offset-12 {
			margin-left: 100%;
			}
			.col-xs-offset-11 {
			margin-left: 91.66666667%;
			}
			.col-xs-offset-10 {
			margin-left: 83.33333333%;
			}
			.col-xs-offset-9 {
			margin-left: 75%;
			}
			.col-xs-offset-8 {
			margin-left: 66.66666667%;
			}
			.col-xs-offset-7 {
			margin-left: 58.33333333%;
			}
			.col-xs-offset-6 {
			margin-left: 50%;
			}
			.col-xs-offset-5 {
			margin-left: 41.66666667%;
			}
			.col-xs-offset-4 {
			margin-left: 33.33333333%;
			}
			.col-xs-offset-3 {
			margin-left: 25%;
			}
			.col-xs-offset-2 {
			margin-left: 16.66666667%;
			}
			.col-xs-offset-1 {
			margin-left: 8.33333333%;
			}
			.col-xs-offset-0 {
			margin-left: 0%;
			}
			@media (min-width: 768px) {
			.col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
			float: left;
			}
			.col-sm-12 {
			width: 100%;
			}
			.col-sm-11 {
			width: 91.66666667%;
			}
			.col-sm-10 {
			width: 83.33333333%;
			}
			.col-sm-9 {
			width: 75%;
			}
			.col-sm-8 {
			width: 66.66666667%;
			}
			.col-sm-7 {
			width: 58.33333333%;
			}
			.col-sm-6 {
			width: 50%;
			}
			.col-sm-5 {
			width: 41.66666667%;
			}
			.col-sm-4 {
			width: 33.33333333%;
			}
			.col-sm-3 {
			width: 25%;
			}
			.col-sm-2 {
			width: 16.66666667%;
			}
			.col-sm-1 {
			width: 8.33333333%;
			}
			.col-sm-pull-12 {
			right: 100%;
			}
			.col-sm-pull-11 {
			right: 91.66666667%;
			}
			.col-sm-pull-10 {
			right: 83.33333333%;
			}
			.col-sm-pull-9 {
			right: 75%;
			}
			.col-sm-pull-8 {
			right: 66.66666667%;
			}
			.col-sm-pull-7 {
			right: 58.33333333%;
			}
			.col-sm-pull-6 {
			right: 50%;
			}
			.col-sm-pull-5 {
			right: 41.66666667%;
			}
			.col-sm-pull-4 {
			right: 33.33333333%;
			}
			.col-sm-pull-3 {
			right: 25%;
			}
			.col-sm-pull-2 {
			right: 16.66666667%;
			}
			.col-sm-pull-1 {
			right: 8.33333333%;
			}
			.col-sm-pull-0 {
			right: auto;
			}
			.col-sm-push-12 {
			left: 100%;
			}
			.col-sm-push-11 {
			left: 91.66666667%;
			}
			.col-sm-push-10 {
			left: 83.33333333%;
			}
			.col-sm-push-9 {
			left: 75%;
			}
			.col-sm-push-8 {
			left: 66.66666667%;
			}
			.col-sm-push-7 {
			left: 58.33333333%;
			}
			.col-sm-push-6 {
			left: 50%;
			}
			.col-sm-push-5 {
			left: 41.66666667%;
			}
			.col-sm-push-4 {
			left: 33.33333333%;
			}
			.col-sm-push-3 {
			left: 25%;
			}
			.col-sm-push-2 {
			left: 16.66666667%;
			}
			.col-sm-push-1 {
			left: 8.33333333%;
			}
			.col-sm-push-0 {
			left: auto;
			}
			.col-sm-offset-12 {
			margin-left: 100%;
			}
			.col-sm-offset-11 {
			margin-left: 91.66666667%;
			}
			.col-sm-offset-10 {
			margin-left: 83.33333333%;
			}
			.col-sm-offset-9 {
			margin-left: 75%;
			}
			.col-sm-offset-8 {
			margin-left: 66.66666667%;
			}
			.col-sm-offset-7 {
			margin-left: 58.33333333%;
			}
			.col-sm-offset-6 {
			margin-left: 50%;
			}
			.col-sm-offset-5 {
			margin-left: 41.66666667%;
			}
			.col-sm-offset-4 {
			margin-left: 33.33333333%;
			}
			.col-sm-offset-3 {
			margin-left: 25%;
			}
			.col-sm-offset-2 {
			margin-left: 16.66666667%;
			}
			.col-sm-offset-1 {
			margin-left: 8.33333333%;
			}
			.col-sm-offset-0 {
			margin-left: 0%;
			}
			}
			@media (min-width: 992px) {
			.col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
			float: left;
			}
			.col-md-12 {
			width: 100%;
			}
			.col-md-11 {
			width: 91.66666667%;
			}
			.col-md-10 {
			width: 83.33333333%;
			}
			.col-md-9 {
			width: 75%;
			}
			.col-md-8 {
			width: 66.66666667%;
			}
			.col-md-7 {
			width: 58.33333333%;
			}
			.col-md-6 {
			width: 50%;
			}
			.col-md-5 {
			width: 41.66666667%;
			}
			.col-md-4 {
			width: 33.33333333%;
			}
			.col-md-3 {
			width: 25%;
			}
			.col-md-2 {
			width: 16.66666667%;
			}
			.col-md-1 {
			width: 8.33333333%;
			}
			.col-md-pull-12 {
			right: 100%;
			}
			.col-md-pull-11 {
			right: 91.66666667%;
			}
			.col-md-pull-10 {
			right: 83.33333333%;
			}
			.col-md-pull-9 {
			right: 75%;
			}
			.col-md-pull-8 {
			right: 66.66666667%;
			}
			.col-md-pull-7 {
			right: 58.33333333%;
			}
			.col-md-pull-6 {
			right: 50%;
			}
			.col-md-pull-5 {
			right: 41.66666667%;
			}
			.col-md-pull-4 {
			right: 33.33333333%;
			}
			.col-md-pull-3 {
			right: 25%;
			}
			.col-md-pull-2 {
			right: 16.66666667%;
			}
			.col-md-pull-1 {
			right: 8.33333333%;
			}
			.col-md-pull-0 {
			right: auto;
			}
			.col-md-push-12 {
			left: 100%;
			}
			.col-md-push-11 {
			left: 91.66666667%;
			}
			.col-md-push-10 {
			left: 83.33333333%;
			}
			.col-md-push-9 {
			left: 75%;
			}
			.col-md-push-8 {
			left: 66.66666667%;
			}
			.col-md-push-7 {
			left: 58.33333333%;
			}
			.col-md-push-6 {
			left: 50%;
			}
			.col-md-push-5 {
			left: 41.66666667%;
			}
			.col-md-push-4 {
			left: 33.33333333%;
			}
			.col-md-push-3 {
			left: 25%;
			}
			.col-md-push-2 {
			left: 16.66666667%;
			}
			.col-md-push-1 {
			left: 8.33333333%;
			}
			.col-md-push-0 {
			left: auto;
			}
			.col-md-offset-12 {
			margin-left: 100%;
			}
			.col-md-offset-11 {
			margin-left: 91.66666667%;
			}
			.col-md-offset-10 {
			margin-left: 83.33333333%;
			}
			.col-md-offset-9 {
			margin-left: 75%;
			}
			.col-md-offset-8 {
			margin-left: 66.66666667%;
			}
			.col-md-offset-7 {
			margin-left: 58.33333333%;
			}
			.col-md-offset-6 {
			margin-left: 50%;
			}
			.col-md-offset-5 {
			margin-left: 41.66666667%;
			}
			.col-md-offset-4 {
			margin-left: 33.33333333%;
			}
			.col-md-offset-3 {
			margin-left: 25%;
			}
			.col-md-offset-2 {
			margin-left: 16.66666667%;
			}
			.col-md-offset-1 {
			margin-left: 8.33333333%;
			}
			.col-md-offset-0 {
			margin-left: 0%;
			}
			}
			@media (min-width: 1200px) {
			.col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
			float: left;
			}
			.col-lg-12 {
			width: 100%;
			}
			.col-lg-11 {
			width: 91.66666667%;
			}
			.col-lg-10 {
			width: 83.33333333%;
			}
			.col-lg-9 {
			width: 75%;
			}
			.col-lg-8 {
			width: 66.66666667%;
			}
			.col-lg-7 {
			width: 58.33333333%;
			}
			.col-lg-6 {
			width: 50%;
			}
			.col-lg-5 {
			width: 41.66666667%;
			}
			.col-lg-4 {
			width: 33.33333333%;
			}
			.col-lg-3 {
			width: 25%;
			}
			.col-lg-2 {
			width: 16.66666667%;
			}
			.col-lg-1 {
			width: 8.33333333%;
			}
			.col-lg-pull-12 {
			right: 100%;
			}
			.col-lg-pull-11 {
			right: 91.66666667%;
			}
			.col-lg-pull-10 {
			right: 83.33333333%;
			}
			.col-lg-pull-9 {
			right: 75%;
			}
			.col-lg-pull-8 {
			right: 66.66666667%;
			}
			.col-lg-pull-7 {
			right: 58.33333333%;
			}
			.col-lg-pull-6 {
			right: 50%;
			}
			.col-lg-pull-5 {
			right: 41.66666667%;
			}
			.col-lg-pull-4 {
			right: 33.33333333%;
			}
			.col-lg-pull-3 {
			right: 25%;
			}
			.col-lg-pull-2 {
			right: 16.66666667%;
			}
			.col-lg-pull-1 {
			right: 8.33333333%;
			}
			.col-lg-pull-0 {
			right: auto;
			}
			.col-lg-push-12 {
			left: 100%;
			}
			.col-lg-push-11 {
			left: 91.66666667%;
			}
			.col-lg-push-10 {
			left: 83.33333333%;
			}
			.col-lg-push-9 {
			left: 75%;
			}
			.col-lg-push-8 {
			left: 66.66666667%;
			}
			.col-lg-push-7 {
			left: 58.33333333%;
			}
			.col-lg-push-6 {
			left: 50%;
			}
			.col-lg-push-5 {
			left: 41.66666667%;
			}
			.col-lg-push-4 {
			left: 33.33333333%;
			}
			.col-lg-push-3 {
			left: 25%;
			}
			.col-lg-push-2 {
			left: 16.66666667%;
			}
			.col-lg-push-1 {
			left: 8.33333333%;
			}
			.col-lg-push-0 {
			left: auto;
			}
			.col-lg-offset-12 {
			margin-left: 100%;
			}
			.col-lg-offset-11 {
			margin-left: 91.66666667%;
			}
			.col-lg-offset-10 {
			margin-left: 83.33333333%;
			}
			.col-lg-offset-9 {
			margin-left: 75%;
			}
			.col-lg-offset-8 {
			margin-left: 66.66666667%;
			}
			.col-lg-offset-7 {
			margin-left: 58.33333333%;
			}
			.col-lg-offset-6 {
			margin-left: 50%;
			}
			.col-lg-offset-5 {
			margin-left: 41.66666667%;
			}
			.col-lg-offset-4 {
			margin-left: 33.33333333%;
			}
			.col-lg-offset-3 {
			margin-left: 25%;
			}
			.col-lg-offset-2 {
			margin-left: 16.66666667%;
			}
			.col-lg-offset-1 {
			margin-left: 8.33333333%;
			}
			.col-lg-offset-0 {
			margin-left: 0%;
			}
			}
			table {
			background-color: transparent;
			}
			caption {
			padding-top: 8px;
			padding-bottom: 8px;
			color: #777777;
			text-align: left;
			}
			th {
			text-align: left;
			}
			.table {
			width: 100%;
			max-width: 100%;
			margin-bottom: 18px;
			}
			.table > thead > tr > th,
			.table > tbody > tr > th,
			.table > tfoot > tr > th,
			.table > thead > tr > td,
			.table > tbody > tr > td,
			.table > tfoot > tr > td {
			padding: 8px;
			line-height: 1.42857143;
			vertical-align: top;
			border-top: 1px solid #ddd;
			}
			.table > thead > tr > th {
			vertical-align: bottom;
			border-bottom: 2px solid #ddd;
			}
			.table > caption + thead > tr:first-child > th,
			.table > colgroup + thead > tr:first-child > th,
			.table > thead:first-child > tr:first-child > th,
			.table > caption + thead > tr:first-child > td,
			.table > colgroup + thead > tr:first-child > td,
			.table > thead:first-child > tr:first-child > td {
			border-top: 0;
			}
			.table > tbody + tbody {
			border-top: 2px solid #ddd;
			}
			.table .table {
			background-color: #fff;
			}
			.table-condensed > thead > tr > th,
			.table-condensed > tbody > tr > th,
			.table-condensed > tfoot > tr > th,
			.table-condensed > thead > tr > td,
			.table-condensed > tbody > tr > td,
			.table-condensed > tfoot > tr > td {
			padding: 5px;
			}
			.table-bordered {
			border: 1px solid #ddd;
			}
			.table-bordered > thead > tr > th,
			.table-bordered > tbody > tr > th,
			.table-bordered > tfoot > tr > th,
			.table-bordered > thead > tr > td,
			.table-bordered > tbody > tr > td,
			.table-bordered > tfoot > tr > td {
			border: 1px solid #ddd;
			}
			.table-bordered > thead > tr > th,
			.table-bordered > thead > tr > td {
			border-bottom-width: 2px;
			}
			.table-striped > tbody > tr:nth-of-type(odd) {
			background-color: #f9f9f9;
			}
			.table-hover > tbody > tr:hover {
			background-color: #f5f5f5;
			}
			table col[class*="col-"] {
			position: static;
			float: none;
			display: table-column;
			}
			table td[class*="col-"],
			table th[class*="col-"] {
			position: static;
			float: none;
			display: table-cell;
			}
			.table > thead > tr > td.active,
			.table > tbody > tr > td.active,
			.table > tfoot > tr > td.active,
			.table > thead > tr > th.active,
			.table > tbody > tr > th.active,
			.table > tfoot > tr > th.active,
			.table > thead > tr.active > td,
			.table > tbody > tr.active > td,
			.table > tfoot > tr.active > td,
			.table > thead > tr.active > th,
			.table > tbody > tr.active > th,
			.table > tfoot > tr.active > th {
			background-color: #f5f5f5;
			}
			.table-hover > tbody > tr > td.active:hover,
			.table-hover > tbody > tr > th.active:hover,
			.table-hover > tbody > tr.active:hover > td,
			.table-hover > tbody > tr:hover > .active,
			.table-hover > tbody > tr.active:hover > th {
			background-color: #e8e8e8;
			}
			.table > thead > tr > td.success,
			.table > tbody > tr > td.success,
			.table > tfoot > tr > td.success,
			.table > thead > tr > th.success,
			.table > tbody > tr > th.success,
			.table > tfoot > tr > th.success,
			.table > thead > tr.success > td,
			.table > tbody > tr.success > td,
			.table > tfoot > tr.success > td,
			.table > thead > tr.success > th,
			.table > tbody > tr.success > th,
			.table > tfoot > tr.success > th {
			background-color: #dff0d8;
			}
			.table-hover > tbody > tr > td.success:hover,
			.table-hover > tbody > tr > th.success:hover,
			.table-hover > tbody > tr.success:hover > td,
			.table-hover > tbody > tr:hover > .success,
			.table-hover > tbody > tr.success:hover > th {
			background-color: #d0e9c6;
			}
			.table > thead > tr > td.info,
			.table > tbody > tr > td.info,
			.table > tfoot > tr > td.info,
			.table > thead > tr > th.info,
			.table > tbody > tr > th.info,
			.table > tfoot > tr > th.info,
			.table > thead > tr.info > td,
			.table > tbody > tr.info > td,
			.table > tfoot > tr.info > td,
			.table > thead > tr.info > th,
			.table > tbody > tr.info > th,
			.table > tfoot > tr.info > th {
			background-color: #d9edf7;
			}
			.table-hover > tbody > tr > td.info:hover,
			.table-hover > tbody > tr > th.info:hover,
			.table-hover > tbody > tr.info:hover > td,
			.table-hover > tbody > tr:hover > .info,
			.table-hover > tbody > tr.info:hover > th {
			background-color: #c4e3f3;
			}
			.table > thead > tr > td.warning,
			.table > tbody > tr > td.warning,
			.table > tfoot > tr > td.warning,
			.table > thead > tr > th.warning,
			.table > tbody > tr > th.warning,
			.table > tfoot > tr > th.warning,
			.table > thead > tr.warning > td,
			.table > tbody > tr.warning > td,
			.table > tfoot > tr.warning > td,
			.table > thead > tr.warning > th,
			.table > tbody > tr.warning > th,
			.table > tfoot > tr.warning > th {
			background-color: #fcf8e3;
			}
			.table-hover > tbody > tr > td.warning:hover,
			.table-hover > tbody > tr > th.warning:hover,
			.table-hover > tbody > tr.warning:hover > td,
			.table-hover > tbody > tr:hover > .warning,
			.table-hover > tbody > tr.warning:hover > th {
			background-color: #faf2cc;
			}
			.table > thead > tr > td.danger,
			.table > tbody > tr > td.danger,
			.table > tfoot > tr > td.danger,
			.table > thead > tr > th.danger,
			.table > tbody > tr > th.danger,
			.table > tfoot > tr > th.danger,
			.table > thead > tr.danger > td,
			.table > tbody > tr.danger > td,
			.table > tfoot > tr.danger > td,
			.table > thead > tr.danger > th,
			.table > tbody > tr.danger > th,
			.table > tfoot > tr.danger > th {
			background-color: #f2dede;
			}
			.table-hover > tbody > tr > td.danger:hover,
			.table-hover > tbody > tr > th.danger:hover,
			.table-hover > tbody > tr.danger:hover > td,
			.table-hover > tbody > tr:hover > .danger,
			.table-hover > tbody > tr.danger:hover > th {
			background-color: #ebcccc;
			}
			.table-responsive {
			overflow-x: auto;
			min-height: 0.01%;
			}
			@media screen and (max-width: 767px) {
			.table-responsive {
			width: 100%;
			margin-bottom: 13.5px;
			overflow-y: hidden;
			-ms-overflow-style: -ms-autohiding-scrollbar;
			border: 1px solid #ddd;
			}
			.table-responsive > .table {
			margin-bottom: 0;
			}
			.table-responsive > .table > thead > tr > th,
			.table-responsive > .table > tbody > tr > th,
			.table-responsive > .table > tfoot > tr > th,
			.table-responsive > .table > thead > tr > td,
			.table-responsive > .table > tbody > tr > td,
			.table-responsive > .table > tfoot > tr > td {
			white-space: nowrap;
			}
			.table-responsive > .table-bordered {
			border: 0;
			}
			.table-responsive > .table-bordered > thead > tr > th:first-child,
			.table-responsive > .table-bordered > tbody > tr > th:first-child,
			.table-responsive > .table-bordered > tfoot > tr > th:first-child,
			.table-responsive > .table-bordered > thead > tr > td:first-child,
			.table-responsive > .table-bordered > tbody > tr > td:first-child,
			.table-responsive > .table-bordered > tfoot > tr > td:first-child {
			border-left: 0;
			}
			.table-responsive > .table-bordered > thead > tr > th:last-child,
			.table-responsive > .table-bordered > tbody > tr > th:last-child,
			.table-responsive > .table-bordered > tfoot > tr > th:last-child,
			.table-responsive > .table-bordered > thead > tr > td:last-child,
			.table-responsive > .table-bordered > tbody > tr > td:last-child,
			.table-responsive > .table-bordered > tfoot > tr > td:last-child {
			border-right: 0;
			}
			.table-responsive > .table-bordered > tbody > tr:last-child > th,
			.table-responsive > .table-bordered > tfoot > tr:last-child > th,
			.table-responsive > .table-bordered > tbody > tr:last-child > td,
			.table-responsive > .table-bordered > tfoot > tr:last-child > td {
			border-bottom: 0;
			}
			}
			fieldset {
			padding: 0;
			margin: 0;
			border: 0;
			min-width: 0;
			}
			legend {
			display: block;
			width: 100%;
			padding: 0;
			margin-bottom: 18px;
			font-size: 19.5px;
			line-height: inherit;
			color: #333333;
			border: 0;
			border-bottom: 1px solid #e5e5e5;
			}
			label {
			display: inline-block;
			max-width: 100%;
			margin-bottom: 5px;
			font-weight: bold;
			}
			input[type="search"] {
			-webkit-box-sizing: border-box;
			-moz-box-sizing: border-box;
			box-sizing: border-box;
			}
			input[type="radio"],
			input[type="checkbox"] {
			margin: 4px 0 0;
			margin-top: 1px \9;
			line-height: normal;
			}
			input[type="file"] {
			display: block;
			}
			input[type="range"] {
			display: block;
			width: 100%;
			}
			select[multiple],
			select[size] {
			height: auto;
			}
			input[type="file"]:focus,
			input[type="radio"]:focus,
			input[type="checkbox"]:focus {
			outline: 5px auto -webkit-focus-ring-color;
			outline-offset: -2px;
			}
			output {
			display: block;
			padding-top: 7px;
			font-size: 13px;
			line-height: 1.42857143;
			color: #555555;
			}
			.form-control {
			display: block;
			width: 100%;
			height: 32px;
			padding: 6px 12px;
			font-size: 13px;
			line-height: 1.42857143;
			color: #555555;
			background-color: #fff;
			background-image: none;
			border: 1px solid #ccc;
			border-radius: 2px;
			-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
			box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
			-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
			-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
			transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
			}
			.form-control:focus {
			border-color: #66afe9;
			outline: 0;
			-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
			box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
			}
			.form-control::-moz-placeholder {
			color: #999;
			opacity: 1;
			}
			.form-control:-ms-input-placeholder {
			color: #999;
			}
			.form-control::-webkit-input-placeholder {
			color: #999;
			}
			.form-control::-ms-expand {
			border: 0;
			background-color: transparent;
			}
			.form-control[disabled],
			.form-control[readonly],
			fieldset[disabled] .form-control {
			background-color: #eeeeee;
			opacity: 1;
			}
			.form-control[disabled],
			fieldset[disabled] .form-control {
			cursor: not-allowed;
			}
			textarea.form-control {
			height: auto;
			}
			input[type="search"] {
			-webkit-appearance: none;
			}
			@media screen and (-webkit-min-device-pixel-ratio: 0) {
			input[type="date"].form-control,
			input[type="time"].form-control,
			input[type="datetime-local"].form-control,
			input[type="month"].form-control {
			line-height: 32px;
			}
			input[type="date"].input-sm,
			input[type="time"].input-sm,
			input[type="datetime-local"].input-sm,
			input[type="month"].input-sm,
			.input-group-sm input[type="date"],
			.input-group-sm input[type="time"],
			.input-group-sm input[type="datetime-local"],
			.input-group-sm input[type="month"] {
			line-height: 30px;
			}
			input[type="date"].input-lg,
			input[type="time"].input-lg,
			input[type="datetime-local"].input-lg,
			input[type="month"].input-lg,
			.input-group-lg input[type="date"],
			.input-group-lg input[type="time"],
			.input-group-lg input[type="datetime-local"],
			.input-group-lg input[type="month"] {
			line-height: 45px;
			}
			}
			.form-group {
			margin-bottom: 15px;
			}
			.radio,
			.checkbox {
			position: relative;
			display: block;
			margin-top: 10px;
			margin-bottom: 10px;
			}
			.radio label,
			.checkbox label {
			min-height: 18px;
			padding-left: 20px;
			margin-bottom: 0;
			font-weight: normal;
			cursor: pointer;
			}
			.radio input[type="radio"],
			.radio-inline input[type="radio"],
			.checkbox input[type="checkbox"],
			.checkbox-inline input[type="checkbox"] {
			position: absolute;
			margin-left: -20px;
			margin-top: 4px \9;
			}
			.radio + .radio,
			.checkbox + .checkbox {
			margin-top: -5px;
			}
			.radio-inline,
			.checkbox-inline {
			position: relative;
			display: inline-block;
			padding-left: 20px;
			margin-bottom: 0;
			vertical-align: middle;
			font-weight: normal;
			cursor: pointer;
			}
			.radio-inline + .radio-inline,
			.checkbox-inline + .checkbox-inline {
			margin-top: 0;
			margin-left: 10px;
			}
			input[type="radio"][disabled],
			input[type="checkbox"][disabled],
			input[type="radio"].disabled,
			input[type="checkbox"].disabled,
			fieldset[disabled] input[type="radio"],
			fieldset[disabled] input[type="checkbox"] {
			cursor: not-allowed;
			}
			.radio-inline.disabled,
			.checkbox-inline.disabled,
			fieldset[disabled] .radio-inline,
			fieldset[disabled] .checkbox-inline {
			cursor: not-allowed;
			}
			.radio.disabled label,
			.checkbox.disabled label,
			fieldset[disabled] .radio label,
			fieldset[disabled] .checkbox label {
			cursor: not-allowed;
			}
			.form-control-static {
			padding-top: 7px;
			padding-bottom: 7px;
			margin-bottom: 0;
			min-height: 31px;
			}
			.form-control-static.input-lg,
			.form-control-static.input-sm {
			padding-left: 0;
			padding-right: 0;
			}
			.input-sm {
			height: 30px;
			padding: 5px 10px;
			font-size: 12px;
			line-height: 1.5;
			border-radius: 1px;
			}
			select.input-sm {
			height: 30px;
			line-height: 30px;
			}
			textarea.input-sm,
			select[multiple].input-sm {
			height: auto;
			}
			.form-group-sm .form-control {
			height: 30px;
			padding: 5px 10px;
			font-size: 12px;
			line-height: 1.5;
			border-radius: 1px;
			}
			.form-group-sm select.form-control {
			height: 30px;
			line-height: 30px;
			}
			.form-group-sm textarea.form-control,
			.form-group-sm select[multiple].form-control {
			height: auto;
			}
			.form-group-sm .form-control-static {
			height: 30px;
			min-height: 30px;
			padding: 6px 10px;
			font-size: 12px;
			line-height: 1.5;
			}
			.input-lg {
			height: 45px;
			padding: 10px 16px;
			font-size: 17px;
			line-height: 1.3333333;
			border-radius: 3px;
			}
			select.input-lg {
			height: 45px;
			line-height: 45px;
			}
			textarea.input-lg,
			select[multiple].input-lg {
			height: auto;
			}
			.form-group-lg .form-control {
			height: 45px;
			padding: 10px 16px;
			font-size: 17px;
			line-height: 1.3333333;
			border-radius: 3px;
			}
			.form-group-lg select.form-control {
			height: 45px;
			line-height: 45px;
			}
			.form-group-lg textarea.form-control,
			.form-group-lg select[multiple].form-control {
			height: auto;
			}
			.form-group-lg .form-control-static {
			height: 45px;
			min-height: 35px;
			padding: 11px 16px;
			font-size: 17px;
			line-height: 1.3333333;
			}
			.has-feedback {
			position: relative;
			}
			.has-feedback .form-control {
			padding-right: 40px;
			}
			.form-control-feedback {
			position: absolute;
			top: 0;
			right: 0;
			z-index: 2;
			display: block;
			width: 32px;
			height: 32px;
			line-height: 32px;
			text-align: center;
			pointer-events: none;
			}
			.input-lg + .form-control-feedback,
			.input-group-lg + .form-control-feedback,
			.form-group-lg .form-control + .form-control-feedback {
			width: 45px;
			height: 45px;
			line-height: 45px;
			}
			.input-sm + .form-control-feedback,
			.input-group-sm + .form-control-feedback,
			.form-group-sm .form-control + .form-control-feedback {
			width: 30px;
			height: 30px;
			line-height: 30px;
			}
			.has-success .help-block,
			.has-success .control-label,
			.has-success .radio,
			.has-success .checkbox,
			.has-success .radio-inline,
			.has-success .checkbox-inline,
			.has-success.radio label,
			.has-success.checkbox label,
			.has-success.radio-inline label,
			.has-success.checkbox-inline label {
			color: #3c763d;
			}
			.has-success .form-control {
			border-color: #3c763d;
			-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
			box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
			}
			.has-success .form-control:focus {
			border-color: #2b542c;
			-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
			box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
			}
			.has-success .input-group-addon {
			color: #3c763d;
			border-color: #3c763d;
			background-color: #dff0d8;
			}
			.has-success .form-control-feedback {
			color: #3c763d;
			}
			.has-warning .help-block,
			.has-warning .control-label,
			.has-warning .radio,
			.has-warning .checkbox,
			.has-warning .radio-inline,
			.has-warning .checkbox-inline,
			.has-warning.radio label,
			.has-warning.checkbox label,
			.has-warning.radio-inline label,
			.has-warning.checkbox-inline label {
			color: #8a6d3b;
			}
			.has-warning .form-control {
			border-color: #8a6d3b;
			-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
			box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
			}
			.has-warning .form-control:focus {
			border-color: #66512c;
			-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
			box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
			}
			.has-warning .input-group-addon {
			color: #8a6d3b;
			border-color: #8a6d3b;
			background-color: #fcf8e3;
