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lab3-recsys.html
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			<!DOCTYPE html>
			<html>
			<head><meta charset="utf-8" />
			<title>lab3-recsys</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";
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			.glyphicon-th-large:before {
			content: "\e010";
			}
			.glyphicon-th:before {
			content: "\e011";
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			.glyphicon-th-list:before {
			content: "\e012";
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			.glyphicon-ok:before {
			content: "\e013";
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			content: "\e014";
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			content: "\e015";
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			content: "\e016";
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			content: "\e017";
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			content: "\e018";
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			content: "\e019";
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			content: "\e020";
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			content: "\e021";
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			content: "\e022";
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			content: "\e023";
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			content: "\e024";
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			content: "\e025";
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			content: "\e026";
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			content: "\e027";
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			content: "\e028";
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			content: "\e030";
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			content: "\e033";
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			content: "\e034";
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			content: "\e035";
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			content: "\e036";
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			content: "\e037";
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			content: "\e038";
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			content: "\e039";
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			content: "\e040";
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			content: "\e045";
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			content: "\e046";
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			content: "\e047";
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			content: "\e066";
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			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-—-recommender-systems">Lab 3 — recommender systems<a class="anchor-link" href="#Lab-3-—-recommender-systems">¶</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">operator</span> <span class="k">import</span> <span class="n">itemgetter</span>
			<span class="kn">import</span> <span class="nn">pickle</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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			<p>What does the data look like?</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>hdfs dfs -cat /ix/ml-20m/ratings.txt <span class="p">\|</span> tail -n <span class="m">2</span>
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			<pre>{"movieId": 70286, "userId": 138493, "timestamp": 1258126944, "rating": 5.0}
			{"movieId": 71619, "userId": 138493, "timestamp": 1255811136, "rating": 2.5}
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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/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-3.4---Basic-statistics">Exercise 3.4 - Basic statistics<a class="anchor-link" href="#Exercise-3.4---Basic-statistics">¶</a></h2><p>First, we will look at basic statistics on this dataset.</p>

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			<h4 id="Getting-data">Getting data<a class="anchor-link" href="#Getting-data">¶</a></h4>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pyspark.sql</span> <span class="k">import</span> <span class="n">SQLContext</span><span class="p">,</span> <span class="n">Row</span><span class="p">,</span> <span class="n">functions</span>
			<span class="n">ratings_DF</span> <span class="o">=</span> <span class="n">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="n">ratings_per_user</span><span class="o">=</span><span class="n">ratings_DF</span><span class="o">.</span><span class="n">groupBy</span><span class="p">(</span><span class="s1">'userId'</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">'movieId'</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">'timestamp'</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">'rating'</span><span class="p">))</span>
			<span class="n">ratings_per_movie</span><span class="o">=</span><span class="n">ratings_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">'userId'</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">'timestamp'</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">'rating'</span><span class="p">))</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">"Amount users: "</span><span class="p">,</span><span class="n">ratings_per_user</span><span class="o">.</span><span class="n">count</span><span class="p">())</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"Amount movies "</span><span class="p">,</span><span class="n">ratings_per_movie</span><span class="o">.</span><span class="n">count</span><span class="p">())</span>
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			<pre>Amount users: 138493
			Amount movies 26744
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">user_ratings</span><span class="o">=</span><span class="n">ratings_per_user</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>

			<span class="n">user_counts</span><span class="o">=</span><span class="p">[]</span>

			<span class="c1">#count how many ratings for each user</span>
			<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">user_ratings</span><span class="p">:</span>
			<span class="n">user_counts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">3</span><span class="p">]))</span>

			<span class="n">user_counts</span><span class="o">=</span><span class="nb">sorted</span><span class="p">(</span><span class="n">user_counts</span><span class="p">)</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">movie_ratings</span><span class="o">=</span><span class="n">ratings_per_movie</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>

			<span class="n">movie_counts</span><span class="o">=</span><span class="p">[]</span>

			<span class="c1">#count how many ratings for each movie</span>
			<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">movie_ratings</span><span class="p">:</span>
			<span class="n">movie_counts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="mi">3</span><span class="p">]))</span>

			<span class="n">movie_counts</span><span class="o">=</span><span class="nb">sorted</span><span class="p">(</span><span class="n">movie_counts</span><span class="p">)</span>
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			<h4 id="Plots">Plots<a class="anchor-link" href="#Plots">¶</a></h4><ul>
			<li>Plot the number of ratings for each user.</li>
			<li>Plot the number of ratings for each item.</li>
			</ul>
			<p>Is the number of ratings balanced uniformly across users and movies?</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">u_cum</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">user_counts</span><span class="p">)</span>
			<span class="n">m_cum</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">movie_counts</span><span class="p">)</span>