			}
			.has-warning .form-control-feedback {
			color: #8a6d3b;
			}
			.has-error .help-block,
			.has-error .control-label,
			.has-error .radio,
			.has-error .checkbox,
			.has-error .radio-inline,
			.has-error .checkbox-inline,
			.has-error.radio label,
			.has-error.checkbox label,
			.has-error.radio-inline label,
			.has-error.checkbox-inline label {
			color: #a94442;
			}
			.has-error .form-control {
			border-color: #a94442;
			-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
			box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
			}
			.has-error .form-control:focus {
			border-color: #843534;
			-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
			box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
			}
			.has-error .input-group-addon {
			color: #a94442;
			border-color: #a94442;
			background-color: #f2dede;
			}
			.has-error .form-control-feedback {
			color: #a94442;
			}
			.has-feedback label ~ .form-control-feedback {
			top: 23px;
			}
			.has-feedback label.sr-only ~ .form-control-feedback {
			top: 0;
			}
			.help-block {
			display: block;
			margin-top: 5px;
			margin-bottom: 10px;
			color: #404040;
			}
			@media (min-width: 768px) {
			.form-inline .form-group {
			display: inline-block;
			margin-bottom: 0;
			vertical-align: middle;
			}
			.form-inline .form-control {
			display: inline-block;
			width: auto;
			vertical-align: middle;
			}
			.form-inline .form-control-static {
			display: inline-block;
			}
			.form-inline .input-group {
			display: inline-table;
			vertical-align: middle;
			}
			.form-inline .input-group .input-group-addon,
			.form-inline .input-group .input-group-btn,
			.form-inline .input-group .form-control {
			width: auto;
			}
			.form-inline .input-group > .form-control {
			width: 100%;
			}
			.form-inline .control-label {
			margin-bottom: 0;
			vertical-align: middle;
			}
			.form-inline .radio,
			.form-inline .checkbox {
			display: inline-block;
			margin-top: 0;
			margin-bottom: 0;
			vertical-align: middle;
			}
			.form-inline .radio label,
			.form-inline .checkbox label {
			padding-left: 0;
			}
			.form-inline .radio input[type="radio"],
			.form-inline .checkbox input[type="checkbox"] {
			position: relative;
			margin-left: 0;
			}
			.form-inline .has-feedback .form-control-feedback {
			top: 0;
			}
			}
			.form-horizontal .radio,
			.form-horizontal .checkbox,
			.form-horizontal .radio-inline,
			.form-horizontal .checkbox-inline {
			margin-top: 0;
			margin-bottom: 0;
			padding-top: 7px;
			}
			.form-horizontal .radio,
			.form-horizontal .checkbox {
			min-height: 25px;
			}
			.form-horizontal .form-group {
			margin-left: 0px;
			margin-right: 0px;
			}
			@media (min-width: 768px) {
			.form-horizontal .control-label {
			text-align: right;
			margin-bottom: 0;
			padding-top: 7px;
			}
			}
			.form-horizontal .has-feedback .form-control-feedback {
			right: 0px;
			}
			@media (min-width: 768px) {
			.form-horizontal .form-group-lg .control-label {
			padding-top: 11px;
			font-size: 17px;
			}
			}
			@media (min-width: 768px) {
			.form-horizontal .form-group-sm .control-label {
			padding-top: 6px;
			font-size: 12px;
			}
			}
			.btn {
			display: inline-block;
			margin-bottom: 0;
			font-weight: normal;
			text-align: center;
			vertical-align: middle;
			touch-action: manipulation;
			cursor: pointer;
			background-image: none;
			border: 1px solid transparent;
			white-space: nowrap;
			padding: 6px 12px;
			font-size: 13px;
			line-height: 1.42857143;
			border-radius: 2px;
			-webkit-user-select: none;
			-moz-user-select: none;
			-ms-user-select: none;
			user-select: none;
			}
			.btn:focus,
			.btn:active:focus,
			.btn.active:focus,
			.btn.focus,
			.btn:active.focus,
			.btn.active.focus {
			outline: 5px auto -webkit-focus-ring-color;
			outline-offset: -2px;
			}
			.btn:hover,
			.btn:focus,
			.btn.focus {
			color: #333;
			text-decoration: none;
			}
			.btn:active,
			.btn.active {
			outline: 0;
			background-image: none;
			-webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
			box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
			}
			.btn.disabled,
			.btn[disabled],
			fieldset[disabled] .btn {
			cursor: not-allowed;
			opacity: 0.65;
			filter: alpha(opacity=65);
			-webkit-box-shadow: none;
			box-shadow: none;
			}
			a.btn.disabled,
			fieldset[disabled] a.btn {
			pointer-events: none;
			}
			.btn-default {
			color: #333;
			background-color: #fff;
			border-color: #ccc;
			}
			.btn-default:focus,
			.btn-default.focus {
			color: #333;
			background-color: #e6e6e6;
			border-color: #8c8c8c;
			}
			.btn-default:hover {
			color: #333;
			background-color: #e6e6e6;
			border-color: #adadad;
			}
			.btn-default:active,
			.btn-default.active,
			.open > .dropdown-toggle.btn-default {
			color: #333;
			background-color: #e6e6e6;
			border-color: #adadad;
			}
			.btn-default:active:hover,
			.btn-default.active:hover,
			.open > .dropdown-toggle.btn-default:hover,
			.btn-default:active:focus,
			.btn-default.active:focus,
			.open > .dropdown-toggle.btn-default:focus,
			.btn-default:active.focus,
			.btn-default.active.focus,
			.open > .dropdown-toggle.btn-default.focus {
			color: #333;
			background-color: #d4d4d4;
			border-color: #8c8c8c;
			}
			.btn-default:active,
			.btn-default.active,
			.open > .dropdown-toggle.btn-default {
			background-image: none;
			}
			.btn-default.disabled:hover,
			.btn-default[disabled]:hover,
			fieldset[disabled] .btn-default:hover,
			.btn-default.disabled:focus,
			.btn-default[disabled]:focus,
			fieldset[disabled] .btn-default:focus,
			.btn-default.disabled.focus,
			.btn-default[disabled].focus,
			fieldset[disabled] .btn-default.focus {
			background-color: #fff;
			border-color: #ccc;
			}
			.btn-default .badge {
			color: #fff;
			background-color: #333;
			}
			.btn-primary {
			color: #fff;
			background-color: #337ab7;
			border-color: #2e6da4;
			}
			.btn-primary:focus,
			.btn-primary.focus {
			color: #fff;
			background-color: #286090;
			border-color: #122b40;
			}
			.btn-primary:hover {
			color: #fff;
			background-color: #286090;
			border-color: #204d74;
			}
			.btn-primary:active,
			.btn-primary.active,
			.open > .dropdown-toggle.btn-primary {
			color: #fff;
			background-color: #286090;
			border-color: #204d74;
			}
			.btn-primary:active:hover,
			.btn-primary.active:hover,
			.open > .dropdown-toggle.btn-primary:hover,
			.btn-primary:active:focus,
			.btn-primary.active:focus,
			.open > .dropdown-toggle.btn-primary:focus,
			.btn-primary:active.focus,
			.btn-primary.active.focus,
			.open > .dropdown-toggle.btn-primary.focus {
			color: #fff;
			background-color: #204d74;
			border-color: #122b40;
			}
			.btn-primary:active,
			.btn-primary.active,
			.open > .dropdown-toggle.btn-primary {
			background-image: none;
			}
			.btn-primary.disabled:hover,
			.btn-primary[disabled]:hover,
			fieldset[disabled] .btn-primary:hover,
			.btn-primary.disabled:focus,
			.btn-primary[disabled]:focus,
			fieldset[disabled] .btn-primary:focus,
			.btn-primary.disabled.focus,
			.btn-primary[disabled].focus,
			fieldset[disabled] .btn-primary.focus {
			background-color: #337ab7;
			border-color: #2e6da4;
			}
			.btn-primary .badge {
			color: #337ab7;
			background-color: #fff;
			}
			.btn-success {
			color: #fff;
			background-color: #5cb85c;
			border-color: #4cae4c;
			}
			.btn-success:focus,
			.btn-success.focus {
			color: #fff;
			background-color: #449d44;
			border-color: #255625;
			}
			.btn-success:hover {
			color: #fff;
			background-color: #449d44;
			border-color: #398439;
			}
			.btn-success:active,
			.btn-success.active,
			.open > .dropdown-toggle.btn-success {
			color: #fff;
			background-color: #449d44;
			border-color: #398439;
			}
			.btn-success:active:hover,
			.btn-success.active:hover,
			.open > .dropdown-toggle.btn-success:hover,
			.btn-success:active:focus,
			.btn-success.active:focus,
			.open > .dropdown-toggle.btn-success:focus,
			.btn-success:active.focus,
			.btn-success.active.focus,
			.open > .dropdown-toggle.btn-success.focus {
			color: #fff;
			background-color: #398439;
			border-color: #255625;
			}
			.btn-success:active,
			.btn-success.active,
			.open > .dropdown-toggle.btn-success {
			background-image: none;
			}
			.btn-success.disabled:hover,
			.btn-success[disabled]:hover,
			fieldset[disabled] .btn-success:hover,
			.btn-success.disabled:focus,
			.btn-success[disabled]:focus,
			fieldset[disabled] .btn-success:focus,
			.btn-success.disabled.focus,
			.btn-success[disabled].focus,
			fieldset[disabled] .btn-success.focus {
			background-color: #5cb85c;
			border-color: #4cae4c;
			}
			.btn-success .badge {
			color: #5cb85c;
			background-color: #fff;
			}
			.btn-info {
			color: #fff;
			background-color: #5bc0de;
			border-color: #46b8da;
			}
			.btn-info:focus,
			.btn-info.focus {
			color: #fff;
			background-color: #31b0d5;
			border-color: #1b6d85;
			}
			.btn-info:hover {
			color: #fff;
			background-color: #31b0d5;
			border-color: #269abc;
			}
			.btn-info:active,
			.btn-info.active,
			.open > .dropdown-toggle.btn-info {
			color: #fff;
			background-color: #31b0d5;
			border-color: #269abc;
			}
			.btn-info:active:hover,
			.btn-info.active:hover,
			.open > .dropdown-toggle.btn-info:hover,
			.btn-info:active:focus,
			.btn-info.active:focus,
			.open > .dropdown-toggle.btn-info:focus,
			.btn-info:active.focus,
			.btn-info.active.focus,
			.open > .dropdown-toggle.btn-info.focus {
			color: #fff;
			background-color: #269abc;
			border-color: #1b6d85;
			}
			.btn-info:active,
			.btn-info.active,
			.open > .dropdown-toggle.btn-info {
			background-image: none;
			}
			.btn-info.disabled:hover,
			.btn-info[disabled]:hover,
			fieldset[disabled] .btn-info:hover,
			.btn-info.disabled:focus,
			.btn-info[disabled]:focus,
			fieldset[disabled] .btn-info:focus,
			.btn-info.disabled.focus,
			.btn-info[disabled].focus,
			fieldset[disabled] .btn-info.focus {
			background-color: #5bc0de;
			border-color: #46b8da;
			}
			.btn-info .badge {
			color: #5bc0de;
			background-color: #fff;
			}
			.btn-warning {
			color: #fff;
			background-color: #f0ad4e;
			border-color: #eea236;
			}
			.btn-warning:focus,
			.btn-warning.focus {
			color: #fff;
			background-color: #ec971f;
			border-color: #985f0d;
			}
			.btn-warning:hover {
			color: #fff;
			background-color: #ec971f;
			border-color: #d58512;
			}
			.btn-warning:active,
			.btn-warning.active,
			.open > .dropdown-toggle.btn-warning {
			color: #fff;
			background-color: #ec971f;
			border-color: #d58512;
			}
			.btn-warning:active:hover,
			.btn-warning.active:hover,
			.open > .dropdown-toggle.btn-warning:hover,
			.btn-warning:active:focus,
			.btn-warning.active:focus,
			.open > .dropdown-toggle.btn-warning:focus,
			.btn-warning:active.focus,
			.btn-warning.active.focus,
			.open > .dropdown-toggle.btn-warning.focus {
			color: #fff;
			background-color: #d58512;
			border-color: #985f0d;
			}
			.btn-warning:active,
			.btn-warning.active,
			.open > .dropdown-toggle.btn-warning {
			background-image: none;
			}
			.btn-warning.disabled:hover,
			.btn-warning[disabled]:hover,
			fieldset[disabled] .btn-warning:hover,
			.btn-warning.disabled:focus,
			.btn-warning[disabled]:focus,
			fieldset[disabled] .btn-warning:focus,
			.btn-warning.disabled.focus,
			.btn-warning[disabled].focus,
			fieldset[disabled] .btn-warning.focus {
			background-color: #f0ad4e;
			border-color: #eea236;
			}
			.btn-warning .badge {
			color: #f0ad4e;
			background-color: #fff;
			}
			.btn-danger {
			color: #fff;
			background-color: #d9534f;
			border-color: #d43f3a;
			}
			.btn-danger:focus,
			.btn-danger.focus {
			color: #fff;
			background-color: #c9302c;
			border-color: #761c19;
			}
			.btn-danger:hover {
			color: #fff;
			background-color: #c9302c;
			border-color: #ac2925;
			}
			.btn-danger:active,
			.btn-danger.active,
			.open > .dropdown-toggle.btn-danger {
			color: #fff;
			background-color: #c9302c;
			border-color: #ac2925;
			}
			.btn-danger:active:hover,
			.btn-danger.active:hover,
			.open > .dropdown-toggle.btn-danger:hover,
			.btn-danger:active:focus,
			.btn-danger.active:focus,
			.open > .dropdown-toggle.btn-danger:focus,
			.btn-danger:active.focus,
			.btn-danger.active.focus,
			.open > .dropdown-toggle.btn-danger.focus {
			color: #fff;
			background-color: #ac2925;
			border-color: #761c19;
			}
			.btn-danger:active,
			.btn-danger.active,
			.open > .dropdown-toggle.btn-danger {
			background-image: none;
			}
			.btn-danger.disabled:hover,
			.btn-danger[disabled]:hover,
			fieldset[disabled] .btn-danger:hover,
			.btn-danger.disabled:focus,
			.btn-danger[disabled]:focus,
			fieldset[disabled] .btn-danger:focus,
			.btn-danger.disabled.focus,
			.btn-danger[disabled].focus,
			fieldset[disabled] .btn-danger.focus {
			background-color: #d9534f;
			border-color: #d43f3a;
			}
			.btn-danger .badge {
			color: #d9534f;
			background-color: #fff;
			}
			.btn-link {
			color: #337ab7;
			font-weight: normal;
			border-radius: 0;
			}
			.btn-link,
			.btn-link:active,
			.btn-link.active,
			.btn-link[disabled],
			fieldset[disabled] .btn-link {
			background-color: transparent;
			-webkit-box-shadow: none;
			box-shadow: none;
			}
			.btn-link,
			.btn-link:hover,
			.btn-link:focus,
			.btn-link:active {
			border-color: transparent;
			}
			.btn-link:hover,
			.btn-link:focus {
			color: #23527c;
			text-decoration: underline;
			background-color: transparent;
			}
			.btn-link[disabled]:hover,
			fieldset[disabled] .btn-link:hover,
			.btn-link[disabled]:focus,
			fieldset[disabled] .btn-link:focus {
			color: #777777;
			text-decoration: none;
			}
			.btn-lg,
			.btn-group-lg > .btn {
			padding: 10px 16px;
			font-size: 17px;
			line-height: 1.3333333;
			border-radius: 3px;
			}
			.btn-sm,
			.btn-group-sm > .btn {
			padding: 5px 10px;
			font-size: 12px;
			line-height: 1.5;
			border-radius: 1px;
			}
			.btn-xs,
			.btn-group-xs > .btn {
			padding: 1px 5px;
			font-size: 12px;
			line-height: 1.5;
			border-radius: 1px;
			}
			.btn-block {
			display: block;
			width: 100%;
			}
			.btn-block + .btn-block {
			margin-top: 5px;
			}
			input[type="submit"].btn-block,
			input[type="reset"].btn-block,
			input[type="button"].btn-block {
			width: 100%;
			}
			.fade {
			opacity: 0;
			-webkit-transition: opacity 0.15s linear;
			-o-transition: opacity 0.15s linear;
			transition: opacity 0.15s linear;
			}
			.fade.in {
			opacity: 1;
			}
			.collapse {
			display: none;
			}
			.collapse.in {
			display: block;
			}
			tr.collapse.in {
			display: table-row;
			}
			tbody.collapse.in {
			display: table-row-group;
			}
			.collapsing {
			position: relative;
			height: 0;
			overflow: hidden;
			-webkit-transition-property: height, visibility;
			transition-property: height, visibility;
			-webkit-transition-duration: 0.35s;
			transition-duration: 0.35s;
			-webkit-transition-timing-function: ease;
			transition-timing-function: ease;
			}
			.caret {
			display: inline-block;
			width: 0;
			height: 0;
			margin-left: 2px;
			vertical-align: middle;
			border-top: 4px dashed;
			border-top: 4px solid \9;
			border-right: 4px solid transparent;
			border-left: 4px solid transparent;
			}
			.dropup,
			.dropdown {
			position: relative;
			}
			.dropdown-toggle:focus {
			outline: 0;
			}
			.dropdown-menu {
			position: absolute;
			top: 100%;
			left: 0;
			z-index: 1000;
			display: none;
			float: left;
			min-width: 160px;
			padding: 5px 0;
			margin: 2px 0 0;
			list-style: none;
			font-size: 13px;
			text-align: left;
			background-color: #fff;
			border: 1px solid #ccc;
			border: 1px solid rgba(0, 0, 0, 0.15);
			border-radius: 2px;
			-webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
			box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
			background-clip: padding-box;
			}
			.dropdown-menu.pull-right {
			right: 0;
			left: auto;
			}
			.dropdown-menu .divider {
			height: 1px;
			margin: 8px 0;
			overflow: hidden;
			background-color: #e5e5e5;
			}
			.dropdown-menu > li > a {
			display: block;
			padding: 3px 20px;
			clear: both;
			font-weight: normal;
			line-height: 1.42857143;
			color: #333333;
			white-space: nowrap;
			}
			.dropdown-menu > li > a:hover,
			.dropdown-menu > li > a:focus {
			text-decoration: none;
			color: #262626;
			background-color: #f5f5f5;
			}
			.dropdown-menu > .active > a,
			.dropdown-menu > .active > a:hover,
			.dropdown-menu > .active > a:focus {
			color: #fff;
			text-decoration: none;
			outline: 0;
			background-color: #337ab7;
			}
			.dropdown-menu > .disabled > a,
			.dropdown-menu > .disabled > a:hover,
			.dropdown-menu > .disabled > a:focus {
			color: #777777;
			}
			.dropdown-menu > .disabled > a:hover,
			.dropdown-menu > .disabled > a:focus {
			text-decoration: none;
			background-color: transparent;
			background-image: none;
			filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
			cursor: not-allowed;
			}
			.open > .dropdown-menu {
			display: block;
			}
			.open > a {
			outline: 0;
			}
			.dropdown-menu-right {
			left: auto;
			right: 0;
			}
			.dropdown-menu-left {
			left: 0;
			right: auto;
			}
			.dropdown-header {
			display: block;
			padding: 3px 20px;
			font-size: 12px;
			line-height: 1.42857143;
			color: #777777;
			white-space: nowrap;
			}
			.dropdown-backdrop {
			position: fixed;
			left: 0;
			right: 0;
			bottom: 0;
			top: 0;
			z-index: 990;
			}
			.pull-right > .dropdown-menu {
			right: 0;
			left: auto;
			}
			.dropup .caret,
			.navbar-fixed-bottom .dropdown .caret {
			border-top: 0;
			border-bottom: 4px dashed;
			border-bottom: 4px solid \9;
			content: "";
			}
			.dropup .dropdown-menu,
			.navbar-fixed-bottom .dropdown .dropdown-menu {
			top: auto;
			bottom: 100%;
			margin-bottom: 2px;
			}
			@media (min-width: 541px) {
			.navbar-right .dropdown-menu {
			left: auto;
			right: 0;
			}
			.navbar-right .dropdown-menu-left {
			left: 0;
			right: auto;
			}
			}
			.btn-group,
			.btn-group-vertical {
			position: relative;
			display: inline-block;
			vertical-align: middle;
			}
			.btn-group > .btn,
			.btn-group-vertical > .btn {
			position: relative;
			float: left;
			}
			.btn-group > .btn:hover,
			.btn-group-vertical > .btn:hover,
			.btn-group > .btn:focus,
			.btn-group-vertical > .btn:focus,
			.btn-group > .btn:active,
			.btn-group-vertical > .btn:active,
			.btn-group > .btn.active,
			.btn-group-vertical > .btn.active {
			z-index: 2;
			}
			.btn-group .btn + .btn,
			.btn-group .btn + .btn-group,
			.btn-group .btn-group + .btn,
			.btn-group .btn-group + .btn-group {
			margin-left: -1px;
			}
			.btn-toolbar {
			margin-left: -5px;
			}
			.btn-toolbar .btn,
			.btn-toolbar .btn-group,
			.btn-toolbar .input-group {
			float: left;
			}
			.btn-toolbar > .btn,
			.btn-toolbar > .btn-group,
			.btn-toolbar > .input-group {
			margin-left: 5px;
			}
			.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
			border-radius: 0;
			}
			.btn-group > .btn:first-child {
			margin-left: 0;
			}
			.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
			border-bottom-right-radius: 0;
			border-top-right-radius: 0;
			}
			.btn-group > .btn:last-child:not(:first-child),
			.btn-group > .dropdown-toggle:not(:first-child) {
			border-bottom-left-radius: 0;
			border-top-left-radius: 0;
			}
			.btn-group > .btn-group {
			float: left;
			}
			.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
			border-radius: 0;
			}
			.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
			.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
			border-bottom-right-radius: 0;
			border-top-right-radius: 0;
			}
			.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
			border-bottom-left-radius: 0;
			border-top-left-radius: 0;
			}
			.btn-group .dropdown-toggle:active,
			.btn-group.open .dropdown-toggle {
			outline: 0;
			}
			.btn-group > .btn + .dropdown-toggle {
			padding-left: 8px;
			padding-right: 8px;
			}
			.btn-group > .btn-lg + .dropdown-toggle {
			padding-left: 12px;
			padding-right: 12px;
			}
			.btn-group.open .dropdown-toggle {
			-webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
			box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
			}
			.btn-group.open .dropdown-toggle.btn-link {
			-webkit-box-shadow: none;
			box-shadow: none;
			}
			.btn .caret {
			margin-left: 0;
			}
			.btn-lg .caret {
			border-width: 5px 5px 0;
			border-bottom-width: 0;
			}
			.dropup .btn-lg .caret {
			border-width: 0 5px 5px;
			}
			.btn-group-vertical > .btn,
			.btn-group-vertical > .btn-group,
			.btn-group-vertical > .btn-group > .btn {
			display: block;
			float: none;
			width: 100%;
			max-width: 100%;
			}
			.btn-group-vertical > .btn-group > .btn {
			float: none;
			}
			.btn-group-vertical > .btn + .btn,
			.btn-group-vertical > .btn + .btn-group,
			.btn-group-vertical > .btn-group + .btn,
			.btn-group-vertical > .btn-group + .btn-group {
			margin-top: -1px;
			margin-left: 0;
			}
			.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
			border-radius: 0;
			}
			.btn-group-vertical > .btn:first-child:not(:last-child) {
			border-top-right-radius: 2px;
			border-top-left-radius: 2px;
			border-bottom-right-radius: 0;
			border-bottom-left-radius: 0;
			}
			.btn-group-vertical > .btn:last-child:not(:first-child) {
			border-top-right-radius: 0;
			border-top-left-radius: 0;
			border-bottom-right-radius: 2px;
			border-bottom-left-radius: 2px;
			}
			.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
			border-radius: 0;
			}
			.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
			.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
			border-bottom-right-radius: 0;
			border-bottom-left-radius: 0;
			}
			.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
			border-top-right-radius: 0;
			border-top-left-radius: 0;
			}
			.btn-group-justified {
			display: table;
			width: 100%;
			table-layout: fixed;
			border-collapse: separate;
			}
			.btn-group-justified > .btn,
			.btn-group-justified > .btn-group {
			float: none;
			display: table-cell;
			width: 1%;
			}
			.btn-group-justified > .btn-group .btn {
			width: 100%;
			}
			.btn-group-justified > .btn-group .dropdown-menu {
			left: auto;
			}
			[data-toggle="buttons"] > .btn input[type="radio"],
			[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
			[data-toggle="buttons"] > .btn input[type="checkbox"],
			[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
			position: absolute;
			clip: rect(0, 0, 0, 0);
			pointer-events: none;
			}
			.input-group {
			position: relative;
			display: table;
			border-collapse: separate;
			}
			.input-group[class*="col-"] {
			float: none;
			padding-left: 0;
			padding-right: 0;
			}
			.input-group .form-control {
			position: relative;
			z-index: 2;
			float: left;
			width: 100%;
			margin-bottom: 0;
			}
			.input-group .form-control:focus {
			z-index: 3;
			}
			.input-group-lg > .form-control,
			.input-group-lg > .input-group-addon,
			.input-group-lg > .input-group-btn > .btn {
			height: 45px;
			padding: 10px 16px;
			font-size: 17px;
			line-height: 1.3333333;
			border-radius: 3px;
			}
			select.input-group-lg > .form-control,
			select.input-group-lg > .input-group-addon,
			select.input-group-lg > .input-group-btn > .btn {
			height: 45px;
			line-height: 45px;
			}
			textarea.input-group-lg > .form-control,
			textarea.input-group-lg > .input-group-addon,
			textarea.input-group-lg > .input-group-btn > .btn,
			select[multiple].input-group-lg > .form-control,
			select[multiple].input-group-lg > .input-group-addon,
			select[multiple].input-group-lg > .input-group-btn > .btn {
			height: auto;
			}
			.input-group-sm > .form-control,
			.input-group-sm > .input-group-addon,
			.input-group-sm > .input-group-btn > .btn {
			height: 30px;
			padding: 5px 10px;
			font-size: 12px;
			line-height: 1.5;
			border-radius: 1px;
			}
			select.input-group-sm > .form-control,
			select.input-group-sm > .input-group-addon,
			select.input-group-sm > .input-group-btn > .btn {
			height: 30px;
			line-height: 30px;
			}
			textarea.input-group-sm > .form-control,
			textarea.input-group-sm > .input-group-addon,
			textarea.input-group-sm > .input-group-btn > .btn,
			select[multiple].input-group-sm > .form-control,
			select[multiple].input-group-sm > .input-group-addon,
			select[multiple].input-group-sm > .input-group-btn > .btn {
			height: auto;
			}
			.input-group-addon,
			.input-group-btn,
			.input-group .form-control {
			display: table-cell;
			}
			.input-group-addon:not(:first-child):not(:last-child),
			.input-group-btn:not(:first-child):not(:last-child),
			.input-group .form-control:not(:first-child):not(:last-child) {
			border-radius: 0;
			}
			.input-group-addon,
			.input-group-btn {
			width: 1%;