			<span class="n">fig</span><span class="p">,</span> <span class="p">((</span><span class="n">ax3</span><span class="p">,</span> <span class="n">ax4</span><span class="p">),(</span> <span class="n">ax1</span> <span class="p">,</span> <span class="n">ax2</span><span class="p">))</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">ncols</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="n">nrows</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">13</span><span class="p">,</span> <span class="mi">11</span><span class="p">))</span>

			<span class="n">ax1</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">u_cum</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s2">"blue"</span><span class="p">)</span>
			<span class="n">ax1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">"Amount of ratings oer user (cumulative)"</span><span class="p">)</span>
			<span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">'Users'</span><span class="p">)</span>
			<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">'cumulative ratings count'</span><span class="p">)</span>

			<span class="n">ax2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">m_cum</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s2">"blue"</span><span class="p">)</span>
			<span class="n">ax2</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">"Amount of ratings per movie (cumulative)"</span><span class="p">)</span>
			<span class="n">ax2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">'Users'</span><span class="p">)</span>
			<span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">'Cumulative ratings count'</span><span class="p">)</span>

			<span class="n">ax3</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">user_counts</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s2">"blue"</span><span class="p">)</span>
			<span class="n">ax3</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">"Amount of ratings per user "</span><span class="p">)</span>
			<span class="n">ax3</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">'User'</span><span class="p">)</span>
			<span class="n">ax3</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">'Amount ratings'</span><span class="p">)</span>

			<span class="n">ax4</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">movie_counts</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s2">"blue"</span><span class="p">)</span>
			<span class="n">ax4</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">"Amount of ratings per movie "</span><span class="p">)</span>
			<span class="n">ax4</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">'User'</span><span class="p">)</span>
			<span class="n">ax4</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">'Amount ratings'</span><span class="p">)</span>

			<span class="n">ax2</span><span class="o">.</span><span class="n">loglog</span><span class="p">()</span>
			<span class="n">ax1</span><span class="o">.</span><span class="n">loglog</span><span class="p">()</span>
			<span class="n">ax3</span><span class="o">.</span><span class="n">loglog</span><span class="p">()</span>
			<span class="n">ax4</span><span class="o">.</span><span class="n">loglog</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>As seen in the graphs the ratings across movies and users follow a power law distribution. So we have a long tail of users that have only rated a few movies and only a few users have rated a lot of movies. Similarly there are many movies with few ratings and only a few with a lot.</p>

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			<h2 id="Exercise-3.5---Partitioning-the-dataset">Exercise 3.5 - Partitioning the dataset<a class="anchor-link" href="#Exercise-3.5---Partitioning-the-dataset">¶</a></h2><p>In order to tune hyperparameters and evaluate the recommender system’s performance, we will split the data into a trainin and a validation set.</p>
			<ul>
			<li>Append your personal ratings to the MovieLens dataset RDD.</li>
			</ul>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#run my_ratings.py first</span>
			<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">'my-ratings.txt'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
			<span class="n">my_ratings</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">parallelize</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">line</span><span class="p">)</span> <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="o">.</span><span class="n">read</span><span class="p">()</span><span class="o">.</span><span class="n">splitlines</span><span class="p">()])</span>