			white-space: nowrap;
			vertical-align: middle;
			}
			.input-group-addon {
			padding: 6px 12px;
			font-size: 13px;
			font-weight: normal;
			line-height: 1;
			color: #555555;
			text-align: center;
			background-color: #eeeeee;
			border: 1px solid #ccc;
			border-radius: 2px;
			}
			.input-group-addon.input-sm {
			padding: 5px 10px;
			font-size: 12px;
			border-radius: 1px;
			}
			.input-group-addon.input-lg {
			padding: 10px 16px;
			font-size: 17px;
			border-radius: 3px;
			}
			.input-group-addon input[type="radio"],
			.input-group-addon input[type="checkbox"] {
			margin-top: 0;
			}
			.input-group .form-control:first-child,
			.input-group-addon:first-child,
			.input-group-btn:first-child > .btn,
			.input-group-btn:first-child > .btn-group > .btn,
			.input-group-btn:first-child > .dropdown-toggle,
			.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
			.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
			border-bottom-right-radius: 0;
			border-top-right-radius: 0;
			}
			.input-group-addon:first-child {
			border-right: 0;
			}
			.input-group .form-control:last-child,
			.input-group-addon:last-child,
			.input-group-btn:last-child > .btn,
			.input-group-btn:last-child > .btn-group > .btn,
			.input-group-btn:last-child > .dropdown-toggle,
			.input-group-btn:first-child > .btn:not(:first-child),
			.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
			border-bottom-left-radius: 0;
			border-top-left-radius: 0;
			}
			.input-group-addon:last-child {
			border-left: 0;
			}
			.input-group-btn {
			position: relative;
			font-size: 0;
			white-space: nowrap;
			}
			.input-group-btn > .btn {
			position: relative;
			}
			.input-group-btn > .btn + .btn {
			margin-left: -1px;
			}
			.input-group-btn > .btn:hover,
			.input-group-btn > .btn:focus,
			.input-group-btn > .btn:active {
			z-index: 2;
			}
			.input-group-btn:first-child > .btn,
			.input-group-btn:first-child > .btn-group {
			margin-right: -1px;
			}
			.input-group-btn:last-child > .btn,
			.input-group-btn:last-child > .btn-group {
			z-index: 2;
			margin-left: -1px;
			}
			.nav {
			margin-bottom: 0;
			padding-left: 0;
			list-style: none;
			}
			.nav > li {
			position: relative;
			display: block;
			}
			.nav > li > a {
			position: relative;
			display: block;
			padding: 10px 15px;
			}
			.nav > li > a:hover,
			.nav > li > a:focus {
			text-decoration: none;
			background-color: #eeeeee;
			}
			.nav > li.disabled > a {
			color: #777777;
			}
			.nav > li.disabled > a:hover,
			.nav > li.disabled > a:focus {
			color: #777777;
			text-decoration: none;
			background-color: transparent;
			cursor: not-allowed;
			}
			.nav .open > a,
			.nav .open > a:hover,
			.nav .open > a:focus {
			background-color: #eeeeee;
			border-color: #337ab7;
			}
			.nav .nav-divider {
			height: 1px;
			margin: 8px 0;
			overflow: hidden;
			background-color: #e5e5e5;
			}
			.nav > li > a > img {
			max-width: none;
			}
			.nav-tabs {
			border-bottom: 1px solid #ddd;
			}
			.nav-tabs > li {
			float: left;
			margin-bottom: -1px;
			}
			.nav-tabs > li > a {
			margin-right: 2px;
			line-height: 1.42857143;
			border: 1px solid transparent;
			border-radius: 2px 2px 0 0;
			}
			.nav-tabs > li > a:hover {
			border-color: #eeeeee #eeeeee #ddd;
			}
			.nav-tabs > li.active > a,
			.nav-tabs > li.active > a:hover,
			.nav-tabs > li.active > a:focus {
			color: #555555;
			background-color: #fff;
			border: 1px solid #ddd;
			border-bottom-color: transparent;
			cursor: default;
			}
			.nav-tabs.nav-justified {
			width: 100%;
			border-bottom: 0;
			}
			.nav-tabs.nav-justified > li {
			float: none;
			}
			.nav-tabs.nav-justified > li > a {
			text-align: center;
			margin-bottom: 5px;
			}
			.nav-tabs.nav-justified > .dropdown .dropdown-menu {
			top: auto;
			left: auto;
			}
			@media (min-width: 768px) {
			.nav-tabs.nav-justified > li {
			display: table-cell;
			width: 1%;
			}
			.nav-tabs.nav-justified > li > a {
			margin-bottom: 0;
			}
			}
			.nav-tabs.nav-justified > li > a {
			margin-right: 0;
			border-radius: 2px;
			}
			.nav-tabs.nav-justified > .active > a,
			.nav-tabs.nav-justified > .active > a:hover,
			.nav-tabs.nav-justified > .active > a:focus {
			border: 1px solid #ddd;
			}
			@media (min-width: 768px) {
			.nav-tabs.nav-justified > li > a {
			border-bottom: 1px solid #ddd;
			border-radius: 2px 2px 0 0;
			}
			.nav-tabs.nav-justified > .active > a,
			.nav-tabs.nav-justified > .active > a:hover,
			.nav-tabs.nav-justified > .active > a:focus {
			border-bottom-color: #fff;
			}
			}
			.nav-pills > li {
			float: left;
			}
			.nav-pills > li > a {
			border-radius: 2px;
			}
			.nav-pills > li + li {
			margin-left: 2px;
			}
			.nav-pills > li.active > a,
			.nav-pills > li.active > a:hover,
			.nav-pills > li.active > a:focus {
			color: #fff;
			background-color: #337ab7;
			}
			.nav-stacked > li {
			float: none;
			}
			.nav-stacked > li + li {
			margin-top: 2px;
			margin-left: 0;
			}
			.nav-justified {
			width: 100%;
			}
			.nav-justified > li {
			float: none;
			}
			.nav-justified > li > a {
			text-align: center;
			margin-bottom: 5px;
			}
			.nav-justified > .dropdown .dropdown-menu {
			top: auto;
			left: auto;
			}
			@media (min-width: 768px) {
			.nav-justified > li {
			display: table-cell;
			width: 1%;
			}
			.nav-justified > li > a {
			margin-bottom: 0;
			}
			}
			.nav-tabs-justified {
			border-bottom: 0;
			}
			.nav-tabs-justified > li > a {
			margin-right: 0;
			border-radius: 2px;
			}
			.nav-tabs-justified > .active > a,
			.nav-tabs-justified > .active > a:hover,
			.nav-tabs-justified > .active > a:focus {
			border: 1px solid #ddd;
			}
			@media (min-width: 768px) {
			.nav-tabs-justified > li > a {
			border-bottom: 1px solid #ddd;
			border-radius: 2px 2px 0 0;
			}
			.nav-tabs-justified > .active > a,
			.nav-tabs-justified > .active > a:hover,
			.nav-tabs-justified > .active > a:focus {
			border-bottom-color: #fff;
			}
			}
			.tab-content > .tab-pane {
			display: none;
			}
			.tab-content > .active {
			display: block;
			}
			.nav-tabs .dropdown-menu {
			margin-top: -1px;
			border-top-right-radius: 0;
			border-top-left-radius: 0;
			}
			.navbar {
			position: relative;
			min-height: 30px;
			margin-bottom: 18px;
			border: 1px solid transparent;
			}
			@media (min-width: 541px) {
			.navbar {
			border-radius: 2px;
			}
			}
			@media (min-width: 541px) {
			.navbar-header {
			float: left;
			}
			}
			.navbar-collapse {
			overflow-x: visible;
			padding-right: 0px;
			padding-left: 0px;
			border-top: 1px solid transparent;
			box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
			-webkit-overflow-scrolling: touch;
			}
			.navbar-collapse.in {
			overflow-y: auto;
			}
			@media (min-width: 541px) {
			.navbar-collapse {
			width: auto;
			border-top: 0;
			box-shadow: none;
			}
			.navbar-collapse.collapse {
			display: block !important;
			height: auto !important;
			padding-bottom: 0;
			overflow: visible !important;
			}
			.navbar-collapse.in {
			overflow-y: visible;
			}
			.navbar-fixed-top .navbar-collapse,
			.navbar-static-top .navbar-collapse,
			.navbar-fixed-bottom .navbar-collapse {
			padding-left: 0;
			padding-right: 0;
			}
			}
			.navbar-fixed-top .navbar-collapse,
			.navbar-fixed-bottom .navbar-collapse {
			max-height: 340px;
			}
			@media (max-device-width: 540px) and (orientation: landscape) {
			.navbar-fixed-top .navbar-collapse,
			.navbar-fixed-bottom .navbar-collapse {
			max-height: 200px;
			}
			}
			.container > .navbar-header,
			.container-fluid > .navbar-header,
			.container > .navbar-collapse,
			.container-fluid > .navbar-collapse {
			margin-right: 0px;
			margin-left: 0px;
			}
			@media (min-width: 541px) {
			.container > .navbar-header,
			.container-fluid > .navbar-header,
			.container > .navbar-collapse,
			.container-fluid > .navbar-collapse {
			margin-right: 0;
			margin-left: 0;
			}
			}
			.navbar-static-top {
			z-index: 1000;
			border-width: 0 0 1px;
			}
			@media (min-width: 541px) {
			.navbar-static-top {
			border-radius: 0;
			}
			}
			.navbar-fixed-top,
			.navbar-fixed-bottom {
			position: fixed;
			right: 0;
			left: 0;
			z-index: 1030;
			}
			@media (min-width: 541px) {
			.navbar-fixed-top,
			.navbar-fixed-bottom {
			border-radius: 0;
			}
			}
			.navbar-fixed-top {
			top: 0;
			border-width: 0 0 1px;
			}
			.navbar-fixed-bottom {
			bottom: 0;
			margin-bottom: 0;
			border-width: 1px 0 0;
			}
			.navbar-brand {
			float: left;
			padding: 6px 0px;
			font-size: 17px;
			line-height: 18px;
			height: 30px;
			}
			.navbar-brand:hover,
			.navbar-brand:focus {
			text-decoration: none;
			}
			.navbar-brand > img {
			display: block;
			}
			@media (min-width: 541px) {
			.navbar > .container .navbar-brand,
			.navbar > .container-fluid .navbar-brand {
			margin-left: 0px;
			}
			}
			.navbar-toggle {
			position: relative;
			float: right;
			margin-right: 0px;
			padding: 9px 10px;
			margin-top: -2px;
			margin-bottom: -2px;
			background-color: transparent;
			background-image: none;
			border: 1px solid transparent;
			border-radius: 2px;
			}
			.navbar-toggle:focus {
			outline: 0;
			}
			.navbar-toggle .icon-bar {
			display: block;
			width: 22px;
			height: 2px;
			border-radius: 1px;
			}
			.navbar-toggle .icon-bar + .icon-bar {
			margin-top: 4px;
			}
			@media (min-width: 541px) {
			.navbar-toggle {
			display: none;
			}
			}
			.navbar-nav {
			margin: 3px 0px;
			}
			.navbar-nav > li > a {
			padding-top: 10px;
			padding-bottom: 10px;
			line-height: 18px;
			}
			@media (max-width: 540px) {
			.navbar-nav .open .dropdown-menu {
			position: static;
			float: none;
			width: auto;
			margin-top: 0;
			background-color: transparent;
			border: 0;
			box-shadow: none;
			}
			.navbar-nav .open .dropdown-menu > li > a,
			.navbar-nav .open .dropdown-menu .dropdown-header {
			padding: 5px 15px 5px 25px;
			}
			.navbar-nav .open .dropdown-menu > li > a {
			line-height: 18px;
			}
			.navbar-nav .open .dropdown-menu > li > a:hover,
			.navbar-nav .open .dropdown-menu > li > a:focus {
			background-image: none;
			}
			}
			@media (min-width: 541px) {
			.navbar-nav {
			float: left;
			margin: 0;
			}
			.navbar-nav > li {
			float: left;
			}
			.navbar-nav > li > a {
			padding-top: 6px;
			padding-bottom: 6px;
			}
			}
			.navbar-form {
			margin-left: 0px;
			margin-right: 0px;
			padding: 10px 0px;
			border-top: 1px solid transparent;
			border-bottom: 1px solid transparent;
			-webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
			box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
			margin-top: -1px;
			margin-bottom: -1px;
			}
			@media (min-width: 768px) {
			.navbar-form .form-group {
			display: inline-block;
			margin-bottom: 0;
			vertical-align: middle;
			}
			.navbar-form .form-control {
			display: inline-block;
			width: auto;
			vertical-align: middle;
			}
			.navbar-form .form-control-static {
			display: inline-block;
			}
			.navbar-form .input-group {
			display: inline-table;
			vertical-align: middle;
			}
			.navbar-form .input-group .input-group-addon,
			.navbar-form .input-group .input-group-btn,
			.navbar-form .input-group .form-control {
			width: auto;
			}
			.navbar-form .input-group > .form-control {
			width: 100%;
			}
			.navbar-form .control-label {
			margin-bottom: 0;
			vertical-align: middle;
			}
			.navbar-form .radio,
			.navbar-form .checkbox {
			display: inline-block;
			margin-top: 0;
			margin-bottom: 0;
			vertical-align: middle;
			}
			.navbar-form .radio label,
			.navbar-form .checkbox label {
			padding-left: 0;
			}
			.navbar-form .radio input[type="radio"],
			.navbar-form .checkbox input[type="checkbox"] {
			position: relative;
			margin-left: 0;
			}
			.navbar-form .has-feedback .form-control-feedback {
			top: 0;
			}
			}
			@media (max-width: 540px) {
			.navbar-form .form-group {
			margin-bottom: 5px;
			}
			.navbar-form .form-group:last-child {
			margin-bottom: 0;
			}
			}
			@media (min-width: 541px) {
			.navbar-form {
			width: auto;
			border: 0;
			margin-left: 0;
			margin-right: 0;
			padding-top: 0;
			padding-bottom: 0;
			-webkit-box-shadow: none;
			box-shadow: none;
			}
			}
			.navbar-nav > li > .dropdown-menu {
			margin-top: 0;
			border-top-right-radius: 0;
			border-top-left-radius: 0;
			}
			.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
			margin-bottom: 0;
			border-top-right-radius: 2px;
			border-top-left-radius: 2px;
			border-bottom-right-radius: 0;
			border-bottom-left-radius: 0;
			}
			.navbar-btn {
			margin-top: -1px;
			margin-bottom: -1px;
			}
			.navbar-btn.btn-sm {
			margin-top: 0px;
			margin-bottom: 0px;
			}
			.navbar-btn.btn-xs {
			margin-top: 4px;
			margin-bottom: 4px;
			}
			.navbar-text {
			margin-top: 6px;
			margin-bottom: 6px;
			}
			@media (min-width: 541px) {
			.navbar-text {
			float: left;
			margin-left: 0px;
			margin-right: 0px;
			}
			}
			@media (min-width: 541px) {
			.navbar-left {
			float: left !important;
			float: left;
			}
			.navbar-right {
			float: right !important;
			float: right;
			margin-right: 0px;
			}
			.navbar-right ~ .navbar-right {
			margin-right: 0;
			}
			}
			.navbar-default {
			background-color: #f8f8f8;
			border-color: #e7e7e7;
			}
			.navbar-default .navbar-brand {
			color: #777;
			}
			.navbar-default .navbar-brand:hover,
			.navbar-default .navbar-brand:focus {
			color: #5e5e5e;
			background-color: transparent;
			}
			.navbar-default .navbar-text {
			color: #777;
			}
			.navbar-default .navbar-nav > li > a {
			color: #777;
			}
			.navbar-default .navbar-nav > li > a:hover,
			.navbar-default .navbar-nav > li > a:focus {
			color: #333;
			background-color: transparent;
			}
			.navbar-default .navbar-nav > .active > a,
			.navbar-default .navbar-nav > .active > a:hover,
			.navbar-default .navbar-nav > .active > a:focus {
			color: #555;
			background-color: #e7e7e7;
			}
			.navbar-default .navbar-nav > .disabled > a,
			.navbar-default .navbar-nav > .disabled > a:hover,
			.navbar-default .navbar-nav > .disabled > a:focus {
			color: #ccc;
			background-color: transparent;
			}
			.navbar-default .navbar-toggle {
			border-color: #ddd;
			}
			.navbar-default .navbar-toggle:hover,
			.navbar-default .navbar-toggle:focus {
			background-color: #ddd;
			}
			.navbar-default .navbar-toggle .icon-bar {
			background-color: #888;
			}
			.navbar-default .navbar-collapse,
			.navbar-default .navbar-form {
			border-color: #e7e7e7;
			}
			.navbar-default .navbar-nav > .open > a,
			.navbar-default .navbar-nav > .open > a:hover,
			.navbar-default .navbar-nav > .open > a:focus {
			background-color: #e7e7e7;
			color: #555;
			}
			@media (max-width: 540px) {
			.navbar-default .navbar-nav .open .dropdown-menu > li > a {
			color: #777;
			}
			.navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
			.navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
			color: #333;
			background-color: transparent;
			}
			.navbar-default .navbar-nav .open .dropdown-menu > .active > a,
			.navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
			.navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
			color: #555;
			background-color: #e7e7e7;
			}
			.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
			.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
			.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
			color: #ccc;
			background-color: transparent;
			}
			}
			.navbar-default .navbar-link {
			color: #777;
			}
			.navbar-default .navbar-link:hover {
			color: #333;
			}
			.navbar-default .btn-link {
			color: #777;
			}
			.navbar-default .btn-link:hover,
			.navbar-default .btn-link:focus {
			color: #333;
			}
			.navbar-default .btn-link[disabled]:hover,
			fieldset[disabled] .navbar-default .btn-link:hover,
			.navbar-default .btn-link[disabled]:focus,
			fieldset[disabled] .navbar-default .btn-link:focus {
			color: #ccc;
			}
			.navbar-inverse {
			background-color: #222;
			border-color: #080808;
			}
			.navbar-inverse .navbar-brand {
			color: #9d9d9d;
			}
			.navbar-inverse .navbar-brand:hover,
			.navbar-inverse .navbar-brand:focus {
			color: #fff;
			background-color: transparent;
			}
			.navbar-inverse .navbar-text {
			color: #9d9d9d;
			}
			.navbar-inverse .navbar-nav > li > a {
			color: #9d9d9d;
			}
			.navbar-inverse .navbar-nav > li > a:hover,
			.navbar-inverse .navbar-nav > li > a:focus {
			color: #fff;
			background-color: transparent;
			}
			.navbar-inverse .navbar-nav > .active > a,
			.navbar-inverse .navbar-nav > .active > a:hover,
			.navbar-inverse .navbar-nav > .active > a:focus {
			color: #fff;
			background-color: #080808;
			}
			.navbar-inverse .navbar-nav > .disabled > a,
			.navbar-inverse .navbar-nav > .disabled > a:hover,
			.navbar-inverse .navbar-nav > .disabled > a:focus {
			color: #444;
			background-color: transparent;
			}
			.navbar-inverse .navbar-toggle {
			border-color: #333;
			}
			.navbar-inverse .navbar-toggle:hover,
			.navbar-inverse .navbar-toggle:focus {
			background-color: #333;
			}
			.navbar-inverse .navbar-toggle .icon-bar {
			background-color: #fff;
			}
			.navbar-inverse .navbar-collapse,
			.navbar-inverse .navbar-form {
			border-color: #101010;
			}
			.navbar-inverse .navbar-nav > .open > a,
			.navbar-inverse .navbar-nav > .open > a:hover,
			.navbar-inverse .navbar-nav > .open > a:focus {
			background-color: #080808;
			color: #fff;
			}
			@media (max-width: 540px) {
			.navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
			border-color: #080808;
			}
			.navbar-inverse .navbar-nav .open .dropdown-menu .divider {
			background-color: #080808;
			}
			.navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
			color: #9d9d9d;
			}
			.navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
			.navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
			color: #fff;
			background-color: transparent;
			}
			.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
			.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
			.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
			color: #fff;
			background-color: #080808;
			}
			.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
			.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
			.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
			color: #444;
			background-color: transparent;
			}
			}
			.navbar-inverse .navbar-link {
			color: #9d9d9d;
			}
			.navbar-inverse .navbar-link:hover {
			color: #fff;
			}
			.navbar-inverse .btn-link {
			color: #9d9d9d;
			}
			.navbar-inverse .btn-link:hover,
			.navbar-inverse .btn-link:focus {
			color: #fff;
			}
			.navbar-inverse .btn-link[disabled]:hover,
			fieldset[disabled] .navbar-inverse .btn-link:hover,
			.navbar-inverse .btn-link[disabled]:focus,
			fieldset[disabled] .navbar-inverse .btn-link:focus {
			color: #444;
			}
			.breadcrumb {
			padding: 8px 15px;
			margin-bottom: 18px;
			list-style: none;
			background-color: #f5f5f5;
			border-radius: 2px;
			}
			.breadcrumb > li {
			display: inline-block;
			}
			.breadcrumb > li + li:before {
			content: "/\00a0";
			padding: 0 5px;
			color: #5e5e5e;
			}
			.breadcrumb > .active {
			color: #777777;
			}
			.pagination {
			display: inline-block;
			padding-left: 0;
			margin: 18px 0;
			border-radius: 2px;
			}
			.pagination > li {
			display: inline;
			}
			.pagination > li > a,
			.pagination > li > span {
			position: relative;
			float: left;
			padding: 6px 12px;
			line-height: 1.42857143;
			text-decoration: none;
			color: #337ab7;
			background-color: #fff;
			border: 1px solid #ddd;
			margin-left: -1px;
			}
			.pagination > li:first-child > a,
			.pagination > li:first-child > span {
			margin-left: 0;
			border-bottom-left-radius: 2px;
			border-top-left-radius: 2px;
			}
			.pagination > li:last-child > a,
			.pagination > li:last-child > span {
			border-bottom-right-radius: 2px;
			border-top-right-radius: 2px;
			}
			.pagination > li > a:hover,
			.pagination > li > span:hover,
			.pagination > li > a:focus,
			.pagination > li > span:focus {
			z-index: 2;
			color: #23527c;
			background-color: #eeeeee;
			border-color: #ddd;
			}
			.pagination > .active > a,
			.pagination > .active > span,
			.pagination > .active > a:hover,
			.pagination > .active > span:hover,
			.pagination > .active > a:focus,
			.pagination > .active > span:focus {
			z-index: 3;
			color: #fff;
			background-color: #337ab7;
			border-color: #337ab7;
			cursor: default;
			}
			.pagination > .disabled > span,
			.pagination > .disabled > span:hover,
			.pagination > .disabled > span:focus,
			.pagination > .disabled > a,
			.pagination > .disabled > a:hover,
			.pagination > .disabled > a:focus {
			color: #777777;
			background-color: #fff;
			border-color: #ddd;
			cursor: not-allowed;
			}
			.pagination-lg > li > a,
			.pagination-lg > li > span {
			padding: 10px 16px;
			font-size: 17px;
			line-height: 1.3333333;
			}
			.pagination-lg > li:first-child > a,
			.pagination-lg > li:first-child > span {
			border-bottom-left-radius: 3px;
			border-top-left-radius: 3px;
			}
			.pagination-lg > li:last-child > a,
			.pagination-lg > li:last-child > span {
			border-bottom-right-radius: 3px;
			border-top-right-radius: 3px;
			}
			.pagination-sm > li > a,
			.pagination-sm > li > span {
			padding: 5px 10px;
			font-size: 12px;
			line-height: 1.5;
			}
			.pagination-sm > li:first-child > a,
			.pagination-sm > li:first-child > span {
			border-bottom-left-radius: 1px;
			border-top-left-radius: 1px;
			}
			.pagination-sm > li:last-child > a,
			.pagination-sm > li:last-child > span {
			border-bottom-right-radius: 1px;
			border-top-right-radius: 1px;
			}
			.pager {
			padding-left: 0;
			margin: 18px 0;
			list-style: none;
			text-align: center;
			}
			.pager li {
			display: inline;
			}
			.pager li > a,
			.pager li > span {
			display: inline-block;
			padding: 5px 14px;
			background-color: #fff;
			border: 1px solid #ddd;
			border-radius: 15px;
			}
			.pager li > a:hover,
			.pager li > a:focus {
			text-decoration: none;
			background-color: #eeeeee;
			}
			.pager .next > a,
			.pager .next > span {
			float: right;
			}
			.pager .previous > a,
			.pager .previous > span {
			float: left;
			}
			.pager .disabled > a,
			.pager .disabled > a:hover,
			.pager .disabled > a:focus,
			.pager .disabled > span {
			color: #777777;
			background-color: #fff;
			cursor: not-allowed;
			}
			.label {
			display: inline;
			padding: .2em .6em .3em;
			font-size: 75%;
			font-weight: bold;
			line-height: 1;
			color: #fff;
			text-align: center;
			white-space: nowrap;
			vertical-align: baseline;
			border-radius: .25em;
			}
			a.label:hover,
			a.label:focus {
			color: #fff;
			text-decoration: none;
			cursor: pointer;
			}
			.label:empty {
			display: none;
			}
			.btn .label {
			position: relative;
			top: -1px;
			}
			.label-default {
			background-color: #777777;
			}
			.label-default[href]:hover,
			.label-default[href]:focus {
			background-color: #5e5e5e;
			}
			.label-primary {
			background-color: #337ab7;
			}
			.label-primary[href]:hover,
			.label-primary[href]:focus {
			background-color: #286090;
			}
			.label-success {
			background-color: #5cb85c;
			}
			.label-success[href]:hover,
			.label-success[href]:focus {
			background-color: #449d44;
			}
			.label-info {
			background-color: #5bc0de;
			}
			.label-info[href]:hover,
			.label-info[href]:focus {
			background-color: #31b0d5;
			}
			.label-warning {
			background-color: #f0ad4e;
			}
			.label-warning[href]:hover,
			.label-warning[href]:focus {
			background-color: #ec971f;
			}
			.label-danger {
			background-color: #d9534f;
			}
			.label-danger[href]:hover,
			.label-danger[href]:focus {
			background-color: #c9302c;
			}
			.badge {
			display: inline-block;
			min-width: 10px;
			padding: 3px 7px;
			font-size: 12px;
			font-weight: bold;
			color: #fff;
			line-height: 1;
			vertical-align: middle;
			white-space: nowrap;
			text-align: center;
			background-color: #777777;
			border-radius: 10px;
			}
			.badge:empty {
			display: none;
			}
			.btn .badge {
			position: relative;
			top: -1px;
			}
			.btn-xs .badge,
			.btn-group-xs > .btn .badge {
			top: 0;
			padding: 1px 5px;
			}
			a.badge:hover,
			a.badge:focus {
			color: #fff;
			text-decoration: none;
			cursor: pointer;
			}
			.list-group-item.active > .badge,
			.nav-pills > .active > a > .badge {
			color: #337ab7;
			background-color: #fff;
			}
			.list-group-item > .badge {
			float: right;
			}
			.list-group-item > .badge + .badge {
			margin-right: 5px;
			}
			.nav-pills > li > a > .badge {
			margin-left: 3px;
			}
			.jumbotron {
			padding-top: 30px;
			padding-bottom: 30px;
			margin-bottom: 30px;
			color: inherit;
			background-color: #eeeeee;
			}
			.jumbotron h1,
			.jumbotron .h1 {
			color: inherit;