			<span class="c1">#add my rating </span>
			<span class="n">data_full</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">union</span><span class="p">(</span><span class="n">my_ratings</span><span class="p">)</span>
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			<li>Partition the data into two sets: 80% for training, and 20% for validation.</li>
			</ul>
			<p>Hint: A convenient way to split the data is to filter on the last digit of the rating’s timestamp</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#filter on last digit: take modulu 10, if 0 or 1 -> test set, rest training set</span>
			<span class="n">training_set</span> <span class="o">=</span> <span class="n">data_full</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="s1">'timestamp'</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="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="s1">'userId'</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="s1">'movieId'</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="s1">'rating'</span><span class="p">]))</span>
			<span class="n">test_set</span> <span class="o">=</span> <span class="n">data_full</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="s1">'timestamp'</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="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="s1">'userId'</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="s1">'movieId'</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="s1">'rating'</span><span class="p">]))</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#check that distribution is correct</span>
			<span class="n">train_count</span> <span class="o">=</span> <span class="n">training_set</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
			<span class="n">test_count</span><span class="o">=</span><span class="n">test_set</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"Length traing set: "</span><span class="p">,</span><span class="n">train_count</span><span class="p">)</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"Length test set: "</span><span class="p">,</span><span class="n">test_count</span><span class="p">)</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"Data percentage of traing set: "</span><span class="p">,</span><span class="mi">100</span><span class="o">*</span><span class="n">train_count</span><span class="o">/</span><span class="p">(</span><span class="n">train_count</span><span class="o">+</span><span class="n">test_count</span><span class="p">),</span><span class="s2">"%"</span><span class="p">)</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"Data percentage of traing set: "</span><span class="p">,</span><span class="mi">100</span><span class="o">*</span><span class="n">test_count</span><span class="o">/</span><span class="p">(</span><span class="n">train_count</span><span class="o">+</span><span class="n">test_count</span><span class="p">),</span><span class="s2">"%"</span><span class="p">)</span>
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			<pre>Length traing set: 15999979
			Length test set: 4000290
			Data percentage of traing set: 79.99881901588424 %
			Data percentage of traing set: 20.001180984115763 %
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			<h1 id="Baseline-recommender-system">Baseline recommender system<a class="anchor-link" href="#Baseline-recommender-system">¶</a></h1><h2 id="Exercise-3.6---Baseline-model">Exercise 3.6 - Baseline model<a class="anchor-link" href="#Exercise-3.6---Baseline-model">¶</a></h2><p>You will first implement a recommender system based on model (3.1).</p>
			<ul>
			<li>Compute the global mean μ, the user biases $ \{ α_{u} \}$ and the item biases $ \{ β_{m} \}$ using a sequence of RDD transformations on the training set.</li>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get mean over all ratings, third entry in the array</span>
			<span class="n">mean</span> <span class="o">=</span> <span class="n">training_set</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mean</span>
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			<pre>3.525507595978725</pre>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">training_set</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
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			<pre>[(1, 2, 3.5), (1, 29, 3.5), (1, 32, 3.5)]</pre>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get biases for each key</span>
			<span class="c1"># this function gets rdd (key,value) and returns dict with {key: mean for the given key}</span>
			<span class="c1"># inspired by: http://stackoverflow.com/questions/29930110/calculating-the-averages-for-each-key-in-a-pairwise-k-v-rdd-in-spark-with-pyth</span>

			<span class="k">def</span> <span class="nf">mean_per_key</span><span class="p">(</span><span class="n">rdd</span><span class="p">):</span>

			<span class="k">return</span> <span class="p">(</span><span class="n">rdd</span><span class="o">.</span><span class="n">aggregateByKey</span><span class="p">((</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="k">lambda</span> <span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">:</span> <span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">b</span><span class="p">,</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span>
			<span class="k">lambda</span> <span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">:</span> <span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">])))</span><span class="o">.</span><span class="n">mapValues</span><span class="p">(</span><span class="k">lambda</span> <span class="n">v</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">/</span><span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span><span class="o">.</span><span class="n">collectAsMap</span><span class="p">()</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#trainig set is (user,movie,rating)</span>
			<span class="c1">#get(user,rating-mean) </span>
			<span class="n">temp</span><span class="o">=</span><span class="n">training_set</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">-</span> <span class="n">mean</span><span class="p">))</span>
			<span class="c1">#compute mean for each user in (user,rating-mean), which will be the biases</span>
			<span class="n">user_biases</span> <span class="o">=</span> <span class="n">mean_per_key</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get(movie,rating-user_bias- mean) </span>
			<span class="n">temp</span><span class="o">=</span><span class="n">training_set</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">-</span> <span class="n">user_biases</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">-</span> <span class="n">mean</span><span class="p">))</span>
			<span class="c1">#compute mean for each user in (user,rating-mean), which will be the biases</span>
			<span class="n">movie_biases</span> <span class="o">=</span> <span class="n">mean_per_key</span><span class="p">(</span><span class="n">temp</span><span class="p">)</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#checking that amount users in training set fits user_biases</span>
			<span class="n">a</span><span class="o">=</span><span class="n">training_set</span><span class="o">.</span><span class="n">countByKey</span><span class="p">()</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">a</span><span class="p">)</span><span class="o">==</span><span class="nb">len</span><span class="p">(</span><span class="n">user_biases</span><span class="p">)</span>
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			<pre>True</pre>
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			<ul>
			<li>How many parameters does this model have?</li>
			</ul>
			<p>As stated in the slides, Recommender Systems 1 slide 12, we have n+m parameters. In our case:</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span> <span class="p">(</span><span class="s2">"n: "</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">movie_biases</span><span class="p">))</span>
			<span class="nb">print</span> <span class="p">(</span><span class="s2">"m: "</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">user_biases</span><span class="p">))</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"total amount of parameters, n+m: "</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">user_biases</span><span class="p">)</span><span class="o">+</span><span class="nb">len</span><span class="p">(</span><span class="n">movie_biases</span><span class="p">))</span>
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			<pre>n: 25868
			m: 138458
			total amount of parameters, n+m: 164326
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			<li>Predict the rating of every user / movie pair in the validation set.</li>
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			<p>Note: some users / movies do not have any ratings. Use sensible default values for
			$ \{ α_{u} \}$ and $ \{ β_{m} \}$. We are going to use the mean over all biases</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get mean over user and movie biases</span>
			<span class="n">user_bias_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">user_biases</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">user_biases</span><span class="p">])</span>
			<span class="n">movie_bias_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">movie_biases</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">movie_biases</span><span class="p">])</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#use mean as default if key does not exist in dictionary</span>
			<span class="k">def</span> <span class="nf">predict_single</span><span class="p">(</span><span class="n">userId</span><span class="p">,</span> <span class="n">movieId</span><span class="p">):</span>
			<span class="k">return</span> <span class="p">((</span><span class="n">userId</span><span class="p">,</span> <span class="n">movieId</span><span class="p">),</span> <span class="n">mean</span> <span class="o">+</span> <span class="n">user_biases</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">userId</span><span class="p">,</span><span class="n">user_bias_mean</span><span class="p">)</span> <span class="o">+</span> <span class="n">movie_biases</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">movieId</span><span class="p">,</span><span class="n">movie_bias_mean</span><span class="p">))</span>