			}
			.jumbotron p {
			margin-bottom: 15px;
			font-size: 20px;
			font-weight: 200;
			}
			.jumbotron > hr {
			border-top-color: #d5d5d5;
			}
			.container .jumbotron,
			.container-fluid .jumbotron {
			border-radius: 3px;
			padding-left: 0px;
			padding-right: 0px;
			}
			.jumbotron .container {
			max-width: 100%;
			}
			@media screen and (min-width: 768px) {
			.jumbotron {
			padding-top: 48px;
			padding-bottom: 48px;
			}
			.container .jumbotron,
			.container-fluid .jumbotron {
			padding-left: 60px;
			padding-right: 60px;
			}
			.jumbotron h1,
			.jumbotron .h1 {
			font-size: 59px;
			}
			}
			.thumbnail {
			display: block;
			padding: 4px;
			margin-bottom: 18px;
			line-height: 1.42857143;
			background-color: #fff;
			border: 1px solid #ddd;
			border-radius: 2px;
			-webkit-transition: border 0.2s ease-in-out;
			-o-transition: border 0.2s ease-in-out;
			transition: border 0.2s ease-in-out;
			}
			.thumbnail > img,
			.thumbnail a > img {
			margin-left: auto;
			margin-right: auto;
			}
			a.thumbnail:hover,
			a.thumbnail:focus,
			a.thumbnail.active {
			border-color: #337ab7;
			}
			.thumbnail .caption {
			padding: 9px;
			color: #000;
			}
			.alert {
			padding: 15px;
			margin-bottom: 18px;
			border: 1px solid transparent;
			border-radius: 2px;
			}
			.alert h4 {
			margin-top: 0;
			color: inherit;
			}
			.alert .alert-link {
			font-weight: bold;
			}
			.alert > p,
			.alert > ul {
			margin-bottom: 0;
			}
			.alert > p + p {
			margin-top: 5px;
			}
			.alert-dismissable,
			.alert-dismissible {
			padding-right: 35px;
			}
			.alert-dismissable .close,
			.alert-dismissible .close {
			position: relative;
			top: -2px;
			right: -21px;
			color: inherit;
			}
			.alert-success {
			background-color: #dff0d8;
			border-color: #d6e9c6;
			color: #3c763d;
			}
			.alert-success hr {
			border-top-color: #c9e2b3;
			}
			.alert-success .alert-link {
			color: #2b542c;
			}
			.alert-info {
			background-color: #d9edf7;
			border-color: #bce8f1;
			color: #31708f;
			}
			.alert-info hr {
			border-top-color: #a6e1ec;
			}
			.alert-info .alert-link {
			color: #245269;
			}
			.alert-warning {
			background-color: #fcf8e3;
			border-color: #faebcc;
			color: #8a6d3b;
			}
			.alert-warning hr {
			border-top-color: #f7e1b5;
			}
			.alert-warning .alert-link {
			color: #66512c;
			}
			.alert-danger {
			background-color: #f2dede;
			border-color: #ebccd1;
			color: #a94442;
			}
			.alert-danger hr {
			border-top-color: #e4b9c0;
			}
			.alert-danger .alert-link {
			color: #843534;
			}
			@-webkit-keyframes progress-bar-stripes {
			from {
			background-position: 40px 0;
			}
			to {
			background-position: 0 0;
			}
			}
			@keyframes progress-bar-stripes {
			from {
			background-position: 40px 0;
			}
			to {
			background-position: 0 0;
			}
			}
			.progress {
			overflow: hidden;
			height: 18px;
			margin-bottom: 18px;
			background-color: #f5f5f5;
			border-radius: 2px;
			-webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
			box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
			}
			.progress-bar {
			float: left;
			width: 0%;
			height: 100%;
			font-size: 12px;
			line-height: 18px;
			color: #fff;
			text-align: center;
			background-color: #337ab7;
			-webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
			box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
			-webkit-transition: width 0.6s ease;
			-o-transition: width 0.6s ease;
			transition: width 0.6s ease;
			}
			.progress-striped .progress-bar,
			.progress-bar-striped {
			background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-size: 40px 40px;
			}
			.progress.active .progress-bar,
			.progress-bar.active {
			-webkit-animation: progress-bar-stripes 2s linear infinite;
			-o-animation: progress-bar-stripes 2s linear infinite;
			animation: progress-bar-stripes 2s linear infinite;
			}
			.progress-bar-success {
			background-color: #5cb85c;
			}
			.progress-striped .progress-bar-success {
			background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			}
			.progress-bar-info {
			background-color: #5bc0de;
			}
			.progress-striped .progress-bar-info {
			background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			}
			.progress-bar-warning {
			background-color: #f0ad4e;
			}
			.progress-striped .progress-bar-warning {
			background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			}
			.progress-bar-danger {
			background-color: #d9534f;
			}
			.progress-striped .progress-bar-danger {
			background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
			}
			.media {
			margin-top: 15px;
			}
			.media:first-child {
			margin-top: 0;
			}
			.media,
			.media-body {
			zoom: 1;
			overflow: hidden;
			}
			.media-body {
			width: 10000px;
			}
			.media-object {
			display: block;
			}
			.media-object.img-thumbnail {
			max-width: none;
			}
			.media-right,
			.media > .pull-right {
			padding-left: 10px;
			}
			.media-left,
			.media > .pull-left {
			padding-right: 10px;
			}
			.media-left,
			.media-right,
			.media-body {
			display: table-cell;
			vertical-align: top;
			}
			.media-middle {
			vertical-align: middle;
			}
			.media-bottom {
			vertical-align: bottom;
			}
			.media-heading {
			margin-top: 0;
			margin-bottom: 5px;
			}
			.media-list {
			padding-left: 0;
			list-style: none;
			}
			.list-group {
			margin-bottom: 20px;
			padding-left: 0;
			}
			.list-group-item {
			position: relative;
			display: block;
			padding: 10px 15px;
			margin-bottom: -1px;
			background-color: #fff;
			border: 1px solid #ddd;
			}
			.list-group-item:first-child {
			border-top-right-radius: 2px;
			border-top-left-radius: 2px;
			}
			.list-group-item:last-child {
			margin-bottom: 0;
			border-bottom-right-radius: 2px;
			border-bottom-left-radius: 2px;
			}
			a.list-group-item,
			button.list-group-item {
			color: #555;
			}
			a.list-group-item .list-group-item-heading,
			button.list-group-item .list-group-item-heading {
			color: #333;
			}
			a.list-group-item:hover,
			button.list-group-item:hover,
			a.list-group-item:focus,
			button.list-group-item:focus {
			text-decoration: none;
			color: #555;
			background-color: #f5f5f5;
			}
			button.list-group-item {
			width: 100%;
			text-align: left;
			}
			.list-group-item.disabled,
			.list-group-item.disabled:hover,
			.list-group-item.disabled:focus {
			background-color: #eeeeee;
			color: #777777;
			cursor: not-allowed;
			}
			.list-group-item.disabled .list-group-item-heading,
			.list-group-item.disabled:hover .list-group-item-heading,
			.list-group-item.disabled:focus .list-group-item-heading {
			color: inherit;
			}
			.list-group-item.disabled .list-group-item-text,
			.list-group-item.disabled:hover .list-group-item-text,
			.list-group-item.disabled:focus .list-group-item-text {
			color: #777777;
			}
			.list-group-item.active,
			.list-group-item.active:hover,
			.list-group-item.active:focus {
			z-index: 2;
			color: #fff;
			background-color: #337ab7;
			border-color: #337ab7;
			}
			.list-group-item.active .list-group-item-heading,
			.list-group-item.active:hover .list-group-item-heading,
			.list-group-item.active:focus .list-group-item-heading,
			.list-group-item.active .list-group-item-heading > small,
			.list-group-item.active:hover .list-group-item-heading > small,
			.list-group-item.active:focus .list-group-item-heading > small,
			.list-group-item.active .list-group-item-heading > .small,
			.list-group-item.active:hover .list-group-item-heading > .small,
			.list-group-item.active:focus .list-group-item-heading > .small {
			color: inherit;
			}
			.list-group-item.active .list-group-item-text,
			.list-group-item.active:hover .list-group-item-text,
			.list-group-item.active:focus .list-group-item-text {
			color: #c7ddef;
			}
			.list-group-item-success {
			color: #3c763d;
			background-color: #dff0d8;
			}
			a.list-group-item-success,
			button.list-group-item-success {
			color: #3c763d;
			}
			a.list-group-item-success .list-group-item-heading,
			button.list-group-item-success .list-group-item-heading {
			color: inherit;
			}
			a.list-group-item-success:hover,
			button.list-group-item-success:hover,
			a.list-group-item-success:focus,
			button.list-group-item-success:focus {
			color: #3c763d;
			background-color: #d0e9c6;
			}
			a.list-group-item-success.active,
			button.list-group-item-success.active,
			a.list-group-item-success.active:hover,
			button.list-group-item-success.active:hover,
			a.list-group-item-success.active:focus,
			button.list-group-item-success.active:focus {
			color: #fff;
			background-color: #3c763d;
			border-color: #3c763d;
			}
			.list-group-item-info {
			color: #31708f;
			background-color: #d9edf7;
			}
			a.list-group-item-info,
			button.list-group-item-info {
			color: #31708f;
			}
			a.list-group-item-info .list-group-item-heading,
			button.list-group-item-info .list-group-item-heading {
			color: inherit;
			}
			a.list-group-item-info:hover,
			button.list-group-item-info:hover,
			a.list-group-item-info:focus,
			button.list-group-item-info:focus {
			color: #31708f;
			background-color: #c4e3f3;
			}
			a.list-group-item-info.active,
			button.list-group-item-info.active,
			a.list-group-item-info.active:hover,
			button.list-group-item-info.active:hover,
			a.list-group-item-info.active:focus,
			button.list-group-item-info.active:focus {
			color: #fff;
			background-color: #31708f;
			border-color: #31708f;
			}
			.list-group-item-warning {
			color: #8a6d3b;
			background-color: #fcf8e3;
			}
			a.list-group-item-warning,
			button.list-group-item-warning {
			color: #8a6d3b;
			}
			a.list-group-item-warning .list-group-item-heading,
			button.list-group-item-warning .list-group-item-heading {
			color: inherit;
			}
			a.list-group-item-warning:hover,
			button.list-group-item-warning:hover,
			a.list-group-item-warning:focus,
			button.list-group-item-warning:focus {
			color: #8a6d3b;
			background-color: #faf2cc;
			}
			a.list-group-item-warning.active,
			button.list-group-item-warning.active,
			a.list-group-item-warning.active:hover,
			button.list-group-item-warning.active:hover,
			a.list-group-item-warning.active:focus,
			button.list-group-item-warning.active:focus {
			color: #fff;
			background-color: #8a6d3b;
			border-color: #8a6d3b;
			}
			.list-group-item-danger {
			color: #a94442;
			background-color: #f2dede;
			}
			a.list-group-item-danger,
			button.list-group-item-danger {
			color: #a94442;
			}
			a.list-group-item-danger .list-group-item-heading,
			button.list-group-item-danger .list-group-item-heading {
			color: inherit;
			}
			a.list-group-item-danger:hover,
			button.list-group-item-danger:hover,
			a.list-group-item-danger:focus,
			button.list-group-item-danger:focus {
			color: #a94442;
			background-color: #ebcccc;
			}
			a.list-group-item-danger.active,
			button.list-group-item-danger.active,
			a.list-group-item-danger.active:hover,
			button.list-group-item-danger.active:hover,
			a.list-group-item-danger.active:focus,
			button.list-group-item-danger.active:focus {
			color: #fff;
			background-color: #a94442;
			border-color: #a94442;
			}
			.list-group-item-heading {
			margin-top: 0;
			margin-bottom: 5px;
			}
			.list-group-item-text {
			margin-bottom: 0;
			line-height: 1.3;
			}
			.panel {
			margin-bottom: 18px;
			background-color: #fff;
			border: 1px solid transparent;
			border-radius: 2px;
			-webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
			box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
			}
			.panel-body {
			padding: 15px;
			}
			.panel-heading {
			padding: 10px 15px;
			border-bottom: 1px solid transparent;
			border-top-right-radius: 1px;
			border-top-left-radius: 1px;
			}
			.panel-heading > .dropdown .dropdown-toggle {
			color: inherit;
			}
			.panel-title {
			margin-top: 0;
			margin-bottom: 0;
			font-size: 15px;
			color: inherit;
			}
			.panel-title > a,
			.panel-title > small,
			.panel-title > .small,
			.panel-title > small > a,
			.panel-title > .small > a {
			color: inherit;
			}
			.panel-footer {
			padding: 10px 15px;
			background-color: #f5f5f5;
			border-top: 1px solid #ddd;
			border-bottom-right-radius: 1px;
			border-bottom-left-radius: 1px;
			}
			.panel > .list-group,
			.panel > .panel-collapse > .list-group {
			margin-bottom: 0;
			}
			.panel > .list-group .list-group-item,
			.panel > .panel-collapse > .list-group .list-group-item {
			border-width: 1px 0;
			border-radius: 0;
			}
			.panel > .list-group:first-child .list-group-item:first-child,
			.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
			border-top: 0;
			border-top-right-radius: 1px;
			border-top-left-radius: 1px;
			}
			.panel > .list-group:last-child .list-group-item:last-child,
			.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
			border-bottom: 0;
			border-bottom-right-radius: 1px;
			border-bottom-left-radius: 1px;
			}
			.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
			border-top-right-radius: 0;
			border-top-left-radius: 0;
			}
			.panel-heading + .list-group .list-group-item:first-child {
			border-top-width: 0;
			}
			.list-group + .panel-footer {
			border-top-width: 0;
			}
			.panel > .table,
			.panel > .table-responsive > .table,
			.panel > .panel-collapse > .table {
			margin-bottom: 0;
			}
			.panel > .table caption,
			.panel > .table-responsive > .table caption,
			.panel > .panel-collapse > .table caption {
			padding-left: 15px;
			padding-right: 15px;
			}
			.panel > .table:first-child,
			.panel > .table-responsive:first-child > .table:first-child {
			border-top-right-radius: 1px;
			border-top-left-radius: 1px;
			}
			.panel > .table:first-child > thead:first-child > tr:first-child,
			.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
			.panel > .table:first-child > tbody:first-child > tr:first-child,
			.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
			border-top-left-radius: 1px;
			border-top-right-radius: 1px;
			}
			.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
			.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
			.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
			.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
			.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
			.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
			.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
			.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
			border-top-left-radius: 1px;
			}
			.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
			.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
			.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
			.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
			.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
			.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
			.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
			.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
			border-top-right-radius: 1px;
			}
			.panel > .table:last-child,
			.panel > .table-responsive:last-child > .table:last-child {
			border-bottom-right-radius: 1px;
			border-bottom-left-radius: 1px;
			}
			.panel > .table:last-child > tbody:last-child > tr:last-child,
			.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
			.panel > .table:last-child > tfoot:last-child > tr:last-child,
			.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
			border-bottom-left-radius: 1px;
			border-bottom-right-radius: 1px;
			}
			.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
			.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
			.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
			.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
			.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
			.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
			.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
			.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
			border-bottom-left-radius: 1px;
			}
			.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
			.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
			.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
			.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
			.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
			.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
			.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
			.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
			border-bottom-right-radius: 1px;
			}
			.panel > .panel-body + .table,
			.panel > .panel-body + .table-responsive,
			.panel > .table + .panel-body,
			.panel > .table-responsive + .panel-body {
			border-top: 1px solid #ddd;
			}
			.panel > .table > tbody:first-child > tr:first-child th,
			.panel > .table > tbody:first-child > tr:first-child td {
			border-top: 0;
			}
			.panel > .table-bordered,
			.panel > .table-responsive > .table-bordered {
			border: 0;
			}
			.panel > .table-bordered > thead > tr > th:first-child,
			.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
			.panel > .table-bordered > tbody > tr > th:first-child,
			.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
			.panel > .table-bordered > tfoot > tr > th:first-child,
			.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
			.panel > .table-bordered > thead > tr > td:first-child,
			.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
			.panel > .table-bordered > tbody > tr > td:first-child,
			.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
			.panel > .table-bordered > tfoot > tr > td:first-child,
			.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
			border-left: 0;
			}
			.panel > .table-bordered > thead > tr > th:last-child,
			.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
			.panel > .table-bordered > tbody > tr > th:last-child,
			.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
			.panel > .table-bordered > tfoot > tr > th:last-child,
			.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
			.panel > .table-bordered > thead > tr > td:last-child,
			.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
			.panel > .table-bordered > tbody > tr > td:last-child,
			.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
			.panel > .table-bordered > tfoot > tr > td:last-child,
			.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
			border-right: 0;
			}
			.panel > .table-bordered > thead > tr:first-child > td,
			.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
			.panel > .table-bordered > tbody > tr:first-child > td,
			.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
			.panel > .table-bordered > thead > tr:first-child > th,
			.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
			.panel > .table-bordered > tbody > tr:first-child > th,
			.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
			border-bottom: 0;
			}
			.panel > .table-bordered > tbody > tr:last-child > td,
			.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
			.panel > .table-bordered > tfoot > tr:last-child > td,
			.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
			.panel > .table-bordered > tbody > tr:last-child > th,
			.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
			.panel > .table-bordered > tfoot > tr:last-child > th,
			.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
			border-bottom: 0;
			}
			.panel > .table-responsive {
			border: 0;
			margin-bottom: 0;
			}
			.panel-group {
			margin-bottom: 18px;
			}
			.panel-group .panel {
			margin-bottom: 0;
			border-radius: 2px;
			}
			.panel-group .panel + .panel {
			margin-top: 5px;
			}
			.panel-group .panel-heading {
			border-bottom: 0;
			}
			.panel-group .panel-heading + .panel-collapse > .panel-body,
			.panel-group .panel-heading + .panel-collapse > .list-group {
			border-top: 1px solid #ddd;
			}
			.panel-group .panel-footer {
			border-top: 0;
			}
			.panel-group .panel-footer + .panel-collapse .panel-body {
			border-bottom: 1px solid #ddd;
			}
			.panel-default {
			border-color: #ddd;
			}
			.panel-default > .panel-heading {
			color: #333333;
			background-color: #f5f5f5;
			border-color: #ddd;
			}
			.panel-default > .panel-heading + .panel-collapse > .panel-body {
			border-top-color: #ddd;
			}
			.panel-default > .panel-heading .badge {
			color: #f5f5f5;
			background-color: #333333;
			}
			.panel-default > .panel-footer + .panel-collapse > .panel-body {
			border-bottom-color: #ddd;
			}
			.panel-primary {
			border-color: #337ab7;
			}
			.panel-primary > .panel-heading {
			color: #fff;
			background-color: #337ab7;
			border-color: #337ab7;
			}
			.panel-primary > .panel-heading + .panel-collapse > .panel-body {
			border-top-color: #337ab7;
			}
			.panel-primary > .panel-heading .badge {
			color: #337ab7;
			background-color: #fff;
			}
			.panel-primary > .panel-footer + .panel-collapse > .panel-body {
			border-bottom-color: #337ab7;
			}
			.panel-success {
			border-color: #d6e9c6;
			}
			.panel-success > .panel-heading {
			color: #3c763d;
			background-color: #dff0d8;
			border-color: #d6e9c6;
			}
			.panel-success > .panel-heading + .panel-collapse > .panel-body {
			border-top-color: #d6e9c6;
			}
			.panel-success > .panel-heading .badge {
			color: #dff0d8;
			background-color: #3c763d;
			}
			.panel-success > .panel-footer + .panel-collapse > .panel-body {
			border-bottom-color: #d6e9c6;
			}
			.panel-info {
			border-color: #bce8f1;
			}
			.panel-info > .panel-heading {
			color: #31708f;
			background-color: #d9edf7;
			border-color: #bce8f1;
			}
			.panel-info > .panel-heading + .panel-collapse > .panel-body {
			border-top-color: #bce8f1;
			}
			.panel-info > .panel-heading .badge {
			color: #d9edf7;
			background-color: #31708f;
			}
			.panel-info > .panel-footer + .panel-collapse > .panel-body {
			border-bottom-color: #bce8f1;
			}
			.panel-warning {
			border-color: #faebcc;
			}
			.panel-warning > .panel-heading {
			color: #8a6d3b;
			background-color: #fcf8e3;
			border-color: #faebcc;
			}
			.panel-warning > .panel-heading + .panel-collapse > .panel-body {
			border-top-color: #faebcc;
			}
			.panel-warning > .panel-heading .badge {
			color: #fcf8e3;
			background-color: #8a6d3b;
			}
			.panel-warning > .panel-footer + .panel-collapse > .panel-body {
			border-bottom-color: #faebcc;
			}
			.panel-danger {
			border-color: #ebccd1;
			}
			.panel-danger > .panel-heading {
			color: #a94442;
			background-color: #f2dede;
			border-color: #ebccd1;
			}
			.panel-danger > .panel-heading + .panel-collapse > .panel-body {
			border-top-color: #ebccd1;
			}
			.panel-danger > .panel-heading .badge {
			color: #f2dede;
			background-color: #a94442;
			}
			.panel-danger > .panel-footer + .panel-collapse > .panel-body {
			border-bottom-color: #ebccd1;
			}
			.embed-responsive {
			position: relative;
			display: block;
			height: 0;
			padding: 0;
			overflow: hidden;
			}
			.embed-responsive .embed-responsive-item,
			.embed-responsive iframe,
			.embed-responsive embed,
			.embed-responsive object,
			.embed-responsive video {
			position: absolute;
			top: 0;
			left: 0;
			bottom: 0;
			height: 100%;
			width: 100%;
			border: 0;
			}
			.embed-responsive-16by9 {
			padding-bottom: 56.25%;
			}
			.embed-responsive-4by3 {
			padding-bottom: 75%;
			}
			.well {
			min-height: 20px;
			padding: 19px;
			margin-bottom: 20px;
			background-color: #f5f5f5;
			border: 1px solid #e3e3e3;
			border-radius: 2px;
			-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
			box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
			}
			.well blockquote {
			border-color: #ddd;
			border-color: rgba(0, 0, 0, 0.15);
			}
			.well-lg {
			padding: 24px;
			border-radius: 3px;
			}
			.well-sm {
			padding: 9px;
			border-radius: 1px;
			}
			.close {
			float: right;
			font-size: 19.5px;
			font-weight: bold;
			line-height: 1;
			color: #000;
			text-shadow: 0 1px 0 #fff;
			opacity: 0.2;
			filter: alpha(opacity=20);
			}
			.close:hover,
			.close:focus {
			color: #000;
			text-decoration: none;
			cursor: pointer;
			opacity: 0.5;
			filter: alpha(opacity=50);
			}
			button.close {
			padding: 0;
			cursor: pointer;
			background: transparent;
			border: 0;
			-webkit-appearance: none;
			}
			.modal-open {
			overflow: hidden;
			}
			.modal {
			display: none;
			overflow: hidden;
			position: fixed;
			top: 0;
			right: 0;
			bottom: 0;
			left: 0;
			z-index: 1050;
			-webkit-overflow-scrolling: touch;
			outline: 0;
			}
			.modal.fade .modal-dialog {
			-webkit-transform: translate(0, -25%);
			-ms-transform: translate(0, -25%);
			-o-transform: translate(0, -25%);
			transform: translate(0, -25%);
			-webkit-transition: -webkit-transform 0.3s ease-out;
			-moz-transition: -moz-transform 0.3s ease-out;
			-o-transition: -o-transform 0.3s ease-out;
			transition: transform 0.3s ease-out;
			}
			.modal.in .modal-dialog {
			-webkit-transform: translate(0, 0);
			-ms-transform: translate(0, 0);
			-o-transform: translate(0, 0);
			transform: translate(0, 0);
			}
			.modal-open .modal {
			overflow-x: hidden;
			overflow-y: auto;
			}
			.modal-dialog {
			position: relative;
			width: auto;
			margin: 10px;
			}
			.modal-content {
			position: relative;
			background-color: #fff;
			border: 1px solid #999;
			border: 1px solid rgba(0, 0, 0, 0.2);
			border-radius: 3px;
			-webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
			box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
			background-clip: padding-box;
			outline: 0;
			}
			.modal-backdrop {
			position: fixed;
			top: 0;
			right: 0;
			bottom: 0;
			left: 0;
			z-index: 1040;
			background-color: #000;
			}
			.modal-backdrop.fade {
			opacity: 0;
			filter: alpha(opacity=0);
			}
			.modal-backdrop.in {
			opacity: 0.5;
			filter: alpha(opacity=50);
			}
			.modal-header {
			padding: 15px;
			border-bottom: 1px solid #e5e5e5;
			}
			.modal-header .close {
			margin-top: -2px;
			}
			.modal-title {
			margin: 0;
			line-height: 1.42857143;
			}
			.modal-body {
			position: relative;
			padding: 15px;
			}
			.modal-footer {
			padding: 15px;
			text-align: right;
			border-top: 1px solid #e5e5e5;
			}
			.modal-footer .btn + .btn {
			margin-left: 5px;
			margin-bottom: 0;
			}
			.modal-footer .btn-group .btn + .btn {
			margin-left: -1px;
			}
			.modal-footer .btn-block + .btn-block {
			margin-left: 0;
			}
			.modal-scrollbar-measure {
			position: absolute;
			top: -9999px;
			width: 50px;
			height: 50px;
			overflow: scroll;
			}
			@media (min-width: 768px) {
			.modal-dialog {
			width: 600px;
			margin: 30px auto;
			}
			.modal-content {
			-webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
			box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
			}
			.modal-sm {
			width: 300px;
			}
			}
			@media (min-width: 992px) {
			.modal-lg {
			width: 900px;
			}
			}
			.tooltip {
			position: absolute;
			z-index: 1070;
			display: block;
			font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
			font-style: normal;
			font-weight: normal;
			letter-spacing: normal;
			line-break: auto;
			line-height: 1.42857143;
			text-align: left;
			text-align: start;
			text-decoration: none;
			text-shadow: none;
			text-transform: none;
			white-space: normal;
			word-break: normal;
			word-spacing: normal;
			word-wrap: normal;
			font-size: 12px;
			opacity: 0;
			filter: alpha(opacity=0);
			}
			.tooltip.in {
			opacity: 0.9;
			filter: alpha(opacity=90);
			}
			.tooltip.top {
			margin-top: -3px;
			padding: 5px 0;
			}
			.tooltip.right {
			margin-left: 3px;
			padding: 0 5px;
			}
			.tooltip.bottom {
			margin-top: 3px;
			padding: 5px 0;
			}
			.tooltip.left {
			margin-left: -3px;
			padding: 0 5px;
			}
			.tooltip-inner {
			max-width: 200px;
			padding: 3px 8px;
			color: #fff;
			text-align: center;
			background-color: #000;
			border-radius: 2px;
			}
			.tooltip-arrow {
			position: absolute;
			width: 0;
			height: 0;
			border-color: transparent;
			border-style: solid;
			}
			.tooltip.top .tooltip-arrow {
			bottom: 0;
			left: 50%;
			margin-left: -5px;
			border-width: 5px 5px 0;
			border-top-color: #000;
			}
			.tooltip.top-left .tooltip-arrow {
			bottom: 0;
			right: 5px;
			margin-bottom: -5px;
			border-width: 5px 5px 0;
			border-top-color: #000;
			}
			.tooltip.top-right .tooltip-arrow {
			bottom: 0;
			left: 5px;
			margin-bottom: -5px;
			border-width: 5px 5px 0;
			border-top-color: #000;
			}
			.tooltip.right .tooltip-arrow {
			top: 50%;
			left: 0;
			margin-top: -5px;
			border-width: 5px 5px 5px 0;
			border-right-color: #000;
			}
			.tooltip.left .tooltip-arrow {
			top: 50%;
			right: 0;
			margin-top: -5px;
			border-width: 5px 0 5px 5px;
			border-left-color: #000;
			}
			.tooltip.bottom .tooltip-arrow {
			top: 0;
			left: 50%;
			margin-left: -5px;
			border-width: 0 5px 5px;
			border-bottom-color: #000;
			}
			.tooltip.bottom-left .tooltip-arrow {
			top: 0;
			right: 5px;
			margin-top: -5px;
			border-width: 0 5px 5px;
			border-bottom-color: #000;
			}
			.tooltip.bottom-right .tooltip-arrow {
			top: 0;
			left: 5px;
			margin-top: -5px;
			border-width: 0 5px 5px;
			border-bottom-color: #000;
			}
			.popover {
			position: absolute;
			top: 0;
			left: 0;
			z-index: 1060;
			display: none;
			max-width: 276px;
			padding: 1px;
			font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
			font-style: normal;
			font-weight: normal;
			letter-spacing: normal;
			line-break: auto;
			line-height: 1.42857143;
			text-align: left;
			text-align: start;
			text-decoration: none;
			text-shadow: none;
			text-transform: none;
			white-space: normal;
			word-break: normal;
			word-spacing: normal;
			word-wrap: normal;
			font-size: 13px;
			background-color: #fff;
			background-clip: padding-box;
			border: 1px solid #ccc;
			border: 1px solid rgba(0, 0, 0, 0.2);
			border-radius: 3px;
			-webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
			box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
			}
			.popover.top {
			margin-top: -10px;
			}
			.popover.right {
			margin-left: 10px;
			}
			.popover.bottom {
			margin-top: 10px;
			}
			.popover.left {
			margin-left: -10px;
			}
			.popover-title {
			margin: 0;
			padding: 8px 14px;
			font-size: 13px;
			background-color: #f7f7f7;
			border-bottom: 1px solid #ebebeb;
			border-radius: 2px 2px 0 0;
			}
			.popover-content {
			padding: 9px 14px;
			}
			.popover > .arrow,
			.popover > .arrow:after {
			position: absolute;
			display: block;
			width: 0;
			height: 0;
			border-color: transparent;
			border-style: solid;
			}
			.popover > .arrow {
			border-width: 11px;
			}
			.popover > .arrow:after {
			border-width: 10px;
			content: "";
			}
			.popover.top > .arrow {
			left: 50%;
			margin-left: -11px;
			border-bottom-width: 0;
			border-top-color: #999999;
			border-top-color: rgba(0, 0, 0, 0.25);
			bottom: -11px;
			}
			.popover.top > .arrow:after {
			content: " ";
			bottom: 1px;
			margin-left: -10px;
			border-bottom-width: 0;
			border-top-color: #fff;
			}
			.popover.right > .arrow {
			top: 50%;
			left: -11px;
			margin-top: -11px;
			border-left-width: 0;
			border-right-color: #999999;
			border-right-color: rgba(0, 0, 0, 0.25);
			}
			.popover.right > .arrow:after {
			content: " ";
			left: 1px;
			bottom: -10px;
			border-left-width: 0;
			border-right-color: #fff;
			}
			.popover.bottom > .arrow {
			left: 50%;
			margin-left: -11px;
			border-top-width: 0;
			border-bottom-color: #999999;
			border-bottom-color: rgba(0, 0, 0, 0.25);
			top: -11px;
			}
			.popover.bottom > .arrow:after {
			content: " ";
			top: 1px;
			margin-left: -10px;
			border-top-width: 0;
			border-bottom-color: #fff;
			}
			.popover.left > .arrow {
			top: 50%;
			right: -11px;
			margin-top: -11px;
			border-right-width: 0;
			border-left-color: #999999;
			border-left-color: rgba(0, 0, 0, 0.25);
			}
			.popover.left > .arrow:after {
			content: " ";
			right: 1px;
			border-right-width: 0;
			border-left-color: #fff;
			bottom: -10px;
			}
			.carousel {
			position: relative;
			}
			.carousel-inner {
			position: relative;
			overflow: hidden;
			width: 100%;
			}
			.carousel-inner > .item {
			display: none;
			position: relative;
			-webkit-transition: 0.6s ease-in-out left;
			-o-transition: 0.6s ease-in-out left;
			transition: 0.6s ease-in-out left;
			}
			.carousel-inner > .item > img,
			.carousel-inner > .item > a > img {
			line-height: 1;
			}
			@media all and (transform-3d), (-webkit-transform-3d) {
			.carousel-inner > .item {
			-webkit-transition: -webkit-transform 0.6s ease-in-out;
			-moz-transition: -moz-transform 0.6s ease-in-out;
			-o-transition: -o-transform 0.6s ease-in-out;
			transition: transform 0.6s ease-in-out;
			-webkit-backface-visibility: hidden;
			-moz-backface-visibility: hidden;
			backface-visibility: hidden;
			-webkit-perspective: 1000px;
			-moz-perspective: 1000px;
			perspective: 1000px;
			}
			.carousel-inner > .item.next,
			.carousel-inner > .item.active.right {
			-webkit-transform: translate3d(100%, 0, 0);
			transform: translate3d(100%, 0, 0);
			left: 0;
			}
			.carousel-inner > .item.prev,
			.carousel-inner > .item.active.left {
			-webkit-transform: translate3d(-100%, 0, 0);
			transform: translate3d(-100%, 0, 0);
			left: 0;
			}
			.carousel-inner > .item.next.left,
			.carousel-inner > .item.prev.right,
			.carousel-inner > .item.active {
			-webkit-transform: translate3d(0, 0, 0);
			transform: translate3d(0, 0, 0);
			left: 0;
			}
			}
			.carousel-inner > .active,
			.carousel-inner > .next,
			.carousel-inner > .prev {
			display: block;
			}
			.carousel-inner > .active {
			left: 0;
			}
			.carousel-inner > .next,
			.carousel-inner > .prev {
			position: absolute;
			top: 0;
			width: 100%;
			}
			.carousel-inner > .next {
			left: 100%;
			}
			.carousel-inner > .prev {
			left: -100%;
			}
			.carousel-inner > .next.left,
			.carousel-inner > .prev.right {
			left: 0;
			}
			.carousel-inner > .active.left {
			left: -100%;
			}
			.carousel-inner > .active.right {
			left: 100%;
			}
			.carousel-control {
			position: absolute;
			top: 0;
			left: 0;
			bottom: 0;
			width: 15%;
			opacity: 0.5;
			filter: alpha(opacity=50);
			font-size: 20px;
			color: #fff;
			text-align: center;
			text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
			background-color: rgba(0, 0, 0, 0);
			}
			.carousel-control.left {
			background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
			background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
			background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
			background-repeat: repeat-x;
			filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
			}
			.carousel-control.right {
			left: auto;
			right: 0;
			background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
			background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
			background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
			background-repeat: repeat-x;
			filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
			}
			.carousel-control:hover,
			.carousel-control:focus {
			outline: 0;
			color: #fff;
			text-decoration: none;
			opacity: 0.9;
			filter: alpha(opacity=90);
			}
			.carousel-control .icon-prev,
			.carousel-control .icon-next,
			.carousel-control .glyphicon-chevron-left,
			.carousel-control .glyphicon-chevron-right {
			position: absolute;
			top: 50%;
			margin-top: -10px;
			z-index: 5;
			display: inline-block;
			}
			.carousel-control .icon-prev,
			.carousel-control .glyphicon-chevron-left {
			left: 50%;
			margin-left: -10px;
			}
			.carousel-control .icon-next,
			.carousel-control .glyphicon-chevron-right {
			right: 50%;
			margin-right: -10px;
			}
			.carousel-control .icon-prev,
			.carousel-control .icon-next {
			width: 20px;
			height: 20px;
			line-height: 1;
			font-family: serif;
			}
			.carousel-control .icon-prev:before {
			content: '\2039';
			}
			.carousel-control .icon-next:before {
			content: '\203a';
			}
			.carousel-indicators {
			position: absolute;
			bottom: 10px;
			left: 50%;
			z-index: 15;
			width: 60%;
			margin-left: -30%;
			padding-left: 0;
			list-style: none;
			text-align: center;
			}
			.carousel-indicators li {
			display: inline-block;
			width: 10px;
			height: 10px;
			margin: 1px;
			text-indent: -999px;
			border: 1px solid #fff;
			border-radius: 10px;
			cursor: pointer;
			background-color: #000 \9;
			background-color: rgba(0, 0, 0, 0);
			}
			.carousel-indicators .active {
			margin: 0;
			width: 12px;
			height: 12px;
			background-color: #fff;
			}
			.carousel-caption {
			position: absolute;
			left: 15%;
			right: 15%;
			bottom: 20px;
			z-index: 10;
			padding-top: 20px;
			padding-bottom: 20px;
			color: #fff;
			text-align: center;
			text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
			}
			.carousel-caption .btn {
			text-shadow: none;
			}
			@media screen and (min-width: 768px) {
			.carousel-control .glyphicon-chevron-left,
			.carousel-control .glyphicon-chevron-right,
			.carousel-control .icon-prev,
			.carousel-control .icon-next {
			width: 30px;
			height: 30px;
			margin-top: -10px;
			font-size: 30px;
			}
			.carousel-control .glyphicon-chevron-left,
			.carousel-control .icon-prev {
			margin-left: -10px;
			}
			.carousel-control .glyphicon-chevron-right,
			.carousel-control .icon-next {
			margin-right: -10px;
			}
			.carousel-caption {
			left: 20%;
			right: 20%;
			padding-bottom: 30px;
			}
			.carousel-indicators {
			bottom: 20px;
			}
			}
			.clearfix:before,
			.clearfix:after,
			.dl-horizontal dd:before,
			.dl-horizontal dd:after,
			.container:before,
			.container:after,
			.container-fluid:before,
			.container-fluid:after,
			.row:before,
			.row:after,
			.form-horizontal .form-group:before,
			.form-horizontal .form-group:after,
			.btn-toolbar:before,
			.btn-toolbar:after,
			.btn-group-vertical > .btn-group:before,
			.btn-group-vertical > .btn-group:after,
			.nav:before,
			.nav:after,
			.navbar:before,
			.navbar:after,
			.navbar-header:before,
			.navbar-header:after,
			.navbar-collapse:before,
			.navbar-collapse:after,
			.pager:before,
			.pager:after,
			.panel-body:before,
			.panel-body:after,
			.modal-header:before,
			.modal-header:after,
			.modal-footer:before,
			.modal-footer:after,
			.item_buttons:before,
			.item_buttons:after {
			content: " ";
			display: table;
			}
			.clearfix:after,
			.dl-horizontal dd:after,
			.container:after,
			.container-fluid:after,
			.row:after,
			.form-horizontal .form-group:after,
			.btn-toolbar:after,
			.btn-group-vertical > .btn-group:after,
			.nav:after,
			.navbar:after,
			.navbar-header:after,
			.navbar-collapse:after,
			.pager:after,
			.panel-body:after,
			.modal-header:after,
			.modal-footer:after,
			.item_buttons:after {
			clear: both;
			}
			.center-block {
			display: block;
			margin-left: auto;
			margin-right: auto;
			}
			.pull-right {
			float: right !important;
			}
			.pull-left {
			float: left !important;
			}
			.hide {
			display: none !important;
			}
			.show {
			display: block !important;
			}
			.invisible {
			visibility: hidden;
			}
			.text-hide {
			font: 0/0 a;
			color: transparent;
			text-shadow: none;
			background-color: transparent;
			border: 0;
			}
			.hidden {
			display: none !important;
			}
			.affix {
			position: fixed;
			}
			@-ms-viewport {
			width: device-width;
			}
			.visible-xs,
			.visible-sm,
			.visible-md,
			.visible-lg {
			display: none !important;
			}
			.visible-xs-block,
			.visible-xs-inline,
			.visible-xs-inline-block,
			.visible-sm-block,
			.visible-sm-inline,
			.visible-sm-inline-block,
			.visible-md-block,
			.visible-md-inline,
			.visible-md-inline-block,
			.visible-lg-block,
			.visible-lg-inline,
			.visible-lg-inline-block {
			display: none !important;
			}
			@media (max-width: 767px) {
			.visible-xs {
			display: block !important;
			}
			table.visible-xs {
			display: table !important;
			}
			tr.visible-xs {
			display: table-row !important;
			}
			th.visible-xs,
			td.visible-xs {
			display: table-cell !important;
			}
			}
			@media (max-width: 767px) {
			.visible-xs-block {
			display: block !important;
			}
			}
			@media (max-width: 767px) {
			.visible-xs-inline {
			display: inline !important;
			}
			}
			@media (max-width: 767px) {
			.visible-xs-inline-block {
			display: inline-block !important;
			}
			}
			@media (min-width: 768px) and (max-width: 991px) {
			.visible-sm {
			display: block !important;
			}
			table.visible-sm {
			display: table !important;
			}
			tr.visible-sm {
			display: table-row !important;
			}
			th.visible-sm,
			td.visible-sm {
			display: table-cell !important;
			}
			}
			@media (min-width: 768px) and (max-width: 991px) {
			.visible-sm-block {
			display: block !important;
			}
			}
			@media (min-width: 768px) and (max-width: 991px) {
			.visible-sm-inline {
			display: inline !important;
			}
			}
			@media (min-width: 768px) and (max-width: 991px) {
			.visible-sm-inline-block {
			display: inline-block !important;
			}
			}
			@media (min-width: 992px) and (max-width: 1199px) {
			.visible-md {
			display: block !important;
			}
			table.visible-md {
			display: table !important;
			}
			tr.visible-md {
			display: table-row !important;
			}
			th.visible-md,
			td.visible-md {
			display: table-cell !important;
			}
			}
			@media (min-width: 992px) and (max-width: 1199px) {
			.visible-md-block {
			display: block !important;
			}
			}
			@media (min-width: 992px) and (max-width: 1199px) {
			.visible-md-inline {
			display: inline !important;
			}
			}
			@media (min-width: 992px) and (max-width: 1199px) {
			.visible-md-inline-block {
			display: inline-block !important;
			}
			}
			@media (min-width: 1200px) {
			.visible-lg {
			display: block !important;
			}
			table.visible-lg {
			display: table !important;
			}
			tr.visible-lg {
			display: table-row !important;
			}
			th.visible-lg,
			td.visible-lg {
			display: table-cell !important;
			}
			}
			@media (min-width: 1200px) {
			.visible-lg-block {
			display: block !important;
			}
			}
			@media (min-width: 1200px) {
			.visible-lg-inline {
			display: inline !important;
			}
			}
			@media (min-width: 1200px) {
			.visible-lg-inline-block {
			display: inline-block !important;
			}
			}
			@media (max-width: 767px) {
			.hidden-xs {
			display: none !important;
			}
			}
			@media (min-width: 768px) and (max-width: 991px) {
			.hidden-sm {
			display: none !important;
			}
			}
			@media (min-width: 992px) and (max-width: 1199px) {
			.hidden-md {
			display: none !important;
			}
			}
			@media (min-width: 1200px) {
			.hidden-lg {
			display: none !important;
			}
			}
			.visible-print {
			display: none !important;
			}
			@media print {
			.visible-print {
			display: block !important;
			}
			table.visible-print {
			display: table !important;
			}
			tr.visible-print {
			display: table-row !important;
			}
			th.visible-print,
			td.visible-print {
			display: table-cell !important;
			}
			}
			.visible-print-block {
			display: none !important;
			}
			@media print {
			.visible-print-block {
			display: block !important;
			}
			}
			.visible-print-inline {
			display: none !important;
			}
			@media print {
			.visible-print-inline {
			display: inline !important;
			}
			}
			.visible-print-inline-block {
			display: none !important;
			}
			@media print {
			.visible-print-inline-block {
			display: inline-block !important;
			}
			}
			@media print {
			.hidden-print {
			display: none !important;
			}
			}
			/*!
			*
			* Font Awesome
			*
			*/
			/*!
			* Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
			* License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
			*/
			/* FONT PATH
			* -------------------------- */
			@font-face {
			font-family: 'FontAwesome';
			src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
			src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
			font-weight: normal;
			font-style: normal;
			}
			.fa {
			display: inline-block;
			font: normal normal normal 14px/1 FontAwesome;
			font-size: inherit;
			text-rendering: auto;
			-webkit-font-smoothing: antialiased;
			-moz-osx-font-smoothing: grayscale;
			}
			/* makes the font 33% larger relative to the icon container */
			.fa-lg {
			font-size: 1.33333333em;
			line-height: 0.75em;
			vertical-align: -15%;
			}
			.fa-2x {
			font-size: 2em;
			}
			.fa-3x {
			font-size: 3em;
			}
			.fa-4x {
			font-size: 4em;
			}
			.fa-5x {
			font-size: 5em;
			}
			.fa-fw {
			width: 1.28571429em;
			text-align: center;
			}
			.fa-ul {
			padding-left: 0;
			margin-left: 2.14285714em;
			list-style-type: none;
			}
			.fa-ul > li {
			position: relative;
			}
			.fa-li {
			position: absolute;
			left: -2.14285714em;
			width: 2.14285714em;
			top: 0.14285714em;
			text-align: center;
			}
			.fa-li.fa-lg {
			left: -1.85714286em;
			}
			.fa-border {
			padding: .2em .25em .15em;
			border: solid 0.08em #eee;
			border-radius: .1em;
			}
			.pull-right {
			float: right;
			}
			.pull-left {
			float: left;
			}
			.fa.pull-left {
			margin-right: .3em;
			}
			.fa.pull-right {
			margin-left: .3em;
			}
			.fa-spin {
			-webkit-animation: fa-spin 2s infinite linear;
			animation: fa-spin 2s infinite linear;
			}
			@-webkit-keyframes fa-spin {
			0% {
			-webkit-transform: rotate(0deg);
			transform: rotate(0deg);
			}
			100% {
			-webkit-transform: rotate(359deg);
			transform: rotate(359deg);
			}
			}
			@keyframes fa-spin {
			0% {
			-webkit-transform: rotate(0deg);
			transform: rotate(0deg);
			}
			100% {
			-webkit-transform: rotate(359deg);
			transform: rotate(359deg);
			}
			}
			.fa-rotate-90 {
			filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
			-webkit-transform: rotate(90deg);
			-ms-transform: rotate(90deg);
			transform: rotate(90deg);
			}
			.fa-rotate-180 {
			filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
			-webkit-transform: rotate(180deg);
			-ms-transform: rotate(180deg);
			transform: rotate(180deg);
			}
			.fa-rotate-270 {
			filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
			-webkit-transform: rotate(270deg);
			-ms-transform: rotate(270deg);
			transform: rotate(270deg);
			}
			.fa-flip-horizontal {
			filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
			-webkit-transform: scale(-1, 1);
			-ms-transform: scale(-1, 1);
			transform: scale(-1, 1);
			}
			.fa-flip-vertical {
			filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
			-webkit-transform: scale(1, -1);
			-ms-transform: scale(1, -1);
			transform: scale(1, -1);
			}
			:root .fa-rotate-90,
			:root .fa-rotate-180,
			:root .fa-rotate-270,
			:root .fa-flip-horizontal,
			:root .fa-flip-vertical {
			filter: none;
			}
			.fa-stack {
			position: relative;
			display: inline-block;
			width: 2em;
			height: 2em;
			line-height: 2em;
			vertical-align: middle;
			}
			.fa-stack-1x,
			.fa-stack-2x {
			position: absolute;
			left: 0;
			width: 100%;
			text-align: center;
			}
			.fa-stack-1x {
			line-height: inherit;
			}
			.fa-stack-2x {
			font-size: 2em;
			}
			.fa-inverse {
			color: #fff;
			}
			/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
			readers do not read off random characters that represent icons */
			.fa-glass:before {
			content: "\f000";
			}
			.fa-music:before {
			content: "\f001";
			}
			.fa-search:before {
			content: "\f002";
			}
			.fa-envelope-o:before {
			content: "\f003";
			}
			.fa-heart:before {
			content: "\f004";
			}
			.fa-star:before {
			content: "\f005";
			}
			.fa-star-o:before {
			content: "\f006";
			}
			.fa-user:before {
			content: "\f007";
			}
			.fa-film:before {
			content: "\f008";
			}
			.fa-th-large:before {
			content: "\f009";
			}
			.fa-th:before {
			content: "\f00a";
			}
			.fa-th-list:before {
			content: "\f00b";
			}
			.fa-check:before {
			content: "\f00c";
			}
			.fa-remove:before,
			.fa-close:before,
			.fa-times:before {
			content: "\f00d";
			}
			.fa-search-plus:before {
			content: "\f00e";
			}
			.fa-search-minus:before {
			content: "\f010";
			}
			.fa-power-off:before {
			content: "\f011";
			}
			.fa-signal:before {
			content: "\f012";
			}
			.fa-gear:before,
			.fa-cog:before {
			content: "\f013";
			}
			.fa-trash-o:before {
			content: "\f014";
			}
			.fa-home:before {
			content: "\f015";
			}
			.fa-file-o:before {
			content: "\f016";
			}
			.fa-clock-o:before {
			content: "\f017";
			}
			.fa-road:before {
			content: "\f018";
			}
			.fa-download:before {
			content: "\f019";
			}
			.fa-arrow-circle-o-down:before {
			content: "\f01a";
			}
			.fa-arrow-circle-o-up:before {
			content: "\f01b";
			}
			.fa-inbox:before {
			content: "\f01c";
			}
			.fa-play-circle-o:before {
			content: "\f01d";
			}
			.fa-rotate-right:before,
			.fa-repeat:before {
			content: "\f01e";
			}
			.fa-refresh:before {
			content: "\f021";
			}
			.fa-list-alt:before {
			content: "\f022";
			}
			.fa-lock:before {
			content: "\f023";
			}
			.fa-flag:before {
			content: "\f024";
			}
			.fa-headphones:before {
			content: "\f025";
			}
			.fa-volume-off:before {
			content: "\f026";
			}
			.fa-volume-down:before {
			content: "\f027";
			}
			.fa-volume-up:before {
			content: "\f028";
			}
			.fa-qrcode:before {
			content: "\f029";
			}
			.fa-barcode:before {
			content: "\f02a";
			}
			.fa-tag:before {
			content: "\f02b";
			}
			.fa-tags:before {
			content: "\f02c";
			}
			.fa-book:before {
			content: "\f02d";
			}
			.fa-bookmark:before {
			content: "\f02e";
			}
			.fa-print:before {
			content: "\f02f";
			}
			.fa-camera:before {
			content: "\f030";
			}
			.fa-font:before {
			content: "\f031";
			}
			.fa-bold:before {
			content: "\f032";
			}
			.fa-italic:before {
			content: "\f033";
			}