			<span class="k">def</span> <span class="nf">predict</span><span class="p">(</span><span class="n">data_set</span><span class="p">):</span>
			<span class="n">to_be_predicted</span><span class="o">=</span><span class="n">data_set</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
			<span class="k">return</span> <span class="n">to_be_predicted</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">predict_single</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions</span><span class="o">=</span><span class="n">predict</span><span class="p">(</span><span class="n">test_set</span><span class="p">)</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
			<span class="c1">#user 1 movie 50 predicted rating 4.46</span>
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			<pre>((1, 50), 4.467954194198163)</pre>
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			<h2 id="Exercise-3.7---Evaluation">Exercise 3.7 - Evaluation<a class="anchor-link" href="#Exercise-3.7---Evaluation">¶</a></h2><p>Compute RMSE</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">math</span> <span class="k">import</span> <span class="n">sqrt</span>
			<span class="kn">from</span> <span class="nn">operator</span> <span class="k">import</span> <span class="n">add</span>

			<span class="k">def</span> <span class="nf">RMSE</span><span class="p">(</span><span class="n">pred</span><span class="p">):</span>

			<span class="c1">#join predictions with the eactual rating from the test set</span>
			<span class="n">rating_vs_predictions</span> <span class="o">=</span> <span class="n">test_set</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">((</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">pred</span><span class="p">)</span>
			<span class="c1">#print(rating_vs_predictions.first())</span>

			<span class="c1">#get difference for all user and square it</span>
			<span class="n">squared_difference</span><span class="o">=</span><span class="n">rating_vs_predictions</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span> <span class="o">**</span> <span class="mi">2</span><span class="p">))</span>

			<span class="c1">#take mean of the difference the differences for each user --- in the formula this is under the square root</span>
			<span class="n">user_mean</span><span class="o">=</span> <span class="p">(</span><span class="n">squared_difference</span><span class="o">.</span><span class="n">aggregateByKey</span><span class="p">((</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">),</span> <span class="k">lambda</span> <span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">:</span> <span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">b</span><span class="p">,</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span>
			<span class="k">lambda</span> <span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">:</span> <span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="n">b</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">b</span><span class="p">[</span><span class="mi">1</span><span class="p">])))</span><span class="o">.</span><span class="n">mapValues</span><span class="p">(</span><span class="k">lambda</span> <span class="n">v</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">/</span><span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>

			<span class="c1">#take squareroot of each user's difference and then the mean (same as dividing by U)</span>
			<span class="k">return</span> <span class="n">user_mean</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">"RMSE = "</span><span class="p">,</span><span class="n">RMSE</span><span class="p">(</span><span class="n">predictions</span><span class="p">))</span>
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			<pre>RMSE = 0.868364450938
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			<h1 id="Matrix-factorization-model">Matrix-factorization model<a class="anchor-link" href="#Matrix-factorization-model">¶</a></h1><h2 id="Exercise-3.8-Regularization">Exercise 3.8 Regularization<a class="anchor-link" href="#Exercise-3.8-Regularization">¶</a></h2>
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			<p>Decide on a rank for your model, e.g., between 5 and 25. What is the trade-off between choosing a lower and a higher rank?</p>
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			<li>Set the regularization parameter lambda_ to 10−4. How accurate are the predicted ratings? Can you explain the phenomenon?</li>
			<li>Now set <code>lambda_</code> to 10.0. What happens to the predicted ratings, and why?</li>
			<li>Find the value of <code>lambda_</code> that minimizes the validation error.</li>
			</ul>
			<p>What improvement do you get over the error of the baseline recommender system?</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pyspark.mllib.recommendation</span> <span class="k">import</span> <span class="n">ALS</span>
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			<li>Decide on a rank for your model, e.g., between 5 and 25. What is the trade-off between choosing a lower and a higher rank?</li>
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			<p>The rank denotes the amount of the model's latent factors. Latent factors are the model's parameters that we have to train. The more latent factors there are the more complex the model. So with low rank the model is simple and thus training will be quicker. A higher rank on the other hand creates a model with higher dimension which leads to more flexibility and thus better fit to the training set. The added flexibility of the model can quickly lead to overfitting, though.</p>
			<p>We choose a model of rank 10.</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rank</span> <span class="o">=</span> <span class="mi">10</span>
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			<h4 id="Prediction-method">Prediction method<a class="anchor-link" href="#Prediction-method">¶</a></h4>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#method predicts using als and given lambda_ and return error</span>
			<span class="k">def</span> <span class="nf">predict_and_evaluate</span><span class="p">(</span><span class="n">lambda_</span><span class="p">):</span>
			<span class="n">model</span><span class="o">=</span> <span class="n">ALS</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">training_set</span><span class="p">,</span> <span class="n">rank</span><span class="p">,</span> <span class="n">lambda_</span><span class="o">=</span><span class="n">lambda_</span><span class="p">)</span>
			<span class="n">preds</span><span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predictAll</span><span class="p">(</span><span class="n">test_set</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])))</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">((</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span>
			<span class="n">error</span><span class="o">=</span><span class="n">RMSE</span><span class="p">(</span><span class="n">preds</span><span class="p">)</span>
			<span class="k">return</span> <span class="n">error</span>
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			<li>Set the regularization parameter lambda_ to $10^{-4}$. How accurate are the predicted ratings? Can you explain the phenomenon?</li>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lambda_1</span> <span class="o">=</span> <span class="mi">10</span><span class="o">**</span><span class="p">(</span><span class="o">-</span><span class="mi">4</span><span class="p">)</span>
			<span class="n">error_1</span><span class="o">=</span> <span class="n">predict_and_evaluate</span><span class="p">(</span><span class="n">lambda_1</span><span class="p">)</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"RMSE for lambda_= 10e-4: "</span><span class="p">,</span><span class="n">error_1</span><span class="p">)</span>
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			<pre>RMSE for lambda_= 10e-4: 0.901463950565
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			<p>This model perfomes a little bit worse than the baseline model in section 3.6/3.7.</p>
			<p><code>lambda_</code> specifies the regularization parameter in ALS. The regularization is supposed to penalize complexity of a model and favor simplicity which is supposed to prevent overfitting. The bigger <code>lambda_</code> is the more regularization is done.</p>
			<p>As this model is not performing better than the baseline model one can conlude that the parameter is probably too small and does not penalize the model's complexity enough. Probably this model is still overfitting and thus worse than the baseline model.</p>

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			<ul>
			<li>Now set <code>lambda_</code> to 10.0. What happens to the predicted ratings, and why?</li>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lambda_2</span><span class="o">=</span><span class="mf">10.0</span>
			<span class="n">error_2</span><span class="o">=</span> <span class="n">predict_and_evaluate</span><span class="p">(</span><span class="n">lambda_2</span><span class="p">)</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"RMSE for lambda_= 10: "</span><span class="p">,</span><span class="n">error_2</span><span class="p">)</span>
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			<pre>RMSE for lambda_= 10: 3.74687983336
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			<p>The loss is way too big which shows that the <code>lambda_</code> is too big, too. That leads to the model being too simple and not being able to fit the data well.</p>

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			<li>Find the value of <code>lambda_</code> that minimizes the validation error.</li>
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			<p>The best <code>lambda_</code> is probably between 10e-4 and 10.</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#try these lambdas</span>
			<span class="n">lambdas</span><span class="o">=</span><span class="p">[</span><span class="mf">0.001</span><span class="p">,</span><span class="mf">0.01</span><span class="p">,</span><span class="mf">0.1</span><span class="p">,</span><span class="mf">1.0</span><span class="p">]</span>
			<span class="c1">#save all errors</span>
			<span class="n">errors</span> <span class="o">=</span> <span class="p">[]</span>