			.fa-text-height:before {
			content: "\f034";
			}
			.fa-text-width:before {
			content: "\f035";
			}
			.fa-align-left:before {
			content: "\f036";
			}
			.fa-align-center:before {
			content: "\f037";
			}
			.fa-align-right:before {
			content: "\f038";
			}
			.fa-align-justify:before {
			content: "\f039";
			}
			.fa-list:before {
			content: "\f03a";
			}
			.fa-dedent:before,
			.fa-outdent:before {
			content: "\f03b";
			}
			.fa-indent:before {
			content: "\f03c";
			}
			.fa-video-camera:before {
			content: "\f03d";
			}
			.fa-photo:before,
			.fa-image:before,
			.fa-picture-o:before {
			content: "\f03e";
			}
			.fa-pencil:before {
			content: "\f040";
			}
			.fa-map-marker:before {
			content: "\f041";
			}
			.fa-adjust:before {
			content: "\f042";
			}
			.fa-tint:before {
			content: "\f043";
			}
			.fa-edit:before,
			.fa-pencil-square-o:before {
			content: "\f044";
			}
			.fa-share-square-o:before {
			content: "\f045";
			}
			.fa-check-square-o:before {
			content: "\f046";
			}
			.fa-arrows:before {
			content: "\f047";
			}
			.fa-step-backward:before {
			content: "\f048";
			}
			.fa-fast-backward:before {
			content: "\f049";
			}
			.fa-backward:before {
			content: "\f04a";
			}
			.fa-play:before {
			content: "\f04b";
			}
			.fa-pause:before {
			content: "\f04c";
			}
			.fa-stop:before {
			content: "\f04d";
			}
			.fa-forward:before {
			content: "\f04e";
			}
			.fa-fast-forward:before {
			content: "\f050";
			}
			.fa-step-forward:before {
			content: "\f051";
			}
			.fa-eject:before {
			content: "\f052";
			}
			.fa-chevron-left:before {
			content: "\f053";
			}
			.fa-chevron-right:before {
			content: "\f054";
			}
			.fa-plus-circle:before {
			content: "\f055";
			}
			.fa-minus-circle:before {
			content: "\f056";
			}
			.fa-times-circle:before {
			content: "\f057";
			}
			.fa-check-circle:before {
			content: "\f058";
			}
			.fa-question-circle:before {
			content: "\f059";
			}
			.fa-info-circle:before {
			content: "\f05a";
			}
			.fa-crosshairs:before {
			content: "\f05b";
			}
			.fa-times-circle-o:before {
			content: "\f05c";
			}
			.fa-check-circle-o:before {
			content: "\f05d";
			}
			.fa-ban:before {
			content: "\f05e";
			}
			.fa-arrow-left:before {
			content: "\f060";
			}
			.fa-arrow-right:before {
			content: "\f061";
			}
			.fa-arrow-up:before {
			content: "\f062";
			}
			.fa-arrow-down:before {
			content: "\f063";
			}
			.fa-mail-forward:before,
			.fa-share:before {
			content: "\f064";
			}
			.fa-expand:before {
			content: "\f065";
			}
			.fa-compress:before {
			content: "\f066";
			}
			.fa-plus:before {
			content: "\f067";
			}
			.fa-minus:before {
			content: "\f068";
			}
			.fa-asterisk:before {
			content: "\f069";
			}
			.fa-exclamation-circle:before {
			content: "\f06a";
			}
			.fa-gift:before {
			content: "\f06b";
			}
			.fa-leaf:before {
			content: "\f06c";
			}
			.fa-fire:before {
			content: "\f06d";
			}
			.fa-eye:before {
			content: "\f06e";
			}
			.fa-eye-slash:before {
			content: "\f070";
			}
			.fa-warning:before,
			.fa-exclamation-triangle:before {
			content: "\f071";
			}
			.fa-plane:before {
			content: "\f072";
			}
			.fa-calendar:before {
			content: "\f073";
			}
			.fa-random:before {
			content: "\f074";
			}
			.fa-comment:before {
			content: "\f075";
			}
			.fa-magnet:before {
			content: "\f076";
			}
			.fa-chevron-up:before {
			content: "\f077";
			}
			.fa-chevron-down:before {
			content: "\f078";
			}
			.fa-retweet:before {
			content: "\f079";
			}
			.fa-shopping-cart:before {
			content: "\f07a";
			}
			.fa-folder:before {
			content: "\f07b";
			}
			.fa-folder-open:before {
			content: "\f07c";
			}
			.fa-arrows-v:before {
			content: "\f07d";
			}
			.fa-arrows-h:before {
			content: "\f07e";
			}
			.fa-bar-chart-o:before,
			.fa-bar-chart:before {
			content: "\f080";
			}
			.fa-twitter-square:before {
			content: "\f081";
			}
			.fa-facebook-square:before {
			content: "\f082";
			}
			.fa-camera-retro:before {
			content: "\f083";
			}
			.fa-key:before {
			content: "\f084";
			}
			.fa-gears:before,
			.fa-cogs:before {
			content: "\f085";
			}
			.fa-comments:before {
			content: "\f086";
			}
			.fa-thumbs-o-up:before {
			content: "\f087";
			}
			.fa-thumbs-o-down:before {
			content: "\f088";
			}
			.fa-star-half:before {
			content: "\f089";
			}
			.fa-heart-o:before {
			content: "\f08a";
			}
			.fa-sign-out:before {
			content: "\f08b";
			}
			.fa-linkedin-square:before {
			content: "\f08c";
			}
			.fa-thumb-tack:before {
			content: "\f08d";
			}
			.fa-external-link:before {
			content: "\f08e";
			}
			.fa-sign-in:before {
			content: "\f090";
			}
			.fa-trophy:before {
			content: "\f091";
			}
			.fa-github-square:before {
			content: "\f092";
			}
			.fa-upload:before {
			content: "\f093";
			}
			.fa-lemon-o:before {
			content: "\f094";
			}
			.fa-phone:before {
			content: "\f095";
			}
			.fa-square-o:before {
			content: "\f096";
			}
			.fa-bookmark-o:before {
			content: "\f097";
			}
			.fa-phone-square:before {
			content: "\f098";
			}
			.fa-twitter:before {
			content: "\f099";
			}
			.fa-facebook:before {
			content: "\f09a";
			}
			.fa-github:before {
			content: "\f09b";
			}
			.fa-unlock:before {
			content: "\f09c";
			}
			.fa-credit-card:before {
			content: "\f09d";
			}
			.fa-rss:before {
			content: "\f09e";
			}
			.fa-hdd-o:before {
			content: "\f0a0";
			}
			.fa-bullhorn:before {
			content: "\f0a1";
			}
			.fa-bell:before {
			content: "\f0f3";
			}
			.fa-certificate:before {
			content: "\f0a3";
			}
			.fa-hand-o-right:before {
			content: "\f0a4";
			}
			.fa-hand-o-left:before {
			content: "\f0a5";
			}
			.fa-hand-o-up:before {
			content: "\f0a6";
			}
			.fa-hand-o-down:before {
			content: "\f0a7";
			}
			.fa-arrow-circle-left:before {
			content: "\f0a8";
			}
			.fa-arrow-circle-right:before {
			content: "\f0a9";
			}
			.fa-arrow-circle-up:before {
			content: "\f0aa";
			}
			.fa-arrow-circle-down:before {
			content: "\f0ab";
			}
			.fa-globe:before {
			content: "\f0ac";
			}
			.fa-wrench:before {
			content: "\f0ad";
			}
			.fa-tasks:before {
			content: "\f0ae";
			}
			.fa-filter:before {
			content: "\f0b0";
			}
			.fa-briefcase:before {
			content: "\f0b1";
			}
			.fa-arrows-alt:before {
			content: "\f0b2";
			}
			.fa-group:before,
			.fa-users:before {
			content: "\f0c0";
			}
			.fa-chain:before,
			.fa-link:before {
			content: "\f0c1";
			}
			.fa-cloud:before {
			content: "\f0c2";
			}
			.fa-flask:before {
			content: "\f0c3";
			}
			.fa-cut:before,
			.fa-scissors:before {
			content: "\f0c4";
			}
			.fa-copy:before,
			.fa-files-o:before {
			content: "\f0c5";
			}
			.fa-paperclip:before {
			content: "\f0c6";
			}
			.fa-save:before,
			.fa-floppy-o:before {
			content: "\f0c7";
			}
			.fa-square:before {
			content: "\f0c8";
			}
			.fa-navicon:before,
			.fa-reorder:before,
			.fa-bars:before {
			content: "\f0c9";
			}
			.fa-list-ul:before {
			content: "\f0ca";
			}
			.fa-list-ol:before {
			content: "\f0cb";
			}
			.fa-strikethrough:before {
			content: "\f0cc";
			}
			.fa-underline:before {
			content: "\f0cd";
			}
			.fa-table:before {
			content: "\f0ce";
			}
			.fa-magic:before {
			content: "\f0d0";
			}
			.fa-truck:before {
			content: "\f0d1";
			}
			.fa-pinterest:before {
			content: "\f0d2";
			}
			.fa-pinterest-square:before {
			content: "\f0d3";
			}
			.fa-google-plus-square:before {
			content: "\f0d4";
			}
			.fa-google-plus:before {
			content: "\f0d5";
			}
			.fa-money:before {
			content: "\f0d6";
			}
			.fa-caret-down:before {
			content: "\f0d7";
			}
			.fa-caret-up:before {
			content: "\f0d8";
			}
			.fa-caret-left:before {
			content: "\f0d9";
			}
			.fa-caret-right:before {
			content: "\f0da";
			}
			.fa-columns:before {
			content: "\f0db";
			}
			.fa-unsorted:before,
			.fa-sort:before {
			content: "\f0dc";
			}
			.fa-sort-down:before,
			.fa-sort-desc:before {
			content: "\f0dd";
			}
			.fa-sort-up:before,
			.fa-sort-asc:before {
			content: "\f0de";
			}
			.fa-envelope:before {
			content: "\f0e0";
			}
			.fa-linkedin:before {
			content: "\f0e1";
			}
			.fa-rotate-left:before,
			.fa-undo:before {
			content: "\f0e2";
			}
			.fa-legal:before,
			.fa-gavel:before {
			content: "\f0e3";
			}
			.fa-dashboard:before,
			.fa-tachometer:before {
			content: "\f0e4";
			}
			.fa-comment-o:before {
			content: "\f0e5";
			}
			.fa-comments-o:before {
			content: "\f0e6";
			}
			.fa-flash:before,
			.fa-bolt:before {
			content: "\f0e7";
			}
			.fa-sitemap:before {
			content: "\f0e8";
			}
			.fa-umbrella:before {
			content: "\f0e9";
			}
			.fa-paste:before,
			.fa-clipboard:before {
			content: "\f0ea";
			}
			.fa-lightbulb-o:before {
			content: "\f0eb";
			}
			.fa-exchange:before {
			content: "\f0ec";
			}
			.fa-cloud-download:before {
			content: "\f0ed";
			}
			.fa-cloud-upload:before {
			content: "\f0ee";
			}
			.fa-user-md:before {
			content: "\f0f0";
			}
			.fa-stethoscope:before {
			content: "\f0f1";
			}
			.fa-suitcase:before {
			content: "\f0f2";
			}
			.fa-bell-o:before {
			content: "\f0a2";
			}
			.fa-coffee:before {
			content: "\f0f4";
			}
			.fa-cutlery:before {
			content: "\f0f5";
			}
			.fa-file-text-o:before {
			content: "\f0f6";
			}
			.fa-building-o:before {
			content: "\f0f7";
			}
			.fa-hospital-o:before {
			content: "\f0f8";
			}
			.fa-ambulance:before {
			content: "\f0f9";
			}
			.fa-medkit:before {
			content: "\f0fa";
			}
			.fa-fighter-jet:before {
			content: "\f0fb";
			}
			.fa-beer:before {
			content: "\f0fc";
			}
			.fa-h-square:before {
			content: "\f0fd";
			}
			.fa-plus-square:before {
			content: "\f0fe";
			}
			.fa-angle-double-left:before {
			content: "\f100";
			}
			.fa-angle-double-right:before {
			content: "\f101";
			}
			.fa-angle-double-up:before {
			content: "\f102";
			}
			.fa-angle-double-down:before {
			content: "\f103";
			}
			.fa-angle-left:before {
			content: "\f104";
			}
			.fa-angle-right:before {
			content: "\f105";
			}
			.fa-angle-up:before {
			content: "\f106";
			}
			.fa-angle-down:before {
			content: "\f107";
			}
			.fa-desktop:before {
			content: "\f108";
			}
			.fa-laptop:before {
			content: "\f109";
			}
			.fa-tablet:before {
			content: "\f10a";
			}
			.fa-mobile-phone:before,
			.fa-mobile:before {
			content: "\f10b";
			}
			.fa-circle-o:before {
			content: "\f10c";
			}
			.fa-quote-left:before {
			content: "\f10d";
			}
			.fa-quote-right:before {
			content: "\f10e";
			}
			.fa-spinner:before {
			content: "\f110";
			}
			.fa-circle:before {
			content: "\f111";
			}
			.fa-mail-reply:before,
			.fa-reply:before {
			content: "\f112";
			}
			.fa-github-alt:before {
			content: "\f113";
			}
			.fa-folder-o:before {
			content: "\f114";
			}
			.fa-folder-open-o:before {
			content: "\f115";
			}
			.fa-smile-o:before {
			content: "\f118";
			}
			.fa-frown-o:before {
			content: "\f119";
			}
			.fa-meh-o:before {
			content: "\f11a";
			}
			.fa-gamepad:before {
			content: "\f11b";
			}
			.fa-keyboard-o:before {
			content: "\f11c";
			}
			.fa-flag-o:before {
			content: "\f11d";
			}
			.fa-flag-checkered:before {
			content: "\f11e";
			}
			.fa-terminal:before {
			content: "\f120";
			}
			.fa-code:before {
			content: "\f121";
			}
			.fa-mail-reply-all:before,
			.fa-reply-all:before {
			content: "\f122";
			}
			.fa-star-half-empty:before,
			.fa-star-half-full:before,
			.fa-star-half-o:before {
			content: "\f123";
			}
			.fa-location-arrow:before {
			content: "\f124";
			}
			.fa-crop:before {
			content: "\f125";
			}
			.fa-code-fork:before {
			content: "\f126";
			}
			.fa-unlink:before,
			.fa-chain-broken:before {
			content: "\f127";
			}
			.fa-question:before {
			content: "\f128";
			}
			.fa-info:before {
			content: "\f129";
			}
			.fa-exclamation:before {
			content: "\f12a";
			}
			.fa-superscript:before {
			content: "\f12b";
			}
			.fa-subscript:before {
			content: "\f12c";
			}
			.fa-eraser:before {
			content: "\f12d";
			}
			.fa-puzzle-piece:before {
			content: "\f12e";
			}
			.fa-microphone:before {
			content: "\f130";
			}
			.fa-microphone-slash:before {
			content: "\f131";
			}
			.fa-shield:before {
			content: "\f132";
			}
			.fa-calendar-o:before {
			content: "\f133";
			}
			.fa-fire-extinguisher:before {
			content: "\f134";
			}
			.fa-rocket:before {
			content: "\f135";
			}
			.fa-maxcdn:before {
			content: "\f136";
			}
			.fa-chevron-circle-left:before {
			content: "\f137";
			}
			.fa-chevron-circle-right:before {
			content: "\f138";
			}
			.fa-chevron-circle-up:before {
			content: "\f139";
			}
			.fa-chevron-circle-down:before {
			content: "\f13a";
			}
			.fa-html5:before {
			content: "\f13b";
			}
			.fa-css3:before {
			content: "\f13c";
			}
			.fa-anchor:before {
			content: "\f13d";
			}
			.fa-unlock-alt:before {
			content: "\f13e";
			}
			.fa-bullseye:before {
			content: "\f140";
			}
			.fa-ellipsis-h:before {
			content: "\f141";
			}
			.fa-ellipsis-v:before {
			content: "\f142";
			}
			.fa-rss-square:before {
			content: "\f143";
			}
			.fa-play-circle:before {
			content: "\f144";
			}
			.fa-ticket:before {
			content: "\f145";
			}
			.fa-minus-square:before {
			content: "\f146";
			}
			.fa-minus-square-o:before {
			content: "\f147";
			}
			.fa-level-up:before {
			content: "\f148";
			}
			.fa-level-down:before {
			content: "\f149";
			}
			.fa-check-square:before {
			content: "\f14a";
			}
			.fa-pencil-square:before {
			content: "\f14b";
			}
			.fa-external-link-square:before {
			content: "\f14c";
			}
			.fa-share-square:before {
			content: "\f14d";
			}
			.fa-compass:before {
			content: "\f14e";
			}
			.fa-toggle-down:before,
			.fa-caret-square-o-down:before {
			content: "\f150";
			}
			.fa-toggle-up:before,
			.fa-caret-square-o-up:before {
			content: "\f151";
			}
			.fa-toggle-right:before,
			.fa-caret-square-o-right:before {
			content: "\f152";
			}
			.fa-euro:before,
			.fa-eur:before {
			content: "\f153";
			}
			.fa-gbp:before {
			content: "\f154";
			}
			.fa-dollar:before,
			.fa-usd:before {
			content: "\f155";
			}
			.fa-rupee:before,
			.fa-inr:before {
			content: "\f156";
			}
			.fa-cny:before,
			.fa-rmb:before,
			.fa-yen:before,
			.fa-jpy:before {
			content: "\f157";
			}
			.fa-ruble:before,
			.fa-rouble:before,
			.fa-rub:before {
			content: "\f158";
			}
			.fa-won:before,
			.fa-krw:before {
			content: "\f159";
			}
			.fa-bitcoin:before,
			.fa-btc:before {
			content: "\f15a";
			}
			.fa-file:before {
			content: "\f15b";
			}
			.fa-file-text:before {
			content: "\f15c";
			}
			.fa-sort-alpha-asc:before {
			content: "\f15d";
			}
			.fa-sort-alpha-desc:before {
			content: "\f15e";
			}
			.fa-sort-amount-asc:before {
			content: "\f160";
			}
			.fa-sort-amount-desc:before {
			content: "\f161";
			}
			.fa-sort-numeric-asc:before {
			content: "\f162";
			}
			.fa-sort-numeric-desc:before {
			content: "\f163";
			}
			.fa-thumbs-up:before {
			content: "\f164";
			}
			.fa-thumbs-down:before {
			content: "\f165";
			}
			.fa-youtube-square:before {
			content: "\f166";
			}
			.fa-youtube:before {
			content: "\f167";
			}
			.fa-xing:before {
			content: "\f168";
			}
			.fa-xing-square:before {
			content: "\f169";
			}
			.fa-youtube-play:before {
			content: "\f16a";
			}
			.fa-dropbox:before {
			content: "\f16b";
			}
			.fa-stack-overflow:before {
			content: "\f16c";
			}
			.fa-instagram:before {
			content: "\f16d";
			}
			.fa-flickr:before {
			content: "\f16e";
			}
			.fa-adn:before {
			content: "\f170";
			}
			.fa-bitbucket:before {
			content: "\f171";
			}
			.fa-bitbucket-square:before {
			content: "\f172";
			}
			.fa-tumblr:before {
			content: "\f173";
			}
			.fa-tumblr-square:before {
			content: "\f174";
			}
			.fa-long-arrow-down:before {
			content: "\f175";
			}
			.fa-long-arrow-up:before {
			content: "\f176";
			}
			.fa-long-arrow-left:before {
			content: "\f177";
			}
			.fa-long-arrow-right:before {
			content: "\f178";
			}
			.fa-apple:before {
			content: "\f179";
			}
			.fa-windows:before {
			content: "\f17a";
			}
			.fa-android:before {
			content: "\f17b";
			}
			.fa-linux:before {
			content: "\f17c";
			}
			.fa-dribbble:before {
			content: "\f17d";
			}
			.fa-skype:before {
			content: "\f17e";
			}
			.fa-foursquare:before {
			content: "\f180";
			}
			.fa-trello:before {
			content: "\f181";
			}
			.fa-female:before {
			content: "\f182";
			}
			.fa-male:before {
			content: "\f183";
			}
			.fa-gittip:before {
			content: "\f184";
			}
			.fa-sun-o:before {
			content: "\f185";
			}
			.fa-moon-o:before {
			content: "\f186";
			}
			.fa-archive:before {
			content: "\f187";
			}
			.fa-bug:before {
			content: "\f188";
			}
			.fa-vk:before {
			content: "\f189";
			}
			.fa-weibo:before {
			content: "\f18a";
			}
			.fa-renren:before {
			content: "\f18b";
			}
			.fa-pagelines:before {
			content: "\f18c";
			}
			.fa-stack-exchange:before {
			content: "\f18d";
			}
			.fa-arrow-circle-o-right:before {
			content: "\f18e";
			}
			.fa-arrow-circle-o-left:before {
			content: "\f190";
			}
			.fa-toggle-left:before,
			.fa-caret-square-o-left:before {
			content: "\f191";
			}
			.fa-dot-circle-o:before {
			content: "\f192";
			}
			.fa-wheelchair:before {
			content: "\f193";
			}
			.fa-vimeo-square:before {
			content: "\f194";
			}
			.fa-turkish-lira:before,
			.fa-try:before {
			content: "\f195";
			}
			.fa-plus-square-o:before {
			content: "\f196";
			}
			.fa-space-shuttle:before {
			content: "\f197";
			}
			.fa-slack:before {
			content: "\f198";
			}
			.fa-envelope-square:before {
			content: "\f199";
			}
			.fa-wordpress:before {
			content: "\f19a";
			}
			.fa-openid:before {
			content: "\f19b";
			}
			.fa-institution:before,
			.fa-bank:before,
			.fa-university:before {
			content: "\f19c";
			}
			.fa-mortar-board:before,
			.fa-graduation-cap:before {
			content: "\f19d";
			}
			.fa-yahoo:before {
			content: "\f19e";
			}
			.fa-google:before {
			content: "\f1a0";
			}
			.fa-reddit:before {
			content: "\f1a1";
			}
			.fa-reddit-square:before {
			content: "\f1a2";
			}
			.fa-stumbleupon-circle:before {
			content: "\f1a3";
			}
			.fa-stumbleupon:before {
			content: "\f1a4";
			}
			.fa-delicious:before {
			content: "\f1a5";
			}
			.fa-digg:before {
			content: "\f1a6";
			}
			.fa-pied-piper:before {
			content: "\f1a7";
			}
			.fa-pied-piper-alt:before {
			content: "\f1a8";
			}
			.fa-drupal:before {
			content: "\f1a9";
			}
			.fa-joomla:before {
			content: "\f1aa";
			}
			.fa-language:before {
			content: "\f1ab";
			}
			.fa-fax:before {
			content: "\f1ac";
			}
			.fa-building:before {
			content: "\f1ad";
			}
			.fa-child:before {
			content: "\f1ae";
			}
			.fa-paw:before {
			content: "\f1b0";
			}
			.fa-spoon:before {
			content: "\f1b1";
			}
			.fa-cube:before {
			content: "\f1b2";
			}
			.fa-cubes:before {
			content: "\f1b3";
			}
			.fa-behance:before {
			content: "\f1b4";
			}
			.fa-behance-square:before {
			content: "\f1b5";
			}
			.fa-steam:before {
			content: "\f1b6";
			}
			.fa-steam-square:before {
			content: "\f1b7";
			}
			.fa-recycle:before {
			content: "\f1b8";
			}
			.fa-automobile:before,
			.fa-car:before {
			content: "\f1b9";
			}
			.fa-cab:before,
			.fa-taxi:before {
			content: "\f1ba";
			}
			.fa-tree:before {
			content: "\f1bb";
			}
			.fa-spotify:before {
			content: "\f1bc";
			}
			.fa-deviantart:before {
			content: "\f1bd";
			}
			.fa-soundcloud:before {
			content: "\f1be";
			}
			.fa-database:before {
			content: "\f1c0";
			}
			.fa-file-pdf-o:before {
			content: "\f1c1";
			}
			.fa-file-word-o:before {
			content: "\f1c2";
			}
			.fa-file-excel-o:before {
			content: "\f1c3";
			}
			.fa-file-powerpoint-o:before {
			content: "\f1c4";
			}
			.fa-file-photo-o:before,
			.fa-file-picture-o:before,
			.fa-file-image-o:before {
			content: "\f1c5";
			}
			.fa-file-zip-o:before,
			.fa-file-archive-o:before {
			content: "\f1c6";
			}
			.fa-file-sound-o:before,
			.fa-file-audio-o:before {
			content: "\f1c7";
			}
			.fa-file-movie-o:before,
			.fa-file-video-o:before {
			content: "\f1c8";
			}
			.fa-file-code-o:before {
			content: "\f1c9";
			}
			.fa-vine:before {
			content: "\f1ca";
			}
			.fa-codepen:before {
			content: "\f1cb";
			}
			.fa-jsfiddle:before {
			content: "\f1cc";
			}
			.fa-life-bouy:before,
			.fa-life-buoy:before,
			.fa-life-saver:before,
			.fa-support:before,
			.fa-life-ring:before {
			content: "\f1cd";
			}
			.fa-circle-o-notch:before {
			content: "\f1ce";
			}
			.fa-ra:before,
			.fa-rebel:before {
			content: "\f1d0";
			}
			.fa-ge:before,
			.fa-empire:before {
			content: "\f1d1";
			}
			.fa-git-square:before {
			content: "\f1d2";
			}
			.fa-git:before {
			content: "\f1d3";
			}
			.fa-hacker-news:before {
			content: "\f1d4";
			}
			.fa-tencent-weibo:before {
			content: "\f1d5";
			}
			.fa-qq:before {
			content: "\f1d6";
			}
			.fa-wechat:before,
			.fa-weixin:before {
			content: "\f1d7";
			}
			.fa-send:before,
			.fa-paper-plane:before {
			content: "\f1d8";
			}
			.fa-send-o:before,
			.fa-paper-plane-o:before {
			content: "\f1d9";
			}
			.fa-history:before {
			content: "\f1da";
			}
			.fa-circle-thin:before {
			content: "\f1db";
			}
			.fa-header:before {
			content: "\f1dc";
			}
			.fa-paragraph:before {
			content: "\f1dd";
			}
			.fa-sliders:before {
			content: "\f1de";
			}
			.fa-share-alt:before {
			content: "\f1e0";
			}
			.fa-share-alt-square:before {
			content: "\f1e1";
			}
			.fa-bomb:before {
			content: "\f1e2";
			}
			.fa-soccer-ball-o:before,
			.fa-futbol-o:before {
			content: "\f1e3";
			}
			.fa-tty:before {
			content: "\f1e4";
			}
			.fa-binoculars:before {
			content: "\f1e5";
			}
			.fa-plug:before {
			content: "\f1e6";
			}
			.fa-slideshare:before {
			content: "\f1e7";
			}
			.fa-twitch:before {
			content: "\f1e8";
			}
			.fa-yelp:before {
			content: "\f1e9";
			}
			.fa-newspaper-o:before {
			content: "\f1ea";
			}
			.fa-wifi:before {
			content: "\f1eb";
			}
			.fa-calculator:before {
			content: "\f1ec";
			}
			.fa-paypal:before {
			content: "\f1ed";
			}
			.fa-google-wallet:before {
			content: "\f1ee";
			}
			.fa-cc-visa:before {
			content: "\f1f0";
			}
			.fa-cc-mastercard:before {
			content: "\f1f1";
			}
			.fa-cc-discover:before {
			content: "\f1f2";
			}
			.fa-cc-amex:before {
			content: "\f1f3";
			}
			.fa-cc-paypal:before {
			content: "\f1f4";
			}
			.fa-cc-stripe:before {
			content: "\f1f5";
			}
			.fa-bell-slash:before {
			content: "\f1f6";
			}
			.fa-bell-slash-o:before {
			content: "\f1f7";
			}
			.fa-trash:before {
			content: "\f1f8";
			}
			.fa-copyright:before {
			content: "\f1f9";
			}
			.fa-at:before {
			content: "\f1fa";
			}
			.fa-eyedropper:before {
			content: "\f1fb";
			}
			.fa-paint-brush:before {
			content: "\f1fc";
			}
			.fa-birthday-cake:before {
			content: "\f1fd";
			}
			.fa-area-chart:before {
			content: "\f1fe";
			}
			.fa-pie-chart:before {
			content: "\f200";
			}
			.fa-line-chart:before {
			content: "\f201";
			}
			.fa-lastfm:before {
			content: "\f202";
			}
			.fa-lastfm-square:before {
			content: "\f203";
			}
			.fa-toggle-off:before {
			content: "\f204";
			}
			.fa-toggle-on:before {
			content: "\f205";
			}
			.fa-bicycle:before {
			content: "\f206";
			}
			.fa-bus:before {
			content: "\f207";
			}
			.fa-ioxhost:before {
			content: "\f208";
			}
			.fa-angellist:before {
			content: "\f209";
			}
			.fa-cc:before {
			content: "\f20a";
			}
			.fa-shekel:before,
			.fa-sheqel:before,
			.fa-ils:before {
			content: "\f20b";
			}
			.fa-meanpath:before {
			content: "\f20c";
			}
			/*!
			*
			* IPython base
			*
			*/
			.modal.fade .modal-dialog {
			-webkit-transform: translate(0, 0);
			-ms-transform: translate(0, 0);
			-o-transform: translate(0, 0);
			transform: translate(0, 0);
			}
			code {
			color: #000;
			}
			pre {
			font-size: inherit;
			line-height: inherit;
			}
			label {
			font-weight: normal;
			}
			/* Make the page background atleast 100% the height of the view port */
			/* Make the page itself atleast 70% the height of the view port */
			.border-box-sizing {
			box-sizing: border-box;
			-moz-box-sizing: border-box;
			-webkit-box-sizing: border-box;
			}
			.corner-all {
			border-radius: 2px;
			}
			.no-padding {
			padding: 0px;
			}
			/* Flexible box model classes */
			/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
			/* This file is a compatability layer. It allows the usage of flexible box
			model layouts accross multiple browsers, including older browsers. The newest,
			universal implementation of the flexible box model is used when available (see
			`Modern browsers` comments below). Browsers that are known to implement this
			new spec completely include:

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

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

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

			*/
			.highlight-base {
			color: #000;
			}
			.highlight-variable {
			color: #000;
			}
			.highlight-variable-2 {
			color: #1a1a1a;
			}
			.highlight-variable-3 {
			color: #333333;
			}
			.highlight-string {
			color: #BA2121;
			}
			.highlight-comment {
			color: #408080;
			font-style: italic;
			}
			.highlight-number {
			color: #080;
			}
			.highlight-atom {
			color: #88F;
			}
			.highlight-keyword {
			color: #008000;
			font-weight: bold;
			}
			.highlight-builtin {
			color: #008000;
			}
			.highlight-error {
			color: #f00;
			}
			.highlight-operator {
			color: #AA22FF;
			font-weight: bold;
			}
			.highlight-meta {
			color: #AA22FF;
			}
			/* previously not defined, copying from default codemirror */
			.highlight-def {
			color: #00f;
			}
			.highlight-string-2 {
			color: #f50;
			}
			.highlight-qualifier {
			color: #555;
			}
			.highlight-bracket {
			color: #997;
			}
			.highlight-tag {
			color: #170;
			}
			.highlight-attribute {
			color: #00c;
			}
			.highlight-header {
			color: blue;
			}
			.highlight-quote {
			color: #090;
			}
			.highlight-link {
			color: #00c;
			}
			/* apply the same style to codemirror */
			.cm-s-ipython span.cm-keyword {
			color: #008000;
			font-weight: bold;
			}
			.cm-s-ipython span.cm-atom {
			color: #88F;
			}
			.cm-s-ipython span.cm-number {
			color: #080;
			}
			.cm-s-ipython span.cm-def {
			color: #00f;
			}
			.cm-s-ipython span.cm-variable {
			color: #000;
			}
			.cm-s-ipython span.cm-operator {
			color: #AA22FF;
			font-weight: bold;
			}
			.cm-s-ipython span.cm-variable-2 {
			color: #1a1a1a;
			}
			.cm-s-ipython span.cm-variable-3 {
			color: #333333;
			}
			.cm-s-ipython span.cm-comment {
			color: #408080;
			font-style: italic;
			}
			.cm-s-ipython span.cm-string {
			color: #BA2121;
			}
			.cm-s-ipython span.cm-string-2 {
			color: #f50;
			}
			.cm-s-ipython span.cm-meta {
			color: #AA22FF;
			}
			.cm-s-ipython span.cm-qualifier {
			color: #555;
			}
			.cm-s-ipython span.cm-builtin {
			color: #008000;
			}
			.cm-s-ipython span.cm-bracket {
			color: #997;
			}
			.cm-s-ipython span.cm-tag {
			color: #170;
			}
			.cm-s-ipython span.cm-attribute {
			color: #00c;
			}
			.cm-s-ipython span.cm-header {
			color: blue;
			}
			.cm-s-ipython span.cm-quote {
			color: #090;
			}
			.cm-s-ipython span.cm-link {
			color: #00c;
			}
			.cm-s-ipython span.cm-error {
			color: #f00;
			}
			.cm-s-ipython span.cm-tab {
			background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
			background-position: right;
			background-repeat: no-repeat;
			}
			div.output_wrapper {
			/* this position must be relative to enable descendents to be absolute within it */
			position: relative;
			/* Old browsers */
			display: -webkit-box;
			-webkit-box-orient: vertical;
			-webkit-box-align: stretch;
			display: -moz-box;
			-moz-box-orient: vertical;
			-moz-box-align: stretch;
			display: box;
			box-orient: vertical;
			box-align: stretch;
			/* Modern browsers */
			display: flex;
			flex-direction: column;
			align-items: stretch;
			z-index: 1;
			}
			/* class for the output area when it should be height-limited */
			div.output_scroll {
			/* ideally, this would be max-height, but FF barfs all over that */
			height: 24em;
			/* FF needs this and the wrapper to specify full width, or it will shrinkwrap */
			width: 100%;
			overflow: auto;
			border-radius: 2px;
			-webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
			box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
			display: block;
			}
			/* output div while it is collapsed */
			div.output_collapsed {
			margin: 0px;
			padding: 0px;
			/* Old browsers */
			display: -webkit-box;
			-webkit-box-orient: vertical;
			-webkit-box-align: stretch;
			display: -moz-box;
			-moz-box-orient: vertical;
			-moz-box-align: stretch;
			display: box;
			box-orient: vertical;
			box-align: stretch;
			/* Modern browsers */
			display: flex;
			flex-direction: column;
			align-items: stretch;
			}
			div.out_prompt_overlay {
			height: 100%;
			padding: 0px 0.4em;
			position: absolute;
			border-radius: 2px;
			}
			div.out_prompt_overlay:hover {
			/* use inner shadow to get border that is computed the same on WebKit/FF */
			-webkit-box-shadow: inset 0 0 1px #000;
			box-shadow: inset 0 0 1px #000;
			background: rgba(240, 240, 240, 0.5);
			}
			div.output_prompt {
			color: #D84315;
			}
			/* This class is the outer container of all output sections. */
			div.output_area {
			padding: 0px;
			page-break-inside: avoid;
			/* Old browsers */
			display: -webkit-box;
			-webkit-box-orient: horizontal;
			-webkit-box-align: stretch;
			display: -moz-box;
			-moz-box-orient: horizontal;
			-moz-box-align: stretch;
			display: box;
			box-orient: horizontal;
			box-align: stretch;
			/* Modern browsers */
			display: flex;
			flex-direction: row;
			align-items: stretch;
			}
			div.output_area .MathJax_Display {
			text-align: left !important;
			}
			div.output_area .rendered_html table {
			margin-left: 0;
			margin-right: 0;
			}
			div.output_area .rendered_html img {
			margin-left: 0;
			margin-right: 0;
			}
			div.output_area img,
			div.output_area svg {
			max-width: 100%;
			height: auto;
			}
			div.output_area img.unconfined,
			div.output_area svg.unconfined {
			max-width: none;
			}
			/* This is needed to protect the pre formating from global settings such
			as that of bootstrap */
			.output {
			/* Old browsers */
			display: -webkit-box;
			-webkit-box-orient: vertical;
			-webkit-box-align: stretch;
			display: -moz-box;
			-moz-box-orient: vertical;
			-moz-box-align: stretch;
			display: box;
			box-orient: vertical;
			box-align: stretch;
			/* Modern browsers */
			display: flex;
			flex-direction: column;
			align-items: stretch;
			}
			@media (max-width: 540px) {
			div.output_area {
			/* Old browsers */
			display: -webkit-box;
			-webkit-box-orient: vertical;
			-webkit-box-align: stretch;
			display: -moz-box;
			-moz-box-orient: vertical;
			-moz-box-align: stretch;
			display: box;
			box-orient: vertical;
			box-align: stretch;
			/* Modern browsers */
			display: flex;
			flex-direction: column;
			align-items: stretch;
			}
			}
			div.output_area pre {
			margin: 0;
			padding: 0;
			border: 0;
			vertical-align: baseline;
			color: black;
			background-color: transparent;
			border-radius: 0;
			}
			/* This class is for the output subarea inside the output_area and after
			the prompt div. */
			div.output_subarea {
			overflow-x: auto;
			padding: 0.4em;
			/* Old browsers */
			-webkit-box-flex: 1;
			-moz-box-flex: 1;
			box-flex: 1;
			/* Modern browsers */
			flex: 1;
			max-width: calc(100% - 14ex);
			}
			div.output_scroll div.output_subarea {
			overflow-x: visible;
			}
			/* The rest of the output_* classes are for special styling of the different
			output types */
			/* all text output has this class: */
			div.output_text {
			text-align: left;
			color: #000;
			/* This has to match that of the the CodeMirror class line-height below */
			line-height: 1.21429em;
			}
			/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are not streams */
			div.output_stderr {
			background: #fdd;
			/* very light red background for stderr */
			}
			div.output_latex {
			text-align: left;
			}
			/* Empty output_javascript divs should have no height */
			div.output_javascript:empty {
			padding: 0;
			}
			.js-error {
			color: darkred;
			}
			/* raw_input styles */
			div.raw_input_container {
			line-height: 1.21429em;
			padding-top: 5px;
			}
			pre.raw_input_prompt {
			/* nothing needed here. */
			}
			input.raw_input {
			font-family: monospace;
			font-size: inherit;
			color: inherit;
			width: auto;
			/* make sure input baseline aligns with prompt */
			vertical-align: baseline;
			/* padding + margin = 0.5em between prompt and cursor */
			padding: 0em 0.25em;
			margin: 0em 0.25em;
			}
			input.raw_input:focus {
			box-shadow: none;
			}
			p.p-space {
			margin-bottom: 10px;
			}
			div.output_unrecognized {
			padding: 5px;
			font-weight: bold;
			color: red;
			}
			div.output_unrecognized a {
			color: inherit;
			text-decoration: none;
			}
			div.output_unrecognized a:hover {
			color: inherit;
			text-decoration: none;
			}
			.rendered_html {
			color: #000;
			/* any extras will just be numbers: */
			}
			.rendered_html em {
			font-style: italic;
			}
			.rendered_html strong {
			font-weight: bold;
			}
			.rendered_html u {
			text-decoration: underline;
			}
			.rendered_html :link {
			text-decoration: underline;
			}
			.rendered_html :visited {
			text-decoration: underline;
			}
			.rendered_html h1 {
			font-size: 185.7%;
			margin: 1.08em 0 0 0;
			font-weight: bold;
			line-height: 1.0;
			}
			.rendered_html h2 {
			font-size: 157.1%;
			margin: 1.27em 0 0 0;
			font-weight: bold;
			line-height: 1.0;
			}
			.rendered_html h3 {
			font-size: 128.6%;
			margin: 1.55em 0 0 0;
			font-weight: bold;
			line-height: 1.0;
			}
			.rendered_html h4 {
			font-size: 100%;
			margin: 2em 0 0 0;
			font-weight: bold;
			line-height: 1.0;
			}
			.rendered_html h5 {
			font-size: 100%;
			margin: 2em 0 0 0;
			font-weight: bold;
			line-height: 1.0;
			font-style: italic;
			}
			.rendered_html h6 {
			font-size: 100%;
			margin: 2em 0 0 0;
			font-weight: bold;
			line-height: 1.0;
			font-style: italic;
			}
			.rendered_html h1:first-child {
			margin-top: 0.538em;
			}
			.rendered_html h2:first-child {
			margin-top: 0.636em;
			}
			.rendered_html h3:first-child {
			margin-top: 0.777em;
			}
			.rendered_html h4:first-child {
			margin-top: 1em;
			}
			.rendered_html h5:first-child {
			margin-top: 1em;
			}
			.rendered_html h6:first-child {
			margin-top: 1em;
			}
			.rendered_html ul {
			list-style: disc;
			margin: 0em 2em;
			padding-left: 0px;
			}
			.rendered_html ul ul {
			list-style: square;
			margin: 0em 2em;
			}
			.rendered_html ul ul ul {
			list-style: circle;
			margin: 0em 2em;
			}
			.rendered_html ol {
			list-style: decimal;
			margin: 0em 2em;
			padding-left: 0px;
			}
			.rendered_html ol ol {
			list-style: upper-alpha;
			margin: 0em 2em;
			}
			.rendered_html ol ol ol {
			list-style: lower-alpha;
			margin: 0em 2em;
			}
			.rendered_html ol ol ol ol {
			list-style: lower-roman;
			margin: 0em 2em;
			}
			.rendered_html ol ol ol ol ol {
			list-style: decimal;
			margin: 0em 2em;
			}
			.rendered_html * + ul {
			margin-top: 1em;
			}
			.rendered_html * + ol {
			margin-top: 1em;
			}
			.rendered_html hr {
			color: black;
			background-color: black;
			}
			.rendered_html pre {
			margin: 1em 2em;
			}
			.rendered_html pre,
			.rendered_html code {
			border: 0;
			background-color: #fff;
			color: #000;
			font-size: 100%;
			padding: 0px;
			}
			.rendered_html blockquote {
			margin: 1em 2em;
			}
			.rendered_html table {
			margin-left: auto;
			margin-right: auto;
			border: 1px solid black;
			border-collapse: collapse;
			}
			.rendered_html tr,
			.rendered_html th,
			.rendered_html td {
			border: 1px solid black;
			border-collapse: collapse;
			margin: 1em 2em;
			}
			.rendered_html td,
			.rendered_html th {
			text-align: left;
			vertical-align: middle;
			padding: 4px;
			}
			.rendered_html th {
			font-weight: bold;
			}
			.rendered_html * + table {
			margin-top: 1em;
			}
			.rendered_html p {
			text-align: left;
			}
			.rendered_html * + p {
			margin-top: 1em;
			}
			.rendered_html img {
			display: block;
			margin-left: auto;
			margin-right: auto;
			}
			.rendered_html * + img {
			margin-top: 1em;
			}
			.rendered_html img,
			.rendered_html svg {
			max-width: 100%;
			height: auto;
			}
			.rendered_html img.unconfined,
			.rendered_html svg.unconfined {
			max-width: none;
			}
			div.text_cell {
			/* Old browsers */
			display: -webkit-box;
			-webkit-box-orient: horizontal;
			-webkit-box-align: stretch;
			display: -moz-box;
			-moz-box-orient: horizontal;
			-moz-box-align: stretch;
			display: box;
			box-orient: horizontal;
			box-align: stretch;
			/* Modern browsers */
			display: flex;
			flex-direction: row;
			align-items: stretch;
			}
			@media (max-width: 540px) {
			div.text_cell > div.prompt {
			display: none;
			}
			}
			div.text_cell_render {
			/font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;/
			outline: none;
			resize: none;
			width: inherit;
			border-style: none;
			padding: 0.5em 0.5em 0.5em 0.4em;
			color: #000;
			box-sizing: border-box;
			-moz-box-sizing: border-box;
			-webkit-box-sizing: border-box;
			}
			a.anchor-link:link {
			text-decoration: none;
			padding: 0px 20px;
			visibility: hidden;
			}
			h1:hover .anchor-link,
			h2:hover .anchor-link,
			h3:hover .anchor-link,
			h4:hover .anchor-link,
			h5:hover .anchor-link,
			h6:hover .anchor-link {
			visibility: visible;
			}
			.text_cell.rendered .input_area {
			display: none;
			}
			.text_cell.rendered .rendered_html {
			overflow-x: auto;
			overflow-y: hidden;
			}
			.text_cell.unrendered .text_cell_render {
			display: none;
			}
			.cm-header-1,
			.cm-header-2,
			.cm-header-3,
			.cm-header-4,
			.cm-header-5,
			.cm-header-6 {
			font-weight: bold;
			font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
			}
			.cm-header-1 {
			font-size: 185.7%;
			}
			.cm-header-2 {
			font-size: 157.1%;
			}
			.cm-header-3 {
			font-size: 128.6%;
			}
			.cm-header-4 {
			font-size: 110%;
			}
			.cm-header-5 {
			font-size: 100%;
			font-style: italic;
			}
			.cm-header-6 {
			font-size: 100%;
			font-style: italic;
			}
			/*!
			*
			* IPython notebook webapp
			*
			*/
			@media (max-width: 767px) {
			.notebook_app {
			padding-left: 0px;
			padding-right: 0px;
			}
			}
			#ipython-main-app {
			box-sizing: border-box;
			-moz-box-sizing: border-box;
			-webkit-box-sizing: border-box;
			height: 100%;
			}
			div#notebook_panel {
			margin: 0px;
			padding: 0px;
			box-sizing: border-box;
			-moz-box-sizing: border-box;
			-webkit-box-sizing: border-box;
			height: 100%;
			}
			div#notebook {
			font-size: 14px;
			line-height: 20px;
			overflow-y: hidden;
			overflow-x: auto;
			width: 100%;
			/* This spaces the page away from the edge of the notebook area */
			padding-top: 20px;
			margin: 0px;
			outline: none;
			box-sizing: border-box;
			-moz-box-sizing: border-box;
			-webkit-box-sizing: border-box;
			min-height: 100%;
			}
			@media not print {
			#notebook-container {
			padding: 15px;
			background-color: #fff;
			min-height: 0;
			-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
			box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
			}
			}
			@media print {
			#notebook-container {
			width: 100%;
			}
			}
			div.ui-widget-content {
			border: 1px solid #ababab;
			outline: none;
			}
			pre.dialog {
			background-color: #f7f7f7;
			border: 1px solid #ddd;
			border-radius: 2px;
			padding: 0.4em;
			padding-left: 2em;
			}
			p.dialog {
			padding: 0.2em;
			}
			/* Word-wrap output correctly. This is the CSS3 spelling, though Firefox seems
			to not honor it correctly. Webkit browsers (Chrome, rekonq, Safari) do.
			*/
			pre,
			code,
			kbd,
			samp {
			white-space: pre-wrap;
			}
			#fonttest {
			font-family: monospace;
			}
			p {
			margin-bottom: 0;
			}
			.end_space {
			min-height: 100px;
			transition: height .2s ease;
			}
			.notebook_app > #header {
			-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
			box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
			}
			@media not print {
			.notebook_app {
			background-color: #EEE;
			}
			}
			kbd {
			border-style: solid;
			border-width: 1px;
			box-shadow: none;
			margin: 2px;
			padding-left: 2px;
			padding-right: 2px;
			padding-top: 1px;
			padding-bottom: 1px;
			}
			/* CSS for the cell toolbar */
			.celltoolbar {
			border: thin solid #CFCFCF;
			border-bottom: none;
			background: #EEE;
			border-radius: 2px 2px 0px 0px;
			width: 100%;
			height: 29px;
			padding-right: 4px;
			/* Old browsers */
			display: -webkit-box;
			-webkit-box-orient: horizontal;
			-webkit-box-align: stretch;
			display: -moz-box;
			-moz-box-orient: horizontal;
			-moz-box-align: stretch;
			display: box;
			box-orient: horizontal;
			box-align: stretch;
			/* Modern browsers */
			display: flex;
			flex-direction: row;
			align-items: stretch;
			/* Old browsers */
			-webkit-box-pack: end;
			-moz-box-pack: end;
			box-pack: end;
			/* Modern browsers */
			justify-content: flex-end;
			display: -webkit-flex;
			}
			@media print {
			.celltoolbar {
			display: none;
			}
			}
			.ctb_hideshow {
			display: none;
			vertical-align: bottom;
			}
			/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
			Cell toolbars are only shown when the ctb_global_show class is also set.
			*/
			.ctb_global_show .ctb_show.ctb_hideshow {
			display: block;
			}
			.ctb_global_show .ctb_show + .input_area,
			.ctb_global_show .ctb_show + div.text_cell_input,
			.ctb_global_show .ctb_show ~ div.text_cell_render {
			border-top-right-radius: 0px;
			border-top-left-radius: 0px;
			}
			.ctb_global_show .ctb_show ~ div.text_cell_render {
			border: 1px solid #cfcfcf;
			}
			.celltoolbar {
			font-size: 87%;
			padding-top: 3px;
			}
			.celltoolbar select {
			display: block;
			width: 100%;
			height: 32px;
			padding: 6px 12px;
			font-size: 13px;
			line-height: 1.42857143;
			color: #555555;
			background-color: #fff;
			background-image: none;
			border: 1px solid #ccc;
			border-radius: 2px;
			-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
			box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
			-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
			-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
			transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
			height: 30px;
			padding: 5px 10px;
			font-size: 12px;
			line-height: 1.5;
			border-radius: 1px;
			width: inherit;
			font-size: inherit;
			height: 22px;
			padding: 0px;
			display: inline-block;
			}
			.celltoolbar select:focus {
			border-color: #66afe9;
			outline: 0;
			-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
			box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
			}
			.celltoolbar select::-moz-placeholder {
			color: #999;
			opacity: 1;
			}
			.celltoolbar select:-ms-input-placeholder {
			color: #999;
			}
			.celltoolbar select::-webkit-input-placeholder {
			color: #999;
			}
			.celltoolbar select::-ms-expand {
			border: 0;
			background-color: transparent;
			}
			.celltoolbar select[disabled],
			.celltoolbar select[readonly],
			fieldset[disabled] .celltoolbar select {
			background-color: #eeeeee;
			opacity: 1;
			}
			.celltoolbar select[disabled],
			fieldset[disabled] .celltoolbar select {
			cursor: not-allowed;
			}
			textarea.celltoolbar select {
			height: auto;
			}
			select.celltoolbar select {
			height: 30px;
			line-height: 30px;
			}
			textarea.celltoolbar select,
			select[multiple].celltoolbar select {
			height: auto;
			}
			.celltoolbar label {
			margin-left: 5px;
			margin-right: 5px;
			}
			.completions {
			position: absolute;
			z-index: 110;
			overflow: hidden;
			border: 1px solid #ababab;
			border-radius: 2px;
			-webkit-box-shadow: 0px 6px 10px -1px #adadad;
			box-shadow: 0px 6px 10px -1px #adadad;
			line-height: 1;
			}
			.completions select {
			background: white;
			outline: none;
			border: none;
			padding: 0px;
			margin: 0px;
			overflow: auto;
			font-family: monospace;
			font-size: 110%;
			color: #000;
			width: auto;
			}
			.completions select option.context {
			color: #286090;
			}
			#kernel_logo_widget {
			float: right !important;
			float: right;
			}
			#kernel_logo_widget .current_kernel_logo {
			display: none;
			margin-top: -1px;
			margin-bottom: -1px;
			width: 32px;
			height: 32px;
			}
			#menubar {
			box-sizing: border-box;
			-moz-box-sizing: border-box;
			-webkit-box-sizing: border-box;
			margin-top: 1px;
			}
			#menubar .navbar {
			border-top: 1px;
			border-radius: 0px 0px 2px 2px;
			margin-bottom: 0px;
			}
			#menubar .navbar-toggle {
			float: left;
			padding-top: 7px;
			padding-bottom: 7px;
			border: none;
			}
			#menubar .navbar-collapse {
			clear: left;
			}
			.nav-wrapper {
			border-bottom: 1px solid #e7e7e7;
			}
			i.menu-icon {
			padding-top: 4px;
			}
			ul#help_menu li a {
			overflow: hidden;
			padding-right: 2.2em;
			}
			ul#help_menu li a i {
			margin-right: -1.2em;
			}
			.dropdown-submenu {
			position: relative;
			}
			.dropdown-submenu > .dropdown-menu {
			top: 0;
			left: 100%;
			margin-top: -6px;
			margin-left: -1px;
			}
			.dropdown-submenu:hover > .dropdown-menu {
			display: block;
			}
			.dropdown-submenu > a:after {
			display: inline-block;
			font: normal normal normal 14px/1 FontAwesome;
			font-size: inherit;
			text-rendering: auto;
			-webkit-font-smoothing: antialiased;
			-moz-osx-font-smoothing: grayscale;
			display: block;
			content: "\f0da";
			float: right;
			color: #333333;
			margin-top: 2px;
			margin-right: -10px;
			}
			.dropdown-submenu > a:after.pull-left {
			margin-right: .3em;
			}
			.dropdown-submenu > a:after.pull-right {
			margin-left: .3em;
			}
			.dropdown-submenu:hover > a:after {
			color: #262626;
			}
			.dropdown-submenu.pull-left {
			float: none;
			}
			.dropdown-submenu.pull-left > .dropdown-menu {
			left: -100%;
			margin-left: 10px;
			}
			#notification_area {
			float: right !important;
			float: right;
			z-index: 10;
			}
			.indicator_area {
			float: right !important;
			float: right;
			color: #777;
			margin-left: 5px;
			margin-right: 5px;
			width: 11px;
			z-index: 10;
			text-align: center;
			width: auto;
			}
			#kernel_indicator {
			float: right !important;
			float: right;
			color: #777;
			margin-left: 5px;
			margin-right: 5px;
			width: 11px;
			z-index: 10;
			text-align: center;
			width: auto;
			border-left: 1px solid;
			}
			#kernel_indicator .kernel_indicator_name {
			padding-left: 5px;
			padding-right: 5px;
			}
			#modal_indicator {
			float: right !important;
			float: right;
			color: #777;
			margin-left: 5px;
			margin-right: 5px;
			width: 11px;
			z-index: 10;
			text-align: center;
			width: auto;
			}
			#readonly-indicator {
			float: right !important;
			float: right;
			color: #777;
			margin-left: 5px;
			margin-right: 5px;
			width: 11px;
			z-index: 10;
			text-align: center;
			width: auto;
			margin-top: 2px;
			margin-bottom: 0px;
			margin-left: 0px;
			margin-right: 0px;
			display: none;
			}
			.modal_indicator:before {
			width: 1.28571429em;
			text-align: center;
			}
			.edit_mode .modal_indicator:before {
			display: inline-block;
			font: normal normal normal 14px/1 FontAwesome;
			font-size: inherit;
			text-rendering: auto;
			-webkit-font-smoothing: antialiased;
			-moz-osx-font-smoothing: grayscale;
			content: "\f040";
			}
			.edit_mode .modal_indicator:before.pull-left {
			margin-right: .3em;
			}
			.edit_mode .modal_indicator:before.pull-right {
			margin-left: .3em;
			}
			.command_mode .modal_indicator:before {
			display: inline-block;
			font: normal normal normal 14px/1 FontAwesome;
			font-size: inherit;
			text-rendering: auto;
			-webkit-font-smoothing: antialiased;
			-moz-osx-font-smoothing: grayscale;
			content: ' ';
			}
			.command_mode .modal_indicator:before.pull-left {
			margin-right: .3em;
			}
			.command_mode .modal_indicator:before.pull-right {
			margin-left: .3em;
			}
			.kernel_idle_icon:before {
			display: inline-block;
			font: normal normal normal 14px/1 FontAwesome;
			font-size: inherit;
			text-rendering: auto;
			-webkit-font-smoothing: antialiased;
			-moz-osx-font-smoothing: grayscale;
			content: "\f10c";
			}
			.kernel_idle_icon:before.pull-left {
			margin-right: .3em;
			}
			.kernel_idle_icon:before.pull-right {
			margin-left: .3em;
			}
			.kernel_busy_icon:before {
			display: inline-block;
			font: normal normal normal 14px/1 FontAwesome;
			font-size: inherit;
			text-rendering: auto;
			-webkit-font-smoothing: antialiased;
			-moz-osx-font-smoothing: grayscale;
			content: "\f111";
			}
			.kernel_busy_icon:before.pull-left {
			margin-right: .3em;
			}
			.kernel_busy_icon:before.pull-right {
			margin-left: .3em;
			}
			.kernel_dead_icon:before {
			display: inline-block;
			font: normal normal normal 14px/1 FontAwesome;
			font-size: inherit;
			text-rendering: auto;
			-webkit-font-smoothing: antialiased;
			-moz-osx-font-smoothing: grayscale;
			content: "\f1e2";
			}
			.kernel_dead_icon:before.pull-left {
			margin-right: .3em;
			}
			.kernel_dead_icon:before.pull-right {
			margin-left: .3em;
			}
			.kernel_disconnected_icon:before {
			display: inline-block;
			font: normal normal normal 14px/1 FontAwesome;
			font-size: inherit;
			text-rendering: auto;
			-webkit-font-smoothing: antialiased;
			-moz-osx-font-smoothing: grayscale;
			content: "\f127";
			}
			.kernel_disconnected_icon:before.pull-left {
			margin-right: .3em;
			}
			.kernel_disconnected_icon:before.pull-right {
			margin-left: .3em;
			}
			.notification_widget {
			color: #777;
			z-index: 10;
			background: rgba(240, 240, 240, 0.5);
			margin-right: 4px;
			color: #333;
			background-color: #fff;
			border-color: #ccc;
			}
			.notification_widget:focus,
			.notification_widget.focus {
			color: #333;
			background-color: #e6e6e6;
			border-color: #8c8c8c;
			}
			.notification_widget:hover {
			color: #333;
			background-color: #e6e6e6;
			border-color: #adadad;
			}
			.notification_widget:active,
			.notification_widget.active,
			.open > .dropdown-toggle.notification_widget {
			color: #333;
			background-color: #e6e6e6;
			border-color: #adadad;
			}
			.notification_widget:active:hover,
			.notification_widget.active:hover,
			.open > .dropdown-toggle.notification_widget:hover,
			.notification_widget:active:focus,
			.notification_widget.active:focus,
			.open > .dropdown-toggle.notification_widget:focus,
			.notification_widget:active.focus,
			.notification_widget.active.focus,
			.open > .dropdown-toggle.notification_widget.focus {
			color: #333;
			background-color: #d4d4d4;
			border-color: #8c8c8c;
			}
			.notification_widget:active,
			.notification_widget.active,
			.open > .dropdown-toggle.notification_widget {
			background-image: none;
			}
			.notification_widget.disabled:hover,
			.notification_widget[disabled]:hover,
			fieldset[disabled] .notification_widget:hover,
			.notification_widget.disabled:focus,
			.notification_widget[disabled]:focus,
			fieldset[disabled] .notification_widget:focus,
			.notification_widget.disabled.focus,
			.notification_widget[disabled].focus,
			fieldset[disabled] .notification_widget.focus {
			background-color: #fff;
			border-color: #ccc;
			}
			.notification_widget .badge {
			color: #fff;
			background-color: #333;
			}
			.notification_widget.warning {
			color: #fff;
			background-color: #f0ad4e;
			border-color: #eea236;
			}
			.notification_widget.warning:focus,
			.notification_widget.warning.focus {
			color: #fff;
			background-color: #ec971f;
			border-color: #985f0d;
			}
			.notification_widget.warning:hover {
			color: #fff;
			background-color: #ec971f;
			border-color: #d58512;
			}
			.notification_widget.warning:active,
			.notification_widget.warning.active,
			.open > .dropdown-toggle.notification_widget.warning {
			color: #fff;
			background-color: #ec971f;
			border-color: #d58512;
			}
			.notification_widget.warning:active:hover,
			.notification_widget.warning.active:hover,
			.open > .dropdown-toggle.notification_widget.warning:hover,
			.notification_widget.warning:active:focus,
			.notification_widget.warning.active:focus,
			.open > .dropdown-toggle.notification_widget.warning:focus,
			.notification_widget.warning:active.focus,
			.notification_widget.warning.active.focus,
			.open > .dropdown-toggle.notification_widget.warning.focus {
			color: #fff;
			background-color: #d58512;
			border-color: #985f0d;
			}
			.notification_widget.warning:active,
			.notification_widget.warning.active,
			.open > .dropdown-toggle.notification_widget.warning {
			background-image: none;
			}
			.notification_widget.warning.disabled:hover,
			.notification_widget.warning[disabled]:hover,
			fieldset[disabled] .notification_widget.warning:hover,
			.notification_widget.warning.disabled:focus,
			.notification_widget.warning[disabled]:focus,
			fieldset[disabled] .notification_widget.warning:focus,
			.notification_widget.warning.disabled.focus,
			.notification_widget.warning[disabled].focus,
			fieldset[disabled] .notification_widget.warning.focus {
			background-color: #f0ad4e;
			border-color: #eea236;
			}
			.notification_widget.warning .badge {
			color: #f0ad4e;
			background-color: #fff;
			}
			.notification_widget.success {
			color: #fff;
			background-color: #5cb85c;
			border-color: #4cae4c;
			}
			.notification_widget.success:focus,
			.notification_widget.success.focus {
			color: #fff;
			background-color: #449d44;
			border-color: #255625;
			}
			.notification_widget.success:hover {
			color: #fff;
			background-color: #449d44;
			border-color: #398439;
			}
			.notification_widget.success:active,
			.notification_widget.success.active,
			.open > .dropdown-toggle.notification_widget.success {
			color: #fff;
			background-color: #449d44;
			border-color: #398439;
			}
			.notification_widget.success:active:hover,
			.notification_widget.success.active:hover,
			.open > .dropdown-toggle.notification_widget.success:hover,
			.notification_widget.success:active:focus,
			.notification_widget.success.active:focus,
			.open > .dropdown-toggle.notification_widget.success:focus,
			.notification_widget.success:active.focus,
			.notification_widget.success.active.focus,
			.open > .dropdown-toggle.notification_widget.success.focus {
			color: #fff;
			background-color: #398439;
			border-color: #255625;
			}
			.notification_widget.success:active,
			.notification_widget.success.active,
			.open > .dropdown-toggle.notification_widget.success {
			background-image: none;
			}
			.notification_widget.success.disabled:hover,
			.notification_widget.success[disabled]:hover,
			fieldset[disabled] .notification_widget.success:hover,
			.notification_widget.success.disabled:focus,
			.notification_widget.success[disabled]:focus,
			fieldset[disabled] .notification_widget.success:focus,
			.notification_widget.success.disabled.focus,
			.notification_widget.success[disabled].focus,
			fieldset[disabled] .notification_widget.success.focus {
			background-color: #5cb85c;
			border-color: #4cae4c;
			}
			.notification_widget.success .badge {
			color: #5cb85c;
			background-color: #fff;
			}
			.notification_widget.info {
			color: #fff;
			background-color: #5bc0de;
			border-color: #46b8da;
			}
			.notification_widget.info:focus,
			.notification_widget.info.focus {
			color: #fff;
			background-color: #31b0d5;
			border-color: #1b6d85;
			}
			.notification_widget.info:hover {
			color: #fff;
			background-color: #31b0d5;
			border-color: #269abc;
			}
			.notification_widget.info:active,
			.notification_widget.info.active,
			.open > .dropdown-toggle.notification_widget.info {
			color: #fff;
			background-color: #31b0d5;
			border-color: #269abc;
			}
			.notification_widget.info:active:hover,
			.notification_widget.info.active:hover,
			.open > .dropdown-toggle.notification_widget.info:hover,
			.notification_widget.info:active:focus,
			.notification_widget.info.active:focus,
			.open > .dropdown-toggle.notification_widget.info:focus,
			.notification_widget.info:active.focus,
			.notification_widget.info.active.focus,
			.open > .dropdown-toggle.notification_widget.info.focus {
			color: #fff;
			background-color: #269abc;
			border-color: #1b6d85;
			}
			.notification_widget.info:active,
			.notification_widget.info.active,
			.open > .dropdown-toggle.notification_widget.info {
			background-image: none;
			}
			.notification_widget.info.disabled:hover,
			.notification_widget.info[disabled]:hover,
			fieldset[disabled] .notification_widget.info:hover,
			.notification_widget.info.disabled:focus,
			.notification_widget.info[disabled]:focus,
			fieldset[disabled] .notification_widget.info:focus,
			.notification_widget.info.disabled.focus,
			.notification_widget.info[disabled].focus,
			fieldset[disabled] .notification_widget.info.focus {
			background-color: #5bc0de;
			border-color: #46b8da;
			}
			.notification_widget.info .badge {
			color: #5bc0de;
			background-color: #fff;
			}
			.notification_widget.danger {
			color: #fff;
			background-color: #d9534f;
			border-color: #d43f3a;
			}
			.notification_widget.danger:focus,
			.notification_widget.danger.focus {
			color: #fff;
			background-color: #c9302c;
			border-color: #761c19;
			}
			.notification_widget.danger:hover {
			color: #fff;
			background-color: #c9302c;
			border-color: #ac2925;
			}
			.notification_widget.danger:active,
			.notification_widget.danger.active,
			.open > .dropdown-toggle.notification_widget.danger {
			color: #fff;
			background-color: #c9302c;
			border-color: #ac2925;
			}
			.notification_widget.danger:active:hover,
			.notification_widget.danger.active:hover,
			.open > .dropdown-toggle.notification_widget.danger:hover,
			.notification_widget.danger:active:focus,
			.notification_widget.danger.active:focus,
			.open > .dropdown-toggle.notification_widget.danger:focus,
			.notification_widget.danger:active.focus,
			.notification_widget.danger.active.focus,
			.open > .dropdown-toggle.notification_widget.danger.focus {
			color: #fff;
			background-color: #ac2925;
			border-color: #761c19;
			}
			.notification_widget.danger:active,
			.notification_widget.danger.active,
			.open > .dropdown-toggle.notification_widget.danger {
			background-image: none;
			}
			.notification_widget.danger.disabled:hover,
			.notification_widget.danger[disabled]:hover,
			fieldset[disabled] .notification_widget.danger:hover,
			.notification_widget.danger.disabled:focus,
			.notification_widget.danger[disabled]:focus,
			fieldset[disabled] .notification_widget.danger:focus,
			.notification_widget.danger.disabled.focus,
			.notification_widget.danger[disabled].focus,
			fieldset[disabled] .notification_widget.danger.focus {
			background-color: #d9534f;
			border-color: #d43f3a;
			}
			.notification_widget.danger .badge {
			color: #d9534f;
			background-color: #fff;
			}
			div#pager {
			background-color: #fff;
			font-size: 14px;
			line-height: 20px;
			overflow: hidden;
			display: none;
			position: fixed;
			bottom: 0px;
			width: 100%;
			max-height: 50%;
			padding-top: 8px;
			-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
			box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
			/* Display over codemirror */
			z-index: 100;
			/* Hack which prevents jquery ui resizable from changing top. */
			top: auto !important;
			}
			div#pager pre {
			line-height: 1.21429em;
			color: #000;
			background-color: #f7f7f7;
			padding: 0.4em;
			}
			div#pager #pager-button-area {
			position: absolute;
			top: 8px;
			right: 20px;
			}
			div#pager #pager-contents {
			position: relative;
			overflow: auto;
			width: 100%;
			height: 100%;
			}
			div#pager #pager-contents #pager-container {
			position: relative;
			padding: 15px 0px;
			box-sizing: border-box;
			-moz-box-sizing: border-box;
			-webkit-box-sizing: border-box;
			}
			div#pager .ui-resizable-handle {
			top: 0px;
			height: 8px;
			background: #f7f7f7;
			border-top: 1px solid #cfcfcf;
			border-bottom: 1px solid #cfcfcf;
			/* This injects handle bars (a short, wide = symbol) for
			the resize handle. */
			}
			div#pager .ui-resizable-handle::after {
			content: '';
			top: 2px;
			left: 50%;
			height: 3px;
			width: 30px;
			margin-left: -15px;
			position: absolute;
			border-top: 1px solid #cfcfcf;
			}
			.quickhelp {
			/* Old browsers */
			display: -webkit-box;
			-webkit-box-orient: horizontal;
			-webkit-box-align: stretch;
			display: -moz-box;
			-moz-box-orient: horizontal;
			-moz-box-align: stretch;
			display: box;
			box-orient: horizontal;
			box-align: stretch;
			/* Modern browsers */
			display: flex;
			flex-direction: row;
			align-items: stretch;
			line-height: 1.8em;
			}
			.shortcut_key {
			display: inline-block;
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			<h1 id="Lab-3-—-dimensionality-reduction">Lab 3 — dimensionality reduction<a class="anchor-link" href="#Lab-3-—-dimensionality-reduction">¶</a></h1>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">json</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">numpy</span> <span class="k">as</span> <span class="nn">np</span>

			<span class="kn">from</span> <span class="nn">pyspark.sql</span> <span class="k">import</span> <span class="n">functions</span>
			<span class="kn">from</span> <span class="nn">operator</span> <span class="k">import</span> <span class="n">itemgetter</span>

			<span class="o">%</span><span class="k">matplotlib</span> inline
			<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s2">"ggplot"</span><span class="p">)</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>hdfs dfs -cat /ix/ml-20m/genome-tags.txt <span class="p">\|</span> tail -n <span class="m">2</span>
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			<pre>{"tagId": 1127, "tag": "zombie"}
			{"tagId": 1128, "tag": "zombies"}
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">textFile</span><span class="p">(</span><span class="s2">"/ix/ml-20m/genome-tags.txt"</span><span class="p">)</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">)</span>
			<span class="n">tag2name</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">itemgetter</span><span class="p">(</span><span class="s2">"tagId"</span><span class="p">,</span> <span class="s2">"tag"</span><span class="p">))</span><span class="o">.</span><span class="n">collect</span><span class="p">())</span>
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			<p>Loading data</p>

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			<div class="prompt input_prompt">In [4]:</div>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">scores_data</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">textFile</span><span class="p">(</span><span class="s2">"/ix/ml-20m/genome-scores.txt"</span><span class="p">)</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">)</span>
			<span class="n">movies_data</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">textFile</span><span class="p">(</span><span class="s2">"/ix/ml-20m/movies.txt"</span><span class="p">)</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">)</span>
			<span class="n">ratings_data</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">textFile</span><span class="p">(</span><span class="s2">"/ix/ml-20m/ratings.txt"</span><span class="p">)</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">)</span>
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			<h2 id="Exercise-3.1">Exercise 3.1<a class="anchor-link" href="#Exercise-3.1">¶</a></h2>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">scores_data</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
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			<pre>[{'movieId': 1, 'relevance': 0.025000000000000022, 'tagId': 1},
			{'movieId': 1, 'relevance': 0.025000000000000022, 'tagId': 2}]</pre>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#scores=scores_data.collect() taking toolong</span>
			<span class="c1">#create a dataframe to deal with the scores that are too big otherwise</span>
			<span class="kn">from</span> <span class="nn">pyspark.sql</span> <span class="k">import</span> <span class="n">SQLContext</span><span class="p">,</span> <span class="n">Row</span>
			<span class="n">scores_DF</span> <span class="o">=</span> <span class="n">scores_data</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">l</span><span class="p">:</span> <span class="n">Row</span><span class="p">(</span><span class="o">**</span><span class="nb">dict</span><span class="p">(</span><span class="n">l</span><span class="p">)))</span><span class="o">.</span><span class="n">toDF</span><span class="p">()</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#group the scores by movieId</span>
			<span class="n">scores_grouped</span><span class="o">=</span><span class="n">scores_DF</span><span class="o">.</span><span class="n">groupBy</span><span class="p">(</span><span class="s1">'movieId'</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="n">functions</span><span class="o">.</span><span class="n">collect_list</span><span class="p">(</span><span class="s1">'relevance'</span><span class="p">),</span><span class="n">functions</span><span class="o">.</span><span class="n">collect_list</span><span class="p">(</span><span class="s1">'tagId'</span><span class="p">))</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">scores_grouped</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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			<pre>+-------+-----------------------+--------------------+
			\|movieId\|collect_list(relevance)\| collect_list(tagId)\|
			+-------+-----------------------+--------------------+
			\| 31\| [0.04099999999999...\|[1, 2, 3, 4, 5, 6...\|
			\| 231\| [0.04425000000000...\|[1, 2, 3, 4, 5, 6...\|
			\| 431\| [0.02700000000000...\|[1, 2, 3, 4, 5, 6...\|
			+-------+-----------------------+--------------------+
			only showing top 3 rows

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#convert to lists</span>
			<span class="c1">#scores- list of Row with movieId, relevance list and tag list</span>
			<span class="n">scores</span><span class="o">=</span><span class="n">scores_grouped</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
			<span class="c1">#movies- list of dict with genres list, movieId and title</span>
			<span class="n">movies</span><span class="o">=</span><span class="n">movies_data</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
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			<ul>
			<li>Construct an M×N data matrix, where M is the number of tags and N the number of movies. Do not include movies which do not have any tag.</li>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">movie_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="n">tag2name</span><span class="p">),</span><span class="nb">len</span><span class="p">(</span><span class="n">scores</span><span class="p">)))</span> <span class="c1"># MxN matrix using len(scores) to exclude movies without tags</span>
			<span class="n">movieId_matrix</span> <span class="o">=</span><span class="p">[]</span>