			<span class="k">for</span> <span class="n">lambda_</span> <span class="ow">in</span> <span class="n">lambdas</span><span class="p">:</span>

			<span class="n">errors</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">predict_and_evaluate</span><span class="p">(</span><span class="n">lambda_</span><span class="p">))</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#list errors</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"Listing errors of prediction models with different lambdas:"</span><span class="p">)</span>
			<span class="k">for</span> <span class="n">i</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">errors</span><span class="p">):</span>
			<span class="nb">print</span><span class="p">(</span><span class="s2">"lambda_="</span><span class="p">,</span><span class="n">lambdas</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="s2">": "</span><span class="p">,</span><span class="n">v</span><span class="p">)</span>
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			<pre>Listing errors of prediction models with different lambdas:
			lambda_= 0.001 : 0.853786767134
			lambda_= 0.01 : 0.835391872761
			lambda_= 0.1 : 0.808002117119
			lambda_= 1.0 : 1.33495019244
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			<p>The best value seems to be <code>lambda_ = 0.1</code></p>

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			<li>What improvement do you get over the error of the baseline recommender system?</li>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">baseline_loss</span><span class="o">=</span><span class="mf">0.868364450938</span>

			<span class="c1">#get imporovement</span>
			<span class="n">diff</span> <span class="o">=</span> <span class="n">baseline_loss</span> <span class="o">-</span> <span class="n">errors</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span>
			<span class="n">improvement</span> <span class="o">=</span> <span class="mi">100</span><span class="o">*</span> <span class="n">diff</span> <span class="o">/</span> <span class="n">baseline_loss</span>

			<span class="nb">print</span> <span class="p">(</span><span class="s2">"The model with lambda_=0.1 achives a loss improvement of "</span><span class="p">,</span><span class="n">improvement</span><span class="p">,</span><span class="s2">"</span><span class="si">% o</span><span class="s2">ver the baseline model"</span><span class="p">)</span>
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			<pre>The model with lambda_=0.1 achives a loss improvement of 6.95126726501 % over the baseline model
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			<h2 id="Exercise-3.9---Recommendation">Exercise 3.9 - Recommendation<a class="anchor-link" href="#Exercise-3.9---Recommendation">¶</a></h2><p>Create a Python dict that maps from movie IDs to movie titles based on the file <code>movies.txt</code>.</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">movies</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">movie2title</span> <span class="o">=</span> <span class="n">movies</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">"movieId"</span><span class="p">,</span> <span class="s2">"title"</span><span class="p">))</span><span class="o">.</span><span class="n">collectAsMap</span><span class="p">()</span>
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			<li>Recommend 10 movies for user 123 using model.recommendProducts(). What kind of movies does the model think the user will like?</li>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#recommend the too n best rated movies for given user id</span>
			<span class="k">def</span> <span class="nf">recommend</span><span class="p">(</span><span class="n">userId</span><span class="p">,</span> <span class="n">top_n</span><span class="p">,</span> <span class="n">model</span><span class="p">):</span>
			<span class="c1">#get recommendations from model</span>
			<span class="n">recomendations</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">recommendProducts</span><span class="p">(</span><span class="n">userId</span><span class="p">,</span> <span class="n">top_n</span><span class="p">)</span>
			<span class="c1">#returns smth like [Rating(user=1, product=2, rating=1.9...), Rating(user=1, product=1, rating=1.0...)...</span>
			<span class="c1">#get movie_id (movie in this case "product") for each recommendation</span>
			<span class="n">movie_ids</span> <span class="o">=</span> <span class="p">[</span><span class="n">rating</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">rating</span> <span class="ow">in</span> <span class="n">recomendations</span><span class="p">]</span>
			<span class="n">movies</span> <span class="o">=</span> <span class="p">[</span><span class="n">movie2title</span><span class="p">[</span><span class="n">movie</span><span class="p">]</span> <span class="k">for</span> <span class="n">movie</span> <span class="ow">in</span> <span class="n">movie_ids</span><span class="p">]</span>
			<span class="k">return</span> <span class="n">movies</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#create rdd dataset of all data, my ratings including, in right format for training</span>
			<span class="n">dataset</span><span class="o">=</span> <span class="n">data_full</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="s1">'userId'</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="s1">'movieId'</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="s1">'rating'</span><span class="p">]))</span>

			<span class="c1">#train the model with all data and best parameters</span>
			<span class="n">model</span><span class="o">=</span> <span class="n">ALS</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">dataset</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="n">lambda_</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">recommend</span><span class="p">(</span><span class="mi">123</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span><span class="n">model</span><span class="p">)</span>
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			<pre>['Marihuana (1936)',
			'Peppermint Soda (Diabolo menthe) (1977)',
			'My Brother Tom (2001)',
			'Bill Hicks: Sane Man (1989)',
			'Plastic Bag (2009)',
			'Moth, The (Cma) (1980)',
			'Flight of the Conchords: A Texan Odyssey (2006)',
			'Island at War (2004)',
			'Diplomatic Immunity (2009– )',
			'No Distance Left to Run (2010)']</pre>
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			<p>I do not know the movies, but after consulting Google it seems like those are mainly dramas recommended, a little comedy like Bill Hicks and Diplomatic Immunity and a documentary.</p>
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			<li>Recommend 10 movies to yourself (user ID: 138494)</li>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#recommend for me</span>
			<span class="n">recommend</span><span class="p">(</span><span class="mi">138494</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span><span class="n">model</span><span class="p">)</span>
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			<pre>['Marihuana (1936)',
			'Willie & Phil (1980)',
			'No Distance Left to Run (2010)',
			'Code Name Coq Rouge (1989)',
			'Island at War (2004)',
			'Diplomatic Immunity (2009– )',
			'From Dad to Son (2012)',
			'Lascars (2009)',
			'The Bloody Olive (1997)',
			'Homeboy (1988)']</pre>
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			<li>What do you think of your recommendations? :-)</li>
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			<p>First of all, I do not know any of those movies which is already a bad sign because I would have expected at leats some recommendations of movies I have watched and liked but not rated in the system.</p>
			<p>The recommendation seems to be more in the direction of comedy/Drama and some movies are even the same as with user 123 (which is weird). It does not fit my liking. The movies I have googled did not seem interesting (I have not watched them though, so who knows). Unless the recommendation system knows me better than myself (which it does not) it does not give very good recommendations, unfortunately.</p>

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			<h2 id="Exercise-3.10---Visualization">Exercise 3.10 - Visualization<a class="anchor-link" href="#Exercise-3.10---Visualization">¶</a></h2><p>Learn a rank-2 matrix-factorization model using ALS().</p>

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			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#using rank 2 and lambda 0.1</span>
			<span class="n">model</span> <span class="o">=</span> <span class="n">ALS</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">dataset</span><span class="p">,</span> <span class="n">rank</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">lambda_</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
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			<li>Extract the features for all the movies in selected-movies.pickle.</li>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">selected_movies</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</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="n">encoding</span><span class="o">=</span><span class="s1">'utf-8'</span><span class="p">))</span>
			<span class="n">selected_movies</span>
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			<pre>[(260, 'Star Wars: Episode IV - A New Hope (1977)', 0.93),
			(318, 'Shawshank Redemption, The (1994)', 0.91),
			(356, 'Forrest Gump (1994)', 0.72),
			(480, 'Jurassic Park (1993)', 0.93),
			(527, "Schindler's List (1993)", 0.96),
			(780, 'Independence Day (a.k.a. ID4) (1996)', 0.6),
			(805, 'Time to Kill, A (1996)', 0.67),
			(1199, 'Brazil (1985)', 0.98),
			(1240, 'Terminator, The (1984)', 1.0),
			(2324, 'Life Is Beautiful (La Vita è bella) (1997)', 0.8),
			(2329, 'American History X (1998)', 0.83),
			(2571, 'Matrix, The (1999)', 0.87),
			(2706, 'American Pie (1999)', 0.6),
			(2858, 'American Beauty (1999)', 0.88),
			(2959, 'Fight Club (1999)', 0.79),
			(3967, 'Billy Elliot (2000)', 0.85),
			(4465, 'Accused, The (1988)', 0.95),
			(4658, 'Santa Sangre (1989)', 0.85),
			(4700, 'Princess Diaries, The (2001)', 0.47),
			(5147, 'Wild Strawberries (Smultronstället) (1957)', 0.95),
			(5163, 'Stage Fright (Deliria) (1987)', 0.68),
			(5349, 'Spider-Man (2002)', 0.89),
			(5687, 'Take Care of My Cat (Goyangileul butaghae) (2001)', 0.81),
			(6016, 'City of God (Cidade de Deus) (2002)', 0.9),
			(6132, 'New York Ripper, The (Squartatore di New York, Lo) (1982)', 0.17),
			(6774, 'Videodrome (1983)', 0.78),
			(7235, 'Ichi the Killer (Koroshiya 1) (2001)', 0.64),
			(32296, 'Miss Congeniality 2: Armed and Fabulous (2005)', 0.15),
			(43930, 'Just My Luck (2006)', 0.13),
			(48043, 'Fountain, The (2006)', 0.51),
			(54503, 'Superbad (2007)', 0.88),
			(55444, 'Control (2007)', 0.87),
			(74545, 'Ghost Writer, The (2010)', 0.83),
			(81845, "King's Speech, The (2010)", 0.95),
			(94018, 'Battleship (2012)', 0.34),
			(111759, 'Edge of Tomorrow (2014)', 0.91),
			(114028, 'Pride (2014)', 0.92)]</pre>
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			<li>Create an interactive plot that embeds the movies along the 2 directions defined by the factorization.</li>
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			<div class=" highlight hl-ipython3"><pre><span></span><span class="n">features</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">productFeatures</span><span class="p">()</span>
			</pre></div>