			<span class="k">for</span> <span class="n">index</span><span class="p">,</span><span class="n">row</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">scores</span><span class="p">):</span>
			<span class="n">movieId</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
			<span class="n">relevances</span><span class="o">=</span><span class="n">row</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
			<span class="n">tags</span><span class="o">=</span><span class="n">row</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>

			<span class="n">movieId_matrix</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">movieId</span><span class="p">)</span>

			<span class="k">for</span> <span class="n">relevance</span><span class="p">,</span> <span class="n">tag</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">relevances</span><span class="p">,</span><span class="n">tags</span><span class="p">):</span>
			<span class="n">movie_matrix</span><span class="p">[</span><span class="n">tag</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">index</span><span class="p">]</span><span class="o">=</span><span class="n">relevance</span> <span class="c1">#tags start with 1 </span>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#this is our data matrix, calling it M</span>
			<span class="n">M</span><span class="o">=</span><span class="n">movie_matrix</span>
			<span class="n">movie_matrix</span>
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			<pre>array([[ 0.041 , 0.04425, 0.027 , ..., 0.01825, 0.0385 , 0.068 ],
			[ 0.05125, 0.04825, 0.02725, ..., 0.024 , 0.03875, 0.08525],
			[ 0.0205 , 0.01925, 0.01975, ..., 0.076 , 0.024 , 0.0215 ],
			...,
			[ 0.01225, 0.0115 , 0.01125, ..., 0.01125, 0.0175 , 0.009 ],
			[ 0.08025, 0.07825, 0.07225, ..., 0.076 , 0.16825, 0.96475],
			[ 0.01675, 0.01425, 0.01825, ..., 0.01825, 0.0275 , 0.93775]])</pre>
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			<h4 id="Plotting">Plotting<a class="anchor-link" href="#Plotting">¶</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">boxplot</span><span class="p">(</span><span class="n">M</span><span class="o">.</span><span class="n">flatten</span><span class="p">(),</span><span class="mi">0</span><span class="p">,</span><span class="s1">''</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">"Variance of movie relevances, flattened"</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">"relevance"</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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			<p>We can see that the mean value of the relevances is close to 0.05 which is quite low. The variance shows that even if there are a few higher relevances most of the relevances are close and a little below 0.05.
			The relevance denotes the relevance of the tagg? so the tag relevances seem to be very low</p>

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			<ul>
			<li>Plot the variance of each dimension (represented by tags) across all movies.</li>
			</ul>

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			<div class="prompt input_prompt">In [13]:</div>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#variances along axis 0 - tag dimension</span>
			<span class="n">M1_var</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">var</span><span class="p">(</span><span class="n">M</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">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">M1_var</span><span class="p">,</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">M1_var</span><span class="p">)</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span><span class="n">facecolor</span><span class="o">=</span><span class="s1">'skyblue'</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">"Variance in tag dimension: variance of relevance for each tag across movies"</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">"tagId"</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">"variance"</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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			"
			>
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			<div class="cell border-box-sizing code_cell rendered">
			<div class="input">
			<div class="prompt input_prompt">In [14]:</div>
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			<div class="input_area">
			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#import matplotlib</span>
			<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">M1_var</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span><span class="n">normed</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">facecolor</span><span class="o">=</span><span class="s1">'skyblue'</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">"Variance histogram of tags"</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">"normed count"</span><span class="p">)</span>
			<span class="c1">#_,ax1=plt.subplots()</span>
			<span class="c1">#ax1.set_xscale('log')</span>
			<span class="c1">#ax1.get_xaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())</span>
			<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">"variance"</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>

			</div>
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			"
			>
			</div>

			</div>

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			<p>The variances are rather small, so it seems that most of the tags have approximately the same relevance in each movie.</p>
			<p>As the variances are low, the means can be informative. Below one can see that there are some tags with quite high relevance across all movies.</p>

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			<div class="input">
			<div class="prompt input_prompt">In [15]:</div>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">M1_mean</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">M</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">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">M1_mean</span><span class="p">,</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">M1_mean</span><span class="p">)</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span><span class="n">facecolor</span><span class="o">=</span><span class="s1">'skyblue'</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">"Mean in tag dimension: Mean of relevance for each tag across movies"</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">"tagId"</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">"mean"</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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			"
			>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">var_indx</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">argsort</span><span class="p">(</span><span class="n">M1_var</span><span class="p">)</span> <span class="c1">#sort indices</span>
			<span class="n">var_high</span><span class="o">=</span><span class="p">[</span><span class="n">tag2name</span><span class="p">[</span><span class="n">indx</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">indx</span> <span class="ow">in</span> <span class="n">var_indx</span><span class="p">[</span><span class="o">-</span><span class="mi">7</span><span class="p">:]</span> <span class="p">]</span>
			<span class="n">var_low</span><span class="o">=</span><span class="p">[</span><span class="n">tag2name</span><span class="p">[</span><span class="n">indx</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">indx</span> <span class="ow">in</span> <span class="n">var_indx</span><span class="p">[:</span><span class="mi">7</span><span class="p">]</span> <span class="p">]</span>
			<span class="nb">print</span> <span class="p">(</span><span class="s2">"Tags with highest relevance variance: "</span><span class="p">,</span> <span class="n">var_high</span><span class="p">)</span>
			<span class="nb">print</span> <span class="p">(</span><span class="s2">"Tags with lowest relevance variance: "</span><span class="p">,</span> <span class="n">var_low</span><span class="p">)</span>
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			<pre>Tags with highest relevance variance: ['criterion', 'intimate', 'horror', 'relationships', 'tense', 'action', 'comedy']
			Tags with lowest relevance variance: ['neil gaiman', 'figure skating', 'hannibal lecter', 'neo-nazis', 'circus', 'truman capote', 'easily confused with other movie(s) (title)']
			</pre>
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			<p>We can see that the tags with the highest variance are very broad and thus ambigous.
			Tags with the lowest relevance variance are very specific.</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mean_indx</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">argsort</span><span class="p">(</span><span class="n">M1_mean</span><span class="p">)</span> <span class="c1">#sort indices</span>
			<span class="nb">print</span><span class="p">(</span><span class="n">mean_indx</span><span class="p">[</span><span class="o">-</span><span class="mi">7</span><span class="p">:])</span>
			<span class="n">mean_high</span><span class="o">=</span><span class="p">[</span><span class="n">tag2name</span><span class="p">[</span><span class="n">indx</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">indx</span> <span class="ow">in</span> <span class="n">mean_indx</span><span class="p">[</span><span class="o">-</span><span class="mi">7</span><span class="p">:]</span> <span class="p">]</span>
			<span class="n">mean_low</span><span class="o">=</span><span class="p">[</span><span class="n">tag2name</span><span class="p">[</span><span class="n">indx</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">indx</span> <span class="ow">in</span> <span class="n">mean_indx</span><span class="p">[:</span><span class="mi">7</span><span class="p">]</span> <span class="p">]</span>
			<span class="nb">print</span> <span class="p">(</span><span class="s2">"Tags with highest relevance mean: "</span><span class="p">,</span> <span class="n">mean_high</span><span class="p">)</span>
			<span class="nb">print</span> <span class="p">(</span><span class="s2">"Tags with lowest relevance mean: "</span><span class="p">,</span> <span class="n">mean_low</span><span class="p">)</span>
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			<pre>[971 187 451 301 467 645 741]
			Tags with highest relevance mean: ['storytelling', 'catastrophe', 'good soundtrack', 'dialogue', 'great ending', 'mentor', 'original']
			Tags with lowest relevance mean: ['hannibal lecter', 'aardman', 'claymation', 'beatles', 'batman', 'james bond', 'baseball']
			</pre>
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			<p>The tags with the highest relevance mean over all movies must be important to users for describing a movie in general while the low mean tags are usuallynot very important when describing a movie.</p>

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			<h4 id="Eigenvalues-of-the-M×M-covariance-matrix">Eigenvalues of the M×M covariance matrix<a class="anchor-link" href="#Eigenvalues-of-the-M×M-covariance-matrix">¶</a></h4><ul>
			<li>Plot the eigenvalues of the M×M covariance matrix</li>
			</ul>

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			<p>First creating the covariance matrix</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#standardize by subtracting the mean</span>
			<span class="c1">#also normalize?</span>
			<span class="n">M_zeromean</span><span class="o">=</span><span class="n">M</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">M1_mean</span><span class="p">])</span><span class="o">.</span><span class="n">T</span>
			<span class="n">M_cov</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">cov</span><span class="p">(</span><span class="n">M_zeromean</span><span class="p">)</span>
			</pre></div>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">M_cov</span>
			</pre></div>

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			<pre>array([[ 0.00490042, 0.00327346, -0.00030115, ..., 0.00016838,
			-0.00016172, -0.00014599],
			[ 0.00327346, 0.00374098, -0.00023234, ..., 0.00011866,
			-0.00015645, -0.00014514],
			[-0.00030115, -0.00023234, 0.01184989, ..., 0.00130349,
			-0.00112118, -0.00035662],
			...,
			[ 0.00016838, 0.00011866, 0.00130349, ..., 0.0188282 ,
			-0.00114338, -0.00032847],
			[-0.00016172, -0.00015645, -0.00112118, ..., -0.00114338,
			0.01105378, 0.00659333],
			[-0.00014599, -0.00014514, -0.00035662, ..., -0.00032847,
			0.00659333, 0.00658031]])</pre>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">eigvalues</span><span class="p">,</span><span class="n">eigvectores</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linalg</span><span class="o">.</span><span class="n">eigh</span><span class="p">(</span><span class="n">M_cov</span><span class="p">)</span>
			<span class="n">eigval_list</span><span class="o">=</span><span class="n">eigvalues</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
			<span class="c1">#sort from big to small</span>
			<span class="n">eigval_list</span><span class="o">.</span><span class="n">reverse</span><span class="p">()</span>
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			<div class="prompt input_prompt">In [21]:</div>
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			<div class="input_area">
			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#use logscale, becasue seems to be power law</span>
			<span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">eigval_list</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s2">"skyblue"</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">"Eigenvalues of covariance matrix"</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">"Value of the Eigenvalue"</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">"Index of Eigenvalue"</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>

			</div>
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			"
			>
			</div>

			</div>

			</div>
			</div>

			</div>
			<div class="cell border-box-sizing code_cell rendered">
			<div class="input">
			<div class="prompt input_prompt">In [22]:</div>
			<div class="inner_cell">
			<div class="input_area">
			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">loglog</span><span class="p">(</span><span class="n">eigval_list</span><span class="p">[:</span><span class="mi">1007</span><span class="p">],</span><span class="n">color</span><span class="o">=</span><span class="s2">"skyblue"</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">"Eigenvalues of covariance matrix, close-up"</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">"Value of the Eigenvalue"</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">"Index of Eigenvalue"</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>

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

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			"
			>
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			<p>Almost all eigenvalues are very small. Only approximately 20 eigenvalues are bigger than 0.1. That is the reason why we can capture a lot of information using only a few dimensions in the part below.</p>

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			<h4 id="Implications">Implications<a class="anchor-link" href="#Implications">¶</a></h4><ul>
			<li>Explain the implications for dimensionality reduction.</li>
			</ul>
			<p>PCA expressing the data in terms of the computed priciple components. The bigger the principle component the more variance it represents. So with a few biggest components one will be able to represent a big amount of variance in the data. Using only of fewe components reduces the dimensionality a lot while still representing most of the variance means that not much data is lost.</p>
			<p>E.g. how many principal directions do you need to capture 2/3 of the variability in the data</p>

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			<div class="prompt input_prompt">In [23]:</div>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get P(x<=X)>2/3 , X is cumulus in this case</span>
			<span class="n">cumulus</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">cumsum</span><span class="p">(</span><span class="n">eigval_list</span><span class="p">)</span><span class="o">/</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">eigvalues</span><span class="p">)</span>
			<span class="n">important_principal_directions</span><span class="o">=</span> <span class="p">[</span><span class="n">n</span> <span class="k">for</span> <span class="n">n</span><span class="p">,</span><span class="n">i</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">cumulus</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span><span class="o">></span><span class="p">(</span><span class="mf">2.</span><span class="o">/</span><span class="mf">3.</span><span class="p">)]</span>
			<span class="n">important_principal_directions</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
			</pre></div>

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			<div class="prompt output_prompt">Out[23]:</div>




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			<pre>36</pre>
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			<p>We need 36 principal directions to capture 2/3 of the variability in the data</p>

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			<div class="prompt input_prompt">In [24]:</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">semilogx</span><span class="p">(</span><span class="n">cumulus</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s2">"skyblue"</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">"Normed cumulative eigenvalues"</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">"Cumulated value"</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">"index of Eigenvalues"</span><span class="p">)</span>
			<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">important_principal_directions</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">linestyle</span><span class="o">=</span><span class="s2">"dashed"</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s2">"grey"</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>

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

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			<p>With the first 36 eigenvalues (and the corresponding principal directions) we can capture 2/3 of the data variability. So we can model the original dimension space that is bigger than 1000 with only 36 dimensions and still keep 2/3 of the information from the original data. This shows that we can use PCA very well for dimensionality reduction because it preserves a lot of information while only using a few most important principal components.</p>

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			<h2 id="Exercise-3.2---Concept-Space">Exercise 3.2 - Concept Space<a class="anchor-link" href="#Exercise-3.2---Concept-Space">¶</a></h2><p>For the five first principal directions, find the 10 tags that have the highest and lowest
			coordinates in that direction.</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get five biggest eigenvalues, the corresponding eigenvectors are the first five pricipal directions</span>
			<span class="n">eigval_five</span><span class="o">=</span><span class="n">eigval_list</span><span class="p">[:</span><span class="mi">5</span><span class="p">]</span>
			<span class="nb">print</span><span class="p">(</span><span class="n">eigval_five</span><span class="p">)</span>
			<span class="c1">#eigenvectores are reversed</span>
			<span class="n">eigvec_five_rev</span><span class="o">=</span><span class="n">eigvectores</span><span class="p">[:,</span><span class="o">-</span><span class="mi">5</span><span class="p">:]</span><span class="o">.</span><span class="n">T</span>
			<span class="n">eigvec_five</span><span class="o">=</span><span class="n">eigvec_five_rev</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
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			<pre>[2.7533774797813497, 1.2214710425886668, 0.9960515193084873, 0.662175500207405, 0.5857297851139419]
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">):</span>
			<span class="n">indices</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argsort</span><span class="p">(</span><span class="n">eigvectores</span><span class="p">[:,</span> <span class="o">-</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)])</span>
			<span class="n">lowest_10</span> <span class="o">=</span> <span class="n">indices</span><span class="p">[:</span><span class="mi">10</span><span class="p">]</span>
			<span class="n">top_10</span> <span class="o">=</span> <span class="n">indices</span><span class="p">[</span><span class="o">-</span><span class="mi">10</span><span class="p">:][::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
			<span class="nb">print</span><span class="p">(</span><span class="s1">'</span><span class="se">\n\033</span><span class="s1">[1mEigenvector '</span><span class="p">,</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="s1">'</span><span class="se">\033</span><span class="s1">[1m</span><span class="se">\n</span><span class="s1">'</span><span class="p">)</span>
			<span class="nb">print</span><span class="p">(</span><span class="s1">' </span><span class="se">\033</span><span class="s1">[1m highest \| lowest</span><span class="se">\033</span><span class="s1">[0m'</span><span class="p">)</span>
			<span class="k">for</span> <span class="n">top</span><span class="p">,</span> <span class="n">low</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">top_10</span><span class="p">,</span> <span class="n">lowest_10</span><span class="p">):</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"</span><span class="si">{: >20}</span><span class="s2"> </span><span class="si">{: >20}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">tag2name</span><span class="p">[</span><span class="n">top</span><span class="o">+</span><span class="mi">1</span><span class="p">],</span> <span class="n">tag2name</span><span class="p">[</span><span class="n">low</span><span class="o">+</span><span class="mi">1</span><span class="p">]))</span> <span class="c1">#Do I need to put plus one here, I think so?</span>
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			<span class="ansi-bold">Eigenvector 1 </span><span class="ansi-bold">

			</span><span class="ansi-bold"> highest \| lowest</span>
			talky predictable
			social commentary so bad it's funny
			criterion bad plot
			imdb top 250 silly
			great acting silly fun
			drama horrible
			oscar (best directing) franchise
			bleak lame
			dramatic big budget
			cinematography comedy

			<span class="ansi-bold">Eigenvector 2 </span><span class="ansi-bold">

			</span><span class="ansi-bold"> highest \| lowest</span>
			intimate action
			relationships special effects
			criterion big budget
			melancholic chase
			loneliness fast paced
			golden palm suspense
			meditative good action
			art house plot
			melancholy pg-13
			sexual action packed

			<span class="ansi-bold">Eigenvector 3 </span><span class="ansi-bold">

			</span><span class="ansi-bold"> highest \| lowest</span>
			feel-good horror
			sentimental weird
			love story creepy
			heartwarming splatter
			touching stylish
			romantic cult classic
			sweet disturbing
			courage violence
			girlie movie cult film
			feel good movie dark

			<span class="ansi-bold">Eigenvector 4 </span><span class="ansi-bold">

			</span><span class="ansi-bold"> highest \| lowest</span>
			visual corruption
			visually stunning crime
			imagination murder
			sci-fi police investigation
			scifi thriller
			visually appealing suspense
			science fiction violence
			sci fi police corruption
			special effects gangsters
			beautifully filmed manipulation

			<span class="ansi-bold">Eigenvector 5 </span><span class="ansi-bold">

			</span><span class="ansi-bold"> highest \| lowest</span>
			thriller comedy
			conspiracy funny
			secrets hilarious
			suspenseful goofy
			tense humorous
			mystery humor
			suspense very funny
			investigation cult classic
			murder mystery quotable
			betrayal funny as hell
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			<li>What concepts would you use to describe these dimensions?</li>
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			<p><strong>Eigenvector 1:</strong> highly acclaimed vs low quality movie --> <strong><em>overall movie quality and ratings</em></strong> (or "heaviness" of movie)</p>
			<p><strong>Eigenvector 2:</strong> emotionally deep vs superficial --> <strong><em>emotional depth in movie</em></strong></p>
			<p><strong>Eigenvector 3:</strong> postive,relaxing vs scary --> <strong><em>feelings the movie transports</em></strong></p>
			<p><strong>Eigenvector 4:</strong> science fiction vs thriller --> <strong><em>distance to reality</em></strong></p>
			<p><strong>Eigenvector 5:</strong> thriller vs comedy --> <strong><em>seriousness of plot/movie</em></strong></p>

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			<li>Create a Python dict which maps every tag (name) to its coordinates in the 5 first principal directions and save it to disk. This will be used later for the clustering exercise.</li>
			</ul>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pickle</span>

			<span class="n">eigenspace</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">eigvec_five</span><span class="p">,</span> <span class="n">M_zeromean</span><span class="p">)</span>
			<span class="n">projection</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">M_zeromean</span><span class="p">,</span> <span class="n">eigenspace</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>

			<span class="n">tags_mapped</span> <span class="o">=</span> <span class="p">{}</span>

			<span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">tag2name</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
			<span class="n">tags_mapped</span><span class="p">[</span><span class="n">value</span><span class="p">]</span> <span class="o">=</span> <span class="n">projection</span><span class="p">[</span><span class="n">key</span><span class="o">-</span><span class="mi">1</span><span class="p">,:]</span>

			<span class="c1">#to pickle</span>
			<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">'tag_embedding.pickle'</span><span class="p">,</span> <span class="s1">'wb'</span><span class="p">)</span> <span class="k">as</span> <span class="n">handle</span><span class="p">:</span>
			<span class="n">pickle</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">projection</span><span class="p">,</span> <span class="n">handle</span><span class="p">,</span> <span class="n">protocol</span><span class="o">=</span><span class="n">pickle</span><span class="o">.</span><span class="n">HIGHEST_PROTOCOL</span><span class="p">)</span>
			<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">'tags_mapped.pickle'</span><span class="p">,</span> <span class="s1">'wb'</span><span class="p">)</span> <span class="k">as</span> <span class="n">handle</span><span class="p">:</span>
			<span class="n">pickle</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">tags_mapped</span><span class="p">,</span> <span class="n">handle</span><span class="p">,</span> <span class="n">protocol</span><span class="o">=</span><span class="n">pickle</span><span class="o">.</span><span class="n">HIGHEST_PROTOCOL</span><span class="p">)</span>
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			<h2 id="Exercise-3.3---Movie-visualization">Exercise 3.3 - Movie visualization<a class="anchor-link" href="#Exercise-3.3---Movie-visualization">¶</a></h2>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get data</span>
			<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">'selected-movies.pickle'</span><span class="p">,</span> <span class="s1">'rb'</span><span class="p">)</span> <span class="k">as</span> <span class="n">handle</span><span class="p">:</span>
			<span class="n">selected_movies</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">handle</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">'utf-8'</span><span class="p">)</span> <span class="c1"># encoding='latin1'</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get data from selected movies to make plotting easier</span>
			<span class="n">indx</span> <span class="o">=</span> <span class="p">[]</span>
			<span class="n">names</span> <span class="o">=</span> <span class="p">[]</span>
			<span class="n">ratings</span> <span class="o">=</span> <span class="p">[]</span>
			<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">selected_movies</span><span class="p">:</span>
			<span class="n">movie_id</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
			<span class="n">movie_name</span><span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
			<span class="n">movie_rating</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
			<span class="c1">#matrix form 3.1</span>
			<span class="n">movie_index</span> <span class="o">=</span> <span class="n">movieId_matrix</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">movie_id</span><span class="p">)</span>
			<span class="n">indx</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">movie_index</span><span class="p">)</span>
			<span class="n">names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">movie_name</span><span class="p">)</span>
			<span class="n">ratings</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">movie_rating</span><span class="p">)</span>
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			<li>Project the movies of selected-movies.pickle on the first two principal directions.</li>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># pick only selected movies from movie matrix</span>
			<span class="n">selected_M</span> <span class="o">=</span> <span class="n">M</span><span class="p">[:,</span><span class="n">indx</span><span class="p">]</span>
			<span class="nb">print</span> <span class="p">(</span><span class="n">selected_M</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>

			<span class="c1">#get the ffirst two eigenvectors</span>
			<span class="n">pca_2d</span> <span class="o">=</span> <span class="n">eigvec_five</span><span class="o">.</span><span class="n">T</span><span class="p">[:,:</span><span class="mi">2</span><span class="p">]</span>
			<span class="nb">print</span><span class="p">(</span><span class="n">pca_2d</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>

			<span class="c1">#project the movie matrix on the two eigenvectors</span>
			<span class="n">projected</span> <span class="o">=</span> <span class="n">pca_2d</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">selected_M</span><span class="p">)</span>
			<span class="nb">print</span><span class="p">(</span><span class="n">projected</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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			<pre>(1128, 37)
			(1128, 2)
			(2, 37)
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			<ul>
			<li>Create an interactive plot that displays the 2D-projection of the movies using bokeh and its hover tool. Color the nodes by their Rotten Tomatoes score.</li>
			</ul>
			<p>This score corresponds to the percentage of newspaper reviews that rate the movie favorably. See https: www.rottentomatoes.com</p>

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			<div class="prompt input_prompt">In [31]:</div>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">bokeh.plotting</span> <span class="k">import</span> <span class="n">figure</span><span class="p">,</span> <span class="n">output_file</span><span class="p">,</span> <span class="n">show</span><span class="p">,</span> <span class="n">ColumnDataSource</span>
			<span class="kn">from</span> <span class="nn">bokeh.models</span> <span class="k">import</span> <span class="n">HoverTool</span>
			<span class="kn">import</span> <span class="nn">matplotlib</span> <span class="k">as</span> <span class="nn">mpl</span>
			<span class="kn">from</span> <span class="nn">bokeh.io</span> <span class="k">import</span> <span class="n">push_notebook</span><span class="p">,</span> <span class="n">show</span><span class="p">,</span> <span class="n">output_notebook</span>
			<span class="kn">from</span> <span class="nn">bokeh.models</span> <span class="k">import</span> <span class="n">HoverTool</span>
			<span class="n">output_notebook</span><span class="p">()</span>

			<span class="c1">#define points</span>
			<span class="n">source</span> <span class="o">=</span> <span class="n">ColumnDataSource</span><span class="p">(</span>
			<span class="n">data</span><span class="o">=</span><span class="p">{</span>
			<span class="s2">"x"</span><span class="p">:</span> <span class="n">projected</span><span class="p">[</span><span class="mi">0</span><span class="p">,:],</span>
			<span class="s2">"y"</span><span class="p">:</span><span class="n">projected</span><span class="p">[</span><span class="mi">1</span><span class="p">,:],</span>
			<span class="s2">"desc"</span><span class="p">:</span><span class="n">names</span><span class="p">,</span>
			<span class="s2">"rating"</span><span class="p">:</span><span class="n">ratings</span><span class="p">,</span>
			<span class="c1">#color depending on rating red, bad , green good</span>
			<span class="s2">"color"</span><span class="p">:[</span>
			<span class="s2">"#</span><span class="si">%02x%02x%02x</span><span class="s2">"</span> <span class="o">%</span> <span class="p">(</span><span class="mi">255</span><span class="o">-</span><span class="nb">int</span><span class="p">(</span><span class="n">r</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">g</span><span class="p">),</span> <span class="mi">0</span><span class="p">)</span> <span class="k">for</span> <span class="n">r</span><span class="p">,</span> <span class="n">g</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="mi">255</span><span class="o">*</span><span class="n">mpl</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">viridis</span><span class="p">(</span><span class="n">mpl</span><span class="o">.</span><span class="n">colors</span><span class="o">.</span><span class="n">Normalize</span><span class="p">()(</span><span class="n">ratings</span><span class="p">))</span>
			<span class="p">]</span>
			<span class="p">}</span>
			<span class="p">)</span>

			<span class="c1">#hover tool, show rating</span>
			<span class="n">hover</span> <span class="o">=</span> <span class="n">HoverTool</span><span class="p">(</span>
			<span class="n">tooltips</span><span class="o">=</span><span class="p">[</span>
			<span class="p">(</span><span class="s2">"index"</span><span class="p">,</span> <span class="s2">"$index"</span><span class="p">),</span>
			<span class="p">(</span><span class="s2">"(x,y)"</span><span class="p">,</span> <span class="s2">"($x, $y)"</span><span class="p">),</span>
			<span class="p">(</span><span class="s2">"Name"</span><span class="p">,</span> <span class="s2">"@desc"</span><span class="p">),</span>
			<span class="p">(</span><span class="s2">"Rating"</span><span class="p">,</span> <span class="s2">"@rating"</span><span class="p">),</span>
			<span class="p">]</span>
			<span class="p">)</span>

			<span class="n">p</span> <span class="o">=</span> <span class="n">figure</span><span class="p">(</span><span class="n">plot_width</span><span class="o">=</span><span class="mi">400</span><span class="p">,</span> <span class="n">plot_height</span><span class="o">=</span><span class="mi">400</span><span class="p">,</span> <span class="n">tools</span><span class="o">=</span><span class="p">[</span><span class="n">hover</span><span class="p">],</span>
			<span class="n">title</span><span class="o">=</span><span class="s2">"Visualization of selected movie ratings, projected"</span><span class="p">)</span>
			<span class="n">p</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">axis_label</span> <span class="o">=</span> <span class="s1">'First Principal Component (overall movie quality and ratings)'</span>
			<span class="n">p</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">axis_label</span> <span class="o">=</span> <span class="s1">'Second Principal Component (emotional depth in movie)'</span>

			<span class="n">p</span><span class="o">.</span><span class="n">circle</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">'x'</span><span class="p">,</span><span class="n">y</span><span class="o">=</span> <span class="s1">'y'</span><span class="p">,</span> <span class="n">fill_alpha</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">"color"</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">source</span><span class="o">=</span><span class="n">source</span><span class="p">)</span>

			<span class="n">show</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
			</pre></div>

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			<ul>
			<li><p>Based on your knowledge of these movies and information that you can get from the web, explain the coordinates of a few of the movies.</p>
			</li>
			<li><p>How do the PCA directions correlate with the Rotten Tomatoes score?</p>
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			<p>Generally, one can see that the better rated movies are more to the right side of the graph while the bad ratings can be found on the left. So the first PCA direction seems to correlate with the rotten tomato scores. That makes sense as we labelled the first principle component as "overall movie quality and ratings" in the section above.</p>
			<p>We labelled the second eigenvector as "emotional depth in movie". That fits quite well. If we take the movie <strong>The Matrix</strong>, it is rated quite well in rotten tomatos and correspondingly pretty far to the right for the first principal component. The movie is a mix if sci-fi and action and does not really focus on human realtionships. So it does not have much emotional depth, which makes it be very low on the second component.</p>
			<p>Similar insight applies to <strong>Fight Club</strong>. We can see though that fight club is much further to the right on the first priciple component. That is probably because the key words (drama, dramatic, social commentray) from the first eigenvector fit it better than The Matrix. Also, though The Matrix won some oscars and awards they where mostly for visual effects but Fight Club also has awards for the acting. For the principle component we can say that Fight Club focuses a bit on human relationships and love which puts it closer to the middle of the second principal component. It is interesting to notice that IMDb recommends The Matrix and Forest Gump when visiting the Fight Club IMDb page. All those movies are quite close together so IMDb seems to use similar principal components for recommendation.</p>
			<p>If we take a look on <strong>Just My Luck</strong> this movie is basically the opposite to The Matrix. It is only about love and realtionships, so it is supposed to be about emotionally deep topics but it is more of a silly, bad rated movie. Thus low on the first but high on the second component.</p>

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			<p>Try projecting the movies on subsequent principal directions. Does it make sense based on your knowledge of these movies? (Not needed for the hand-in)</p>

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