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

			</div>
			<div class="cell border-box-sizing code_cell rendered">
			<div class="input">
			<div class="prompt input_prompt">In [48]:</div>
			<div class="inner_cell">
			<div class="input_area">
			<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get the ids</span>
			<span class="n">selected_ids</span> <span class="o">=</span> <span class="p">[</span><span class="n">movie</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">movie</span> <span class="ow">in</span> <span class="n">selected_movies</span><span class="p">]</span>
			<span class="c1">#get only features of selected ids</span>
			<span class="n">selected_features</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">features</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="n">selected_ids</span><span class="p">)</span><span class="o">.</span><span class="n">collect</span><span class="p">())</span>

			<span class="n">names</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">selected_movies</span><span class="p">)]</span>
			<span class="n">ratings</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">selected_movies</span><span class="p">)]</span>
			<span class="n">features</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">selected_features</span><span class="p">])</span>
			</pre></div>

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

			</div>
			<div class="cell border-box-sizing code_cell rendered">
			<div class="input">
			<div class="prompt input_prompt">In [50]:</div>
			<div class="inner_cell">
			<div class="input_area">
			<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="n">output_file</span><span class="p">(</span><span class="s2">"selected_ratings.html"</span><span class="p">)</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">features</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">features</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="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 movies"</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'</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'</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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			var JS_MIME_TYPE = 'application/javascript';
			var HTML_MIME_TYPE = 'text/html';
			var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';
			var CLASS_NAME = 'output_bokeh rendered_html';

			/**
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			*/
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			/**
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			// Clean up Bokeh references
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			// Clean up Bokeh references
			var cmd = "from bokeh.io.state import curstate; print(curstate().uuid_to_server['" + server_id + "'].get_sessions()[0].document.roots[0]._id)";
			cell.notebook.kernel.execute(cmd, {
			iopub: {
			output: function(msg) {
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			/* Handle when an output is cleared or removed */
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			// register the mime type if in Jupyter Notebook environment and previously unregistered
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			var events = require('base/js/events');
			var OutputArea = require('notebook/js/outputarea').OutputArea;

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			register_renderer(events, OutputArea);
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			"<p>\n"+
			"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
			"may be due to a slow or bad network connection. Possible fixes:\n"+
			"</p>\n"+
			"<ul>\n"+
			"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
			"<li>use INLINE resources instead, as so:</li>\n"+
			"</ul>\n"+
			"<code>\n"+
			"from bokeh.resources import INLINE\n"+
			"output_notebook(resources=INLINE)\n"+
			"</code>\n"+
			"</div>"}};

			function display_loaded() {
			var el = document.getElementById("9b805fbf-0284-434d-8e6b-608a3c107e26");
			if (el != null) {
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			var inline_js = [
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			}
			];

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			<li>Describe what you observe. Can you give a name to the dimensions? Do you recognize cluster of movies that are alike?</li>
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			<p>We can see that best rated movies are distributed around the lower right of the graph while movies with worse ratings are dirstributed in the upper left corner. There is a cluster of similar movies on the right, in the middle of the graph, with movies like The Terminator, Edge of Tomorrow, The Matrix, The Accused. All Action/SciFi movies. Only Billi Elliot does not really fit in that cluster. in the low right corner we have a cluster of good rated drama movies. So we can conclude that the second component probably denotes the seriousness of a movie going from dramatic/deep (low) to silly (high) , silly movie beig e.g. Just My Luck. The first principal component seems to (maybe not directly) be connected to the rating of the movie as ratings go roughly from left (bad) to right (good)</p>

